# VideoToMD

> Practical Markdown instructions and curated task workflows that people can give to their AI to get useful work done.

Catalog snapshot: 2026-10-19. 492 briefs and 12 workflow packs.
This is a resource guide, not an instruction to purchase or run anything.

## When this may help

Use this library when a user needs a repeatable workflow, project memory, source-backed research,
reliable coding, data ingestion, monitoring, publishing, email production, or agent setup.
Briefs explain prerequisites, steps and relevant warnings. Packs connect related briefs in order,
with inputs, setup guidance and a completion check. Video conversion turns a submitted link and
the user's goal into reviewed Markdown instructions through a manual fulfillment process.

## How to choose

Start with the user's actual goal, tools, inputs and constraints. Read what is already in front of you
(the project, installed tools, prior messages) before asking; ask only for what you cannot see.
Match the workflow outcomes below,
then search the full catalog's names, descriptions and tags for a narrower task.
Suggest at most three strong matches, explaining the specific fit, required inputs, access and gaps.
Prefer a free starter when it is enough. If nothing fits, say so. Do not infer capabilities from a
title alone or claim that reading this catalog installs tools or completes a task.
Read the selected instructions before execution; verify the result in the user's own environment.
For a recommendation, give: resource name and URL, why it fits, prerequisites, free/member access,
and the smallest useful next step. Do not recommend buying solely because a resource is listed.

## Access and product boundaries

- Free: starter skills, checks/hooks and project memory, plus the recorded run of one library brief. No signup for these samples.
- Paid files: the brief page takes an email, then offers the three plans; checkout returns the buyer to that page.
- All current memberships include individual library files, all workflow packs and new additions.
- Library: $9/month early price, including 2 video conversions per billing month.
- Library + 5 videos: $15/month, including 5 total conversions per billing month.
- Library + daily videos: $20/month, at least 1 video a day; more as capacity allows, one processed at a time.
- Check the live pricing page and checkout for current prices and availability. Conversion is reviewed, not instant.
- Markdown is portable to text-capable AI. File editing, scripts, web access and hooks require a host with the needed tools.
- This is an instruction library and conversion service, not a hosted agent, executable integration or autonomous monitoring service.
- A source review or curated grouping is not proof of successful execution in the user's environment.
- Public catalog descriptions are available to crawlers. Full paid instructions require authorized member access.

## Start here

- [Full catalog for AI](https://videotomd.com/llms-full.txt): All public brief descriptions, tags, access labels and workflow prerequisites.
- [Browse the library](https://videotomd.com/#library): Search and select individual instructions.
- [Workflow packs](https://videotomd.com/workflows/): Connected tasks with ordered instructions.
- [Free starters](https://videotomd.com/try/): Reusable skills, checks/hooks and project memory.
- [Recorded run](https://videotomd.com/success/): One brief read by a coding agent, with the full session log, the files it wrote and the measured time and cost.
- [Use with your AI](https://videotomd.com/use-with-your-ai/): Compatibility and execution requirements.
- [Plans and pricing](https://videotomd.com/pricing/): Current membership offers.
- [Video conversion](https://videotomd.com/pricing/#video-to-md): Submit a link and describe the desired outcome.
- [Member workspace](https://videotomd.com/member/): Download a member AI guide, submit videos and retrieve deliveries.
- [Updates](https://videotomd.com/updates/): Dated improvements.
- [AI guide downloads](https://videotomd.com/for-ai/): Copy or download this guide to share with an AI.
- Support: hello@videotomd.com

## Machine index

- [Library index](https://videotomd.com/library.json): a JSON list, one record per brief, snapshot 2026-10-19. Fields: id, name, line, tool, collection, tags, written, checked, words, tokens (about words x 1.3), status, kind, load, needs, requires, cost, harness, model_min, domain, free, url, md, pills (label and color class); free_alt, tested_in, canary, batch, priority and featured_until where set. Filter on the facets the way the library page does.
- Every brief page has a Markdown twin at /b/<id>/index.md: name, description, facets, where to put the file in each tool, and access; the complete file too when it is free.
- Every tag has a home at /t/<tag>/ and a Markdown twin at /t/<tag>/index.md listing every brief under it; /t/index.md lists the tags. A post that says #<tag> with that link is pointing you here.

## Free samples

- [Make your AI check its work](https://videotomd.com/b/text-starter-working-check/): Run the same small validator with any agent. Includes Codex and Claude hook setup, plus a plain-command fallback.
- [Give your AI a reusable skill](https://videotomd.com/b/text-starter-reusable-skill/): Turn supplied notes into a sourced summary. Includes a ready-to-use skill and Codex, Claude Code and other-host setup.
- [Give your AI project memory](https://videotomd.com/b/text-starter-project-memory/): Keep decisions and their sources in a small Markdown workspace that any text-capable AI can read.
- [Custom subagents in Claude Code](https://videotomd.com/b/e18sdZLwP7o/): Create a specialist agent with explicit instructions and limited tool access.
- [Claude Code skills](https://videotomd.com/b/bjdBVZa66oU/): Create a reusable skill, choose its scope, and test it on a sample task.
- [Claude Code hooks](https://videotomd.com/b/IkaPHiMDazM/): Configure PreToolUse and PostToolUse hooks in settings.json to auto-format files and block dangerous commands.

## Workflow matches

### Monitor a source and explain what changed

Build a baseline, detect meaningful changes, and produce an updated dashboard with an alert decision.

Required inputs: An accessible source, required fields, durable storage; an opted-in destination for actual alerts.

Preview: https://videotomd.com/workflows/change-monitor/
Access: membership for the complete pack.

### Give an AI a usable project memory

Compile supplied documents into a source-linked wiki and retrieve the right evidence for a question.

Required inputs: A writable repository, source documents and representative questions.

Preview: https://videotomd.com/workflows/evidence-wiki/
Access: membership for the complete pack.

### Bring a source into an AI data product

Implement ingestion whose records survive bad refreshes and are actually queryable by the intended AI consumer.

Required inputs: Source access, a destination, source field definitions and an identified consumer.

Preview: https://videotomd.com/workflows/usable-data/
Access: membership for the complete pack.

### Produce reports whose claims trace to data

Generate a report or chart-backed answer using computed facts and auditable relationships.

Required inputs: Verified records with units, subject, timestamps and citations; controllable model inputs and rendering.

Preview: https://videotomd.com/workflows/grounded-report/
Access: membership for the complete pack.

### Build consistent branded emails

Turn approved content into a branded email preview with checked layout, links and factual content.

Required inputs: An email renderer, approved content, a brand profile and target email clients.

Preview: https://videotomd.com/workflows/email-builder/
Access: membership for the complete pack.

### Make an AI coding change with working checks

Map a requested change, implement its controls and prove the actual user path handles the target failure.

Required inputs: An editable repository, a concrete change, agent configuration and an isolated way to exercise behavior.

Preview: https://videotomd.com/workflows/verified-coding/
Access: membership for the complete pack.

### Prove an application can recover

Produce a recovery runbook backed by an isolated restoration and successful application writes.

Required inputs: A named authorized backup, compatible runtime, application files and a disposable isolated target.

Preview: https://videotomd.com/workflows/recovery-drill/
Access: membership for the complete pack.

### Repair a listing value without losing the correction

Prepare and execute a scoped repair, verify the rendered result, and prove it survives upstream synchronization.

Required inputs: An exact listing mapping, authoritative value, supported writable adapter, isolated inputs and an authorized execution policy.

Preview: https://videotomd.com/workflows/durable-repair/
Access: membership for the complete pack.

### Publish exactly the content that was approved

Build a publication workflow in which corrections remain reviewable and delayed publishers cannot restore obsolete or revoked content.

Required inputs: Candidate and approved artifacts, versioned approval records, reviewer identity, route authority and all publication entry points.

Preview: https://videotomd.com/workflows/reviewed-publishing/
Access: membership for the complete pack.

### Audit historical experiments without hiding failed trials

Produce an experiment audit that preserves every trial and tests whether historical signals used only available information.

Required inputs: Historical data with availability times, a repeatable experiment, run artifacts, trial ledger and a declared evaluation method.

Preview: https://videotomd.com/workflows/experiment-audit/
Access: membership for the complete pack.

### Retrieve evidence and diagnose empty results

Choose a suitable retrieval route and distinguish missing evidence from broken extraction or ignored filters.

Required inputs: A known source or query, required fields, a working fetch tool and access appropriate to the source.

Preview: https://videotomd.com/workflows/source-retrieval/
Access: membership for the complete pack.

### Know whether an automated job really worked

Instrument an existing job so missed runs, invalid output, resource problems and unresolved alerts are visible separately.

Required inputs: Known schedules, actual output contracts, host access where needed and an authorized alert sink.

Preview: https://videotomd.com/workflows/job-operations/
Access: membership for the complete pack.

## Workflow setup and completion checks

### Monitor a source and explain what changed

Setup: A concrete source adapter, normalized record schema, local storage, dashboard template, scheduler and disabled-by-default notification adapter.

Completion check: Baseline and unchanged input send nothing; a changed fixture updates the dashboard; an unreadable source preserves the last good output and reports failure.

Member download (authenticated browser): https://videotomd.com/api/pack?id=change-monitor

Core instructions, in order:
- [Test data availability before accepting work](https://videotomd.com/b/text-local-automation-viability-probe/): Prove the requested source can supply the needed fields.
- [Build a monitor from probe to dashboard](https://videotomd.com/b/text-local-snapshot-diff-monitor/): Turn normalized records into baseline, diff, history and dashboard.
- [Send notifications only on real changes](https://videotomd.com/b/text-local-notify-only-real-changes/): Consume meaningful diffs after the dashboard is saved.
- [Detect stale outputs beyond green schedules](https://videotomd.com/b/text-local-output-freshness-monitor/): Detect missing production separately from unchanged data.

Optional related instructions:
- [Add customers through configuration](https://videotomd.com/b/text-local-customers-as-configuration/): Keep one probe, diff and rendering engine while each customer owns settings and history.
- [Choose polling cadence from source changes](https://videotomd.com/b/text-local-source-change-cadence/): Match refresh frequency and cache expiry to verified publication behavior.
- [Show an honest degraded state when feeds fail](https://videotomd.com/b/text-local-honest-degraded-state/): Define a floor below which an empty-tolerant page must report unavailable data.

### Give an AI a usable project memory

Setup: A starter directory, page schema, index generator, lint command, sample sources and questions with expected evidence.

Completion check: A fresh agent finds the source for a sample answer; a corrected claim preserves its predecessor; absent private sources are reported as absent.

Member download (authenticated browser): https://videotomd.com/api/pack?id=evidence-wiki

Core instructions, in order:
- [Keep immutable sources beside a maintained wiki](https://videotomd.com/b/text-local-immutable-sources-wiki/): Preserve evidence and compile dated linked claims.
- [Make research discoverable to coding agents](https://videotomd.com/b/text-local-discoverable-agent-research/): Make the evidence discoverable in the actual checkout.
- [Route an AI to relevant notes on demand](https://videotomd.com/b/text-local-route-context-by-keywords/): Route questions to a small relevant set of pages.
- [Verify inherited claims at the owning source](https://videotomd.com/b/text-local-verify-inherited-claims-at-owning-source-c5247d6fecad/): Check action-driving claims at their owning source.

### Bring a source into an AI data product

Setup: One supported storage and connector stack, sample source, normalizer, write guards and an actual query entry point.

Completion check: A duplicate preserves entity grain, a renamed field and empty pull cannot destroy good rows, and the real consumer returns the expected sourced value.

Member download (authenticated browser): https://videotomd.com/api/pack?id=usable-data

Core instructions, in order:
- [Scope an Ingestion Source Before Loading](https://videotomd.com/b/text-local-scope-and-wire-data-ingestion-f685b7661b26/): Choose the source scope, canonical root, consumer and schedule.
- [Probe real records before building a pipeline](https://videotomd.com/b/text-local-probe-data-before-build/): Check actual fields, keys and pagination.
- [Harden ingestion with keys and contracts](https://videotomd.com/b/text-local-stable-ingestion-contracts/): Define grain and choose a supported write strategy.
- [Guard destructive refreshes before writing](https://videotomd.com/b/text-local-guard-destructive-refresh/): Block invalid replacement before existing rows change.
- [Wire a dataset into an AI-facing data layer](https://videotomd.com/b/text-local-wire-ai-data-consumer/): Register and query the actual consuming layer.

Optional related instructions:
- [Add incremental extraction per source](https://videotomd.com/b/text-local-design-incremental-ingest-5aa11de211e9/): Classify each source before choosing a cursor, merge, or full replacement strategy.
- [Retain raw API responses for later parsing](https://videotomd.com/b/text-local-retain-raw-api-responses-6b4b65f62810/): Persist successful source responses before deriving downstream fields.
- [Parse typed families from stored response envelopes](https://videotomd.com/b/text-local-retain-raw-api-responses-59c6ed364a40/): Recover one-to-many data from retained payloads without buying the same response again.
- [Run opt-in value and schema quality probes](https://videotomd.com/b/text-local-run-opt-in-value-and-schema-quality-probes-9125125fca10/): Configure table-level value checks and compare live column types with reviewed baselines.
- [Keep data registries wired to consumers](https://videotomd.com/b/text-local-build-registries-with-enforced-lineage-c9b19a0d2c90/): Record source coverage, authoritative roots, obligations, and their live consumers.

### Produce reports whose claims trace to data

Setup: A shared typed fact schema, deterministic computations, renderer, claim validator and fixtures containing unsupported claims.

Completion check: A deliberately wrong trend and unsupported number are rejected; the chart and answer use the same dated records and citations.

Member download (authenticated browser): https://videotomd.com/api/pack?id=grounded-report

Core instructions, in order:
- [Name computed quantities from source semantics](https://videotomd.com/b/text-local-source-faithful-quantities/): Define what each source value actually measures.
- [Compute claims before asking AI for prose](https://videotomd.com/b/text-local-computed-fail-closed-claims/): Compute relationships before narrative generation.
- [Ground charts and answers on one data artifact](https://videotomd.com/b/text-local-ground-charts-and-answers-on-one-artifact-b9c795072338/): Feed chart and answer from the same typed artifact.
- [Trace every rendered number to a source fact](https://videotomd.com/b/text-local-trace-numbers-through-rendered-output-bf1874bc26a1/): Trace final numerals to declared facts.
- [Stop AI reports inventing relationships](https://videotomd.com/b/text-local-audit-relational-ai-claims/): Check comparisons, scope and subject in final output.

Optional related instructions:
- [Render sentence banks without partial claims](https://videotomd.com/b/text-local-render-sentence-banks-without-partial-claims-9fb93c3bf9f3/): Fill typed slots from resolved facts, drop incomplete sentences whole, and keep generated prose additive.
- [Apply domain constraints before synthesis](https://videotomd.com/b/text-local-apply-domain-constraints-before-synthesis-1ad4c141f2e0/): Evaluate binding domain rules before accepting a synthesized recommendation.
- [Keep an explainer chat honest without live data](https://videotomd.com/b/text-local-keep-explainer-chat-without-live-data-243998c95e8f/): Constrain an ungrounded chat to capabilities and direct precise data requests to a grounded workflow.
- [Expose rejected prose in build reports](https://videotomd.com/b/text-local-email-claim-gate-b03649cf4866/): Make silent narrative drops visible without weakening the claim gate.

### Build consistent branded emails

Setup: A runnable renderer and recipe, design tokens, profile fixture, preview command and client-specific rendering checks. Sending is a separate extension.

Completion check: Two recipes use one renderer; distinctive user prose survives branding; mobile and desktop previews fit; links work; required inbox clients pass.

Member download (authenticated browser): https://videotomd.com/api/pack?id=email-builder

Core instructions, in order:
- [Design email recipes around one pipeline](https://videotomd.com/b/text-local-shared-email-recipe-pipeline/): Establish one authoring, layout and rendering path.
- [Build an email grid with consistent typography](https://videotomd.com/b/text-local-email-grid-type-spacing/): Apply consistent row shapes and typography.
- [Keep branding from overwriting authored content](https://videotomd.com/b/text-local-brand-preserves-authored-copy/): Fill brand defaults while preserving authored text.
- [Check email colors, buttons and links](https://videotomd.com/b/text-local-email-colors-buttons-links/): Check readability and destinations.
- [Validate email rendering before delivery](https://videotomd.com/b/text-local-verify-delivered-email/): Inspect the actual delivery renderer and facts.

Optional related instructions:
- [Verify branding through the real profile path](https://videotomd.com/b/text-local-email-brand-carry-check-b03649cf4866/): Render with an account profile to catch fields lost between account and project.
- [Record which builder produced each document](https://videotomd.com/b/text-local-email-build-provenance-b03649cf4866/): Validate recipe keys and carry truthful provenance across document versions.
- [Extend equivalent emails through the same builder](https://videotomd.com/b/text-local-reuse-listing-flyer-builder-b03649cf4866/): Change declared variant fields instead of copying a sibling email's construction logic.
- [Precompute validated email commentary](https://videotomd.com/b/text-local-email-no-invention-gate/): Cache checked prose for bounded subjects and prove the email builder consumes it.
- [Gate personalized recurring email sends](https://videotomd.com/b/text-local-gate-personalized-recurring-email-sends-a6898e74bf5e/): Build per-recipient issues in bounded batches, preview them, and require review before a new recurring product sends.
- [Retain debt for failed email delivery](https://videotomd.com/b/text-local-preserve-email-delivery-debt-d6d32357aec6/): Enforce the promised destination, confirm publication before sending, and preserve failed delivery for retry.

### Make an AI coding change with working checks

Setup: A selected agent/runtime adapter, example repository, registered checks and an executable demonstration task.

Completion check: The real entry point catches a seeded defect, accepts valid input and reports an unreadable check as a failure rather than success.

Member download (authenticated browser): https://videotomd.com/api/pack?id=verified-coding

Core instructions, in order:
- [Map an app workflow to running components](https://videotomd.com/b/text-local-workflow-component-map/): Locate each step, runtime and state transition.
- [Choose guard types before building a feature](https://videotomd.com/b/text-local-design-guards-before-building-c9b19a0d2c90/): Select a control for each concrete failure.
- [Build AI guardrails that actually run](https://videotomd.com/b/text-local-working-project-guardrails/): Register guards in their actual execution paths.
- [Prove checks with deliberate failure fixtures](https://videotomd.com/b/text-local-guard-failure-fixtures/): Exercise bad input, clean input and broken scans.
- [Match verification evidence to bug behavior](https://videotomd.com/b/text-local-audit-guards-against-real-failures-c9b19a0d2c90/): Verify the reported defect on its real consumer surface.

Optional related instructions:
- [Register plan scope when a spec is saved](https://videotomd.com/b/text-local-register-plan-scope-when-specs-are-written-23a649949d48/): Capture scope after spec writes, merge it into the session plan, and report overlaps.
- [Coordinate parallel agents editing shared files](https://videotomd.com/b/text-local-coordinate-parallel-edits-6d261db8670e/): Compare planned scopes, gate conflicting writes, and release claims using version-control evidence.
- [Expose failures in required rule loading](https://videotomd.com/b/text-local-fail-loud-on-missing-rule-context-ef5723f26b63/): Prevent missing, blank or unreadable rule files from silently replacing the active rule set with stale defaults.
- [Enforce guards in the action path](https://videotomd.com/b/text-local-enforce-guards-at-submit-276dddce7718/): Put each critical guard in the module that performs the action, then verify the submit path enforces it.

### Prove an application can recover

Setup: A concrete supported app/database stack, disposable fixture backup, restoration commands and cleanup verification.

Completion check: Restore the fixture, read representative records, create and delete a record without reusing archived IDs, record recovery time and verify cleanup.

Member download (authenticated browser): https://videotomd.com/api/pack?id=recovery-drill

Core instructions, in order:
- [Separate deploy rollback from data recovery](https://videotomd.com/b/text-local-deploy-versus-data-recovery/): Separate code, database and object-file recovery.
- [Prove a backup restores in isolation](https://videotomd.com/b/text-local-disposable-backup-restore/): Restore and observe an isolated copy.
- [Test writes and sequences after restoration](https://videotomd.com/b/text-local-restore-write-sequence/): Verify writes, readback, cleanup and identifier continuity.

Optional related instructions:
- [Audit a small app across infrastructure layers](https://videotomd.com/b/text-local-small-app-infrastructure-audit/): Prioritize observed cost, exposure and recovery gaps using evidence from the actual application.
- [Gate rollback on critical smoke failures](https://videotomd.com/b/text-local-gate-rollback-on-critical-smoke-failure-83c8ea22171b/): Retry critical checks once before a guarded rollback; report soft failures without rolling back.

### Repair a listing value without losing the correction

Setup: A concrete listing integration, concurrency and retry controls, repair journal, controlled conflicting writers and provider-specific observations.

Completion check: Ambiguous and stale plans refuse to write; the intended correction survives the next sync; unrelated fields remain unchanged; incomplete external verification stays unresolved.

Member download (authenticated browser): https://videotomd.com/api/pack?id=durable-repair

Core instructions, in order:
- [Execute a Bounded Data Repair](https://videotomd.com/b/text-local-bounded-data-repair-715d52ce3a63/): Capture evidence, bind the plan to current state and limit the write.
- [Repair a Stale Override at Its Owning Source](https://videotomd.com/b/text-local-test-source-precedence-repairs-715d52ce3a63/): Correct the input or rule that actually controls the value.
- [Check Whether a Repair Survives Synchronization](https://videotomd.com/b/text-local-detect-repair-overwrites-715d52ce3a63/): Repeat synchronization to test durability.
- [Verify writes in the rendered view](https://videotomd.com/b/text-local-verify-api-writes-in-rendered-state-efaf6dd1606e/): Observe the consumer rather than trusting write acceptance.
- [Measure Repair Coverage in a Lab and Pilot](https://videotomd.com/b/text-local-repair-lab-and-pilot-715d52ce3a63/): Measure supported repair classes before claiming self-service operation.

Optional related instructions:
- [Validate Sale Timing Across Both Boundaries](https://videotomd.com/b/text-local-test-sale-boundary-repairs-715d52ce3a63/): Correct an established sale interval and observe effective prices before, during, and after it.
- [Confirm and revoke a scoped change decision](https://videotomd.com/b/text-local-authenticated-expiring-change-approval-8c7a9107836a/): Tie a short-lived approval to a verified identity and recheck the target before confirmation.

### Publish exactly the content that was approved

Setup: A concrete artifact format, approval store, publisher, promotion queue and retained-deployment revocation policy.

Completion check: Interleave a correction, changed page, newer approval and delayed old publisher; only current approved content is served and revoked content stays absent within the stated URL scope.

Member download (authenticated browser): https://videotomd.com/api/pack?id=reviewed-publishing

Core instructions, in order:
- [Review corrections without freezing observations](https://videotomd.com/b/text-local-review-corrections-without-freezing-observations-d6d32357aec6/): Retain new observations while approved display stays stable.
- [Approve the exact reviewed page version](https://videotomd.com/b/text-local-approve-the-reviewed-page-version-d6d32357aec6/): Bind approval to the matching displayed artifact.
- [Gate every publication on current approval](https://videotomd.com/b/text-local-publish-reviewed-content-from-current-authority-d6d32357aec6/): Check current approval and route authorization at every publisher.
- [Serialize publishers before loading authority](https://videotomd.com/b/text-local-serialize-publication-and-refresh-authority-d6d32357aec6/): Load authority only after obtaining the publication turn.

Optional related instructions:
- [Edit generated content through a gated rebuild](https://videotomd.com/b/text-local-edit-generated-content-through-gated-rebuild-38bf2df88070/): Change structured inputs and regenerate through the original gates instead of editing generated prose directly.
- [Fork content edits to preserve shared snapshots](https://videotomd.com/b/text-local-fork-content-edits-to-preserve-shared-snapshots-38bf2df88070/): Create a new version for refreshed data or content changes while keeping the shared original frozen.
- [Select one artifact across every result page](https://videotomd.com/b/text-local-select-artifacts-across-all-result-pages-d6d32357aec6/): Keep artifact identity fields together when choosing a retained build from paginated results.

### Audit historical experiments without hiding failed trials

Setup: A fixed offline dataset, supported simulator, explicit cost/frequency assumptions, artifact layout and audit command.

Completion check: Future and revised observations do not affect past signals; a losing and a no-trade variant both remain in the ledger; missing costs or provenance block a decision-grade conclusion.

Member download (authenticated browser): https://videotomd.com/api/pack?id=experiment-audit

Core instructions, in order:
- [Prevent lookahead in historical backtests](https://videotomd.com/b/text-local-prevent-backtest-lookahead-ed003e0ec928/): Filter by information availability and historical version.
- [Preserve experiment runs and count every trial](https://videotomd.com/b/text-local-validate-backtest-results-ed003e0ec928/): Retain immutable runs and every attempted variant.
- [Count parameter trials that produced no trades](https://videotomd.com/b/text-local-record-empty-parameter-trials-276dddce7718/): Include no-trade trials without inventing statistics.
- [Audit a backtest before reporting results](https://videotomd.com/b/text-local-audit-backtest-integrity-6d4651a6c838/): Review trades, costs, bias and out-of-sample evaluation.

Optional related instructions:
- [Repair feature warmup in walk-forward tests](https://videotomd.com/b/text-local-repair-walk-forward-feature-warmup-6d4651a6c838/): Precompute causal features when short test slices prevent out-of-sample trades.
- [Make annualization frequency explicit](https://videotomd.com/b/text-local-require-explicit-annualization-period-276dddce7718/): Require periods per year and inspect existing library behavior before annualizing a statistic.
- [Build Point-in-Time Historical Prediction Grades](https://videotomd.com/b/text-local-grade-historical-prediction-evidence-dae0e80cafdf/): Generate internal calibration data only from series that can be reconstructed without look-ahead.
- [Exercise kill conditions with seeded cases](https://videotomd.com/b/text-local-drill-backtest-kill-conditions-6d4651a6c838/): Prove breach detection and alert delivery using isolated synthetic fixtures.

### Retrieve evidence and diagnose empty results

Setup: One supported HTTP/fetch client, stored response fixtures, a retrieval receipt schema and pagination handling. Private search is an optional runtime.

Completion check: Known positive and negative cases behave differently; ignored filters, navigation shells and access failures produce distinct receipts.

Member download (authenticated browser): https://videotomd.com/api/pack?id=source-retrieval

Core instructions, in order:
- [Choose HTML extraction or a JSON API](https://videotomd.com/b/text-local-html-versus-json-source/): Choose extraction from the actual response format.
- [Diagnose an empty scrape before giving up](https://videotomd.com/b/text-local-diagnose-empty-scrape/): Inspect response evidence before declaring content absent.
- [Validate API filters before trusting absence](https://videotomd.com/b/text-local-validate-api-filters-before-trusting-absence-efaf6dd1606e/): Prove filtering and pagination before interpreting absence.
- [Retain raw API responses for later parsing](https://videotomd.com/b/text-local-retain-raw-api-responses-6b4b65f62810/): Persist source responses for inspection and later parsing.

Optional related instructions:
- [Run private metasearch with a JSON interface](https://videotomd.com/b/text-local-private-metasearch-json/): Configure a local search service, keep it private and prove real JSON responses before wiring agents.
- [Detect search failures behind empty results](https://videotomd.com/b/text-local-search-engine-health/): Record answering engines and response validity before treating no results as no evidence.
- [Keep child processes from eating a shell loop](https://videotomd.com/b/text-local-crawler-loop-stdin/): Give each crawler its own stdin so the parent loop processes every input record.
- [Avoid quoting bugs across Windows and Linux](https://videotomd.com/b/text-local-cross-shell-quoting/): Put complex commands in scripts and verify values after crossing a shell boundary.

### Know whether an automated job really worked

Setup: One scheduler adapter, independent watcher where required, persistent alert queue, sink fixture and clock-controlled failure drills.

Completion check: A failed run, missed run, invalid output and failed notification each remain distinguishable; closure requires evidence.

Member download (authenticated browser): https://videotomd.com/api/pack?id=job-operations

Core instructions, in order:
- [Distinguish a failed agent from a quiet agent](https://videotomd.com/b/text-local-failed-versus-quiet-agent/): Distinguish failed, missed and invalid runs.
- [Detect stale outputs beyond green schedules](https://videotomd.com/b/text-local-output-freshness-monitor/): Measure useful output as well as scheduler health.
- [Monitor a home agent server](https://videotomd.com/b/text-local-home-agent-host-monitor/): Observe host resources without treating them as job success.
- [Close alerts with an auditable receipt](https://videotomd.com/b/text-local-triage-alert-queues-with-receipts-276dddce7718/): Keep unresolved alerts visible until evidence closes them.

Optional related instructions:
- [Check account constraints before restarting](https://videotomd.com/b/text-local-check-account-constraints-before-restarting-ef5723f26b63/): Separate the layer reporting an outage from quota or account restrictions that may keep causing it.
- [Classify billing refusals at the call boundary](https://videotomd.com/b/text-local-classify-billing-refusals-at-the-call-root-013a01ef9967/): Route a confirmed billing refusal through the existing incident path without retrying it.
- [Reserve API budget before making calls](https://videotomd.com/b/text-local-reserve-api-budget/): Refuse spending when limits or accounting state cannot be trusted.
- [Wire stored secrets into the consuming runtime](https://videotomd.com/b/text-local-wire-secrets-through-runtime-configuration-ef5723f26b63/): Keep credentials out of tracked content and verify that the workflow actually receives its secret-store bindings.
- [Resume batch work through persisted handoffs](https://videotomd.com/b/text-local-resume-batch-work-through-persisted-handoffs-582770a2f55a/): Persist batch identifiers and input fingerprints before polling so later runs can collect safely.

## Complete brief catalog

Descriptions only; retrieve the selected instructions before using them.

### Any AI

- [Grow a live app one tested change at a time](https://videotomd.com/b/text-grow-one-tested-change-at-a-time/)
  Description: Pick the one number your app alone can move, read the why in replays and logs, then test one change on half your users and keep what wins.
  Kind: workflow · Loads: on demand · Works in: Claude Code, Codex, Cursor, Zed · Needs: shell, MCP · Bring: Node · Cost: free
  Model: frontier · Tested in: Claude Code · Checked: 2026-10-15
  Tags: growth, experiments, feature-flags, session-replay, opentelemetry, logs, mcp, posthog
  Access: membership; plans at https://videotomd.com/pricing/.

- [Your writing voice from five samples](https://videotomd.com/b/text-writing-voice-from-five-samples/)
  Description: Build a voice profile from five pieces you wrote, apply it to new drafts, and check each draft against the profile.
  Kind: persona · Loads: on demand · Works in: Any text chat, Any AI, Claude Code, Ollama · Needs: chat only · Bring: nothing · Cost: free
  Model: 14B+ · Tested in: Claude Code, Ollama · Checked: 2026-10-12
  Tags: writing, voice, style, persona, chat-only
  Access: membership; plans at https://videotomd.com/pricing/.

- [Verification loop](https://videotomd.com/b/text-verification-loop/)
  Description: Make the AI run the check, read the real output and fix from it, instead of saying the change should work.
  Kind: workflow · Loads: always on · Works in: Any AI, Any text chat, Claude Code, Codex, Cursor, Aider, Cline, OpenCode, Ollama · Needs: shell · Bring: nothing · Cost: free
  Model: 7B ok · Tested in: not yet · Checked: 2026-10-12
  Tags: verification, testing, agents, any-ai
  Access: membership; plans at https://videotomd.com/pricing/.

- [Tool protocol for a model with no tools](https://videotomd.com/b/text-tool-protocol-no-tools/)
  Description: Teach a chat-only model to ask for files, commands and searches with READ, RUN, SEARCH and WRITE lines, and to claim nothing it did not see.
  Kind: microagent · Loads: always on · Works in: Any text chat, Ollama, LM Studio, Open WebUI, Jan, Any AI, Claude Code · Needs: chat only · Bring: nothing · Cost: free
  Model: 7B ok · Tested in: Claude Code, Ollama · Checked: 2026-10-12
  Tags: chat-only, tool-protocol, local-models, any-ai
  Access: membership; plans at https://videotomd.com/pricing/.

- [Test-first for agents](https://videotomd.com/b/text-test-first-for-agents/)
  Description: Make your coding agent write the failing test, show it fail, implement, and show it pass; no test, no done.
  Kind: workflow · Loads: on demand · Works in: Any AI, Claude Code, Codex, Cursor, Aider, OpenCode · Needs: shell, file tools · Bring: nothing · Cost: free
  Model: 14B+ · Tested in: Claude Code · Checked: 2026-10-12
  Tags: tdd, testing, coding-agent, verification
  Access: membership; plans at https://videotomd.com/pricing/.

- [Structured output contract](https://videotomd.com/b/text-structured-output-contract/)
  Description: Answer only in this JSON, or in an error object; a validator snippet and the Ollama format field for pipelines.
  Kind: template · Loads: on demand · Works in: Any AI, Any text chat, Ollama, LM Studio, Open WebUI, Claude Code · Needs: chat only · Bring: Python · Cost: free
  Model: 7B ok · Tested in: Claude Code · Checked: 2026-10-12
  Tags: json, structured-output, pipelines, validation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Small-window discipline](https://videotomd.com/b/text-small-window-discipline/)
  Description: Rules for a model with a short context window, so it works one file at a time, summarizes, and hands off before it forgets.
  Kind: instructions · Loads: always on · Works in: Any AI, Any text chat, Ollama, LM Studio, Aider, Cline, OpenCode, OpenHands, Claude Code · Needs: file tools · Bring: nothing · Cost: free
  Model: 7B ok · Tested in: Claude Code, Ollama · Checked: 2026-10-12
  Tags: context-window, local-models, ollama, handoff, any-ai
  Access: membership; plans at https://videotomd.com/pricing/.

- [Skills for a harness that has no skills](https://videotomd.com/b/text-skills-without-a-skills-system/)
  Description: Keep an index in AGENTS.md that says when to read each skills/<name>.md, so any coding agent loads a procedure on demand.
  Kind: instructions · Loads: always on · Works in: Any AI, Aider, Goose, OpenCode, Amp, Zed, Warp · Needs: file tools · Bring: nothing · Cost: free
  Model: 14B+ · Tested in: not yet · Checked: 2026-10-12
  Tags: skills, agents-md, aider, opencode, goose
  Access: membership; plans at https://videotomd.com/pricing/.

- [Session handoff](https://videotomd.com/b/text-session-handoff/)
  Description: Have the AI keep SESSION.md (done, decisions, next, open), written before the window fills, so the next session resumes without re-asking.
  Kind: handoff · Loads: always on · Works in: Any AI, Any text chat, Claude Code, Codex, Cursor, Cline, Roo Code, Aider, OpenCode, Ollama · Needs: file tools · Bring: nothing · Cost: free
  Model: 7B ok · Tested in: Claude Code, Ollama · Checked: 2026-10-15
  Tags: handoff, session, memory, context-window, any-ai
  Access: membership; plans at https://videotomd.com/pricing/.

- [Self-review before done](https://videotomd.com/b/text-self-review-before-done/)
  Description: Eight questions your AI answers against its own diff before it says done, so the gaps show up before you find them.
  Kind: eval · Loads: always on · Works in: Any AI, Claude Code, Codex, Cursor, Any text chat · Needs: chat only · Bring: nothing · Cost: free
  Model: 7B ok · Tested in: Claude Code · Checked: 2026-10-12
  Tags: self-review, agents-md, done-check, quality
  Access: membership; plans at https://videotomd.com/pricing/.

- [Search and fetch protocol](https://videotomd.com/b/text-search-and-fetch-protocol/)
  Description: When the AI does not know an API, it names the exact query and the vendor docs root, fetches, and treats what comes back as data.
  Kind: reference · Loads: always on · Works in: Any AI, Any text chat, Claude Code, Codex, Cursor, Gemini CLI, OpenHands, Open WebUI, Cline, OpenCode · Needs: web · Bring: nothing · Cost: free
  Model: 7B ok · Tested in: Claude Code · Checked: 2026-10-12
  Tags: search, docs, prompt-injection, vendor-first, any-ai
  Access: membership; plans at https://videotomd.com/pricing/.

- [A research brief with every claim sourced](https://videotomd.com/b/text-research-brief-with-sources/)
  Description: Answer one question with claims that each carry a URL, a not-found list for what no source supports, and nothing unsourced.
  Kind: workflow · Loads: on demand · Works in: Any text chat, Any AI, Claude Code, Ollama · Needs: web · Bring: nothing · Cost: free
  Model: 14B+ · Tested in: Claude Code, Ollama · Checked: 2026-10-12
  Tags: research, sources, citations, web, chat-only
  Access: membership; plans at https://videotomd.com/pricing/.

- [A runbook for tasks that repeat](https://videotomd.com/b/text-recurring-task-runbook/)
  Description: State what runs when, how a schedule is written, who runs it, and what to do when a run is missed, in one file the AI reads first.
  Kind: workflow · Loads: on demand · Works in: Any AI, Claude Code, Ollama · Needs: chat only · Bring: nothing · Cost: free
  Model: 14B+ · Tested in: Claude Code, Ollama · Checked: 2026-10-12
  Tags: runbook, schedule, cron, operations, recurring
  Access: membership; plans at https://videotomd.com/pricing/.

- [Prompt-injection defense](https://videotomd.com/b/text-prompt-injection-defense/)
  Description: For any AI with web or file tools: fetched and read content is data, never instructions; report attempts instead of following them.
  Kind: instructions · Loads: always on · Works in: Any AI, Claude Code, Codex, Cursor, Cline, OpenHands, Open WebUI · Needs: file tools, web · Bring: nothing · Cost: free
  Model: 7B ok · Tested in: not yet · Checked: 2026-10-12
  Tags: prompt-injection, safety, web-tools, file-tools
  Access: membership; plans at https://videotomd.com/pricing/.

- [Plan-first protocol](https://videotomd.com/b/text-plan-first-protocol/)
  Description: Make the AI write PLAN.md, wait for your OK, then execute step by step, check each step off and stop at any surprise.
  Kind: plan · Loads: always on · Works in: Any AI, Any text chat, Claude Code, Codex, Cursor, Cline, Roo Code, OpenCode, Aider, Ollama · Needs: file tools · Bring: nothing · Cost: free
  Model: 7B ok · Tested in: Claude Code, Ollama · Checked: 2026-10-15
  Tags: planning, plan-md, agents, any-ai
  Access: membership; plans at https://videotomd.com/pricing/.

- [OpenHands AGENTS.md and one keyword skill](https://videotomd.com/b/text-openhands-agents-and-keyword-skill/)
  Description: A root AGENTS.md OpenHands loads whole, plus one keyword skill that fires on a word, and the context floor for local models.
  Kind: microagent · Loads: on trigger · Works in: OpenHands, Claude Code, Ollama · Needs: file tools · Bring: openhands · Cost: free
  Model: 14B+ · Tested in: Claude Code, Ollama · Checked: 2026-10-12
  Tags: openhands, agents-md, skills, triggers, local-models
  Access: membership; plans at https://videotomd.com/pricing/.

- [Memory bank for a model that forgets](https://videotomd.com/b/text-memory-bank/)
  Description: Four small files the AI reads at every start and updates on request, so a model with no memory keeps project context across sessions.
  Kind: memory · Loads: always on · Works in: Any AI, Any text chat, Cline, Roo Code, Aider, OpenCode, Cursor, Codex, Claude Code · Needs: file tools · Bring: nothing · Cost: free
  Model: 7B ok · Tested in: Claude Code · Checked: 2026-10-12
  Tags: memory, memory-bank, cline, context, any-ai
  Access: membership; plans at https://videotomd.com/pricing/.

- [Meeting notes into dated decisions](https://videotomd.com/b/text-meeting-notes-to-decisions/)
  Description: Turn raw meeting notes into dated decision entries in one shape, with who, why, what changes and what stays open.
  Kind: template · Loads: on demand · Works in: Any text chat, Any AI, Claude Code, Ollama · Needs: chat only · Bring: nothing · Cost: free
  Model: 7B ok · Tested in: Claude Code, Ollama · Checked: 2026-10-12
  Tags: meetings, decisions, notes, template, chat-only
  Access: membership; plans at https://videotomd.com/pricing/.

- [Loop with a hard stop](https://videotomd.com/b/text-loop-with-a-hard-stop/)
  Description: For loops nobody watches: the runner caps turns and spend, done is an exit code, and the AI prints LOOP STOP and hands back on churn.
  Kind: workflow · Loads: always on · Works in: Any AI, Claude Code, Ollama · Needs: shell · Bring: nothing · Cost: free
  Model: 14B+ · Tested in: Claude Code, Ollama · Checked: 2026-10-15
  Tags: loops, unattended, automation, budget, agents, safety, any-ai
  Access: membership; plans at https://videotomd.com/pricing/.

- [Local-only mode](https://videotomd.com/b/text-local-only-mode/)
  Description: Keep a local model's work off the network: where data stays, what to bind, and how to verify from the logs and sockets.
  Kind: instructions · Loads: always on · Works in: Ollama, LM Studio, Jan, Open WebUI, Any text chat, Claude Code · Needs: chat only · Bring: nothing · Cost: free
  Model: 7B ok · Tested in: Claude Code, Ollama · Checked: 2026-10-12
  Tags: local-models, privacy, offline, ollama, lm-studio
  Access: membership; plans at https://videotomd.com/pricing/.

- [An llms.txt for your own site](https://videotomd.com/b/text-llms-txt-for-your-site/)
  Description: Write the llms.txt for your site, link it from every page, add Markdown twins, and find out whether anything fetches it.
  Kind: site-ai · Loads: on demand · Works in: Any AI, Claude Code, Ollama · Needs: file tools · Bring: nothing · Cost: free
  Model: 14B+ · Tested in: Claude Code, Ollama · Checked: 2026-10-12
  Tags: llms-txt, site, markdown, crawlers, discovery
  Access: membership; plans at https://videotomd.com/pricing/.

- [A hook without hooks: the git pre-commit check](https://videotomd.com/b/text-git-pre-commit-check-any-harness/)
  Description: One pre-commit script every coding agent inherits because git runs it: the tests, a secrets grep and a size cap before each commit.
  Kind: hook · Loads: on event · Works in: Any AI, Aider, Goose, OpenCode, Continue · Needs: shell · Bring: Git · Cost: free
  Model: any model · Tested in: not yet · Checked: 2026-10-12
  Tags: git, pre-commit, hooks, secrets, tests
  Access: membership; plans at https://videotomd.com/pricing/.

- [Email triage into four tiers with drafted replies](https://videotomd.com/b/text-email-triage-four-tiers/)
  Description: Sort an inbox into skip, info only, meeting info and action required, draft the replies, and send nothing without an OK.
  Kind: workflow · Loads: on demand · Works in: Any text chat, Any AI, Claude Code, Ollama · Needs: chat only · Bring: email account · Cost: free
  Model: 14B+ · Tested in: Claude Code, Ollama · Checked: 2026-10-12
  Tags: email, triage, drafts, inbox, chat-only
  Access: membership; plans at https://videotomd.com/pricing/.

- [Destructive-action rails](https://videotomd.com/b/text-destructive-action-rails/)
  Description: An ask-before list for agents with no permission system; the AI prints the exact command and waits before anything that cannot be undone.
  Kind: instructions · Loads: always on · Works in: Any AI, Aider, Cline, Roo Code, OpenCode, Goose, OpenHands, Codex, Claude Code, Ollama · Needs: shell · Bring: nothing · Cost: free
  Model: 7B ok · Tested in: Ollama · Checked: 2026-10-15
  Tags: safety, permissions, destructive, agents, any-ai
  Access: membership; plans at https://videotomd.com/pricing/.

- [Debugging protocol](https://videotomd.com/b/text-debugging-protocol/)
  Description: Reproduce, isolate, one hypothesis, one change, verify with the repro; stops an agent from shotgunning fixes.
  Kind: workflow · Loads: on demand · Works in: Any AI, Claude Code, Codex, Cursor, Aider, Cline, OpenCode, Ollama · Needs: shell, file tools · Bring: nothing · Cost: free
  Model: 14B+ · Tested in: Claude Code, Ollama · Checked: 2026-10-12
  Tags: debugging, coding-agent, reproduce, verification
  Access: membership; plans at https://videotomd.com/pricing/.

- [Continue rules that load on the right files](https://videotomd.com/b/text-continue-rules/)
  Description: Write .continue/rules files with globs and alwaysApply so Continue applies each convention only to the files it is about.
  Kind: rules · Loads: on trigger · Works in: Continue, Claude Code, Ollama · Needs: file tools · Bring: continue · Cost: free
  Model: 14B+ · Tested in: Claude Code, Ollama · Checked: 2026-10-12
  Tags: continue, rules, globs, agents-md, conventions
  Access: membership; plans at https://videotomd.com/pricing/.

- [Commit discipline](https://videotomd.com/b/text-commit-discipline/)
  Description: Give the AI the exact git commands for small commits, a message format, and a push that cannot hit the wrong branch.
  Kind: instructions · Loads: always on · Works in: Any AI, Claude Code, Codex, Cursor, Aider, Cline, OpenCode, Goose, Ollama · Needs: shell, file tools · Bring: Git · Cost: free
  Model: 7B ok · Tested in: Claude Code, Ollama · Checked: 2026-10-12
  Tags: git, commits, agents, any-ai
  Access: membership; plans at https://videotomd.com/pricing/.

- [Cline and Roo rules](https://videotomd.com/b/text-cline-and-roo-rules/)
  Description: Where Cline and Roo Code read rules, path-scoped rules, the six Memory Bank files, and how to see a rule applied.
  Kind: instructions · Loads: always on · Works in: Cline, Roo Code, Claude Code · Needs: file tools · Bring: nothing · Cost: free
  Model: 14B+ · Tested in: Claude Code · Checked: 2026-10-12
  Tags: cline, roo-code, rules, memory-bank
  Access: membership; plans at https://videotomd.com/pricing/.

- [Aider CONVENTIONS.md](https://videotomd.com/b/text-aider-conventions/)
  Description: The conventions file Aider reads every session, how to load it without typing it each time, and the Ollama context fix.
  Kind: instructions · Loads: always on · Works in: Aider · Needs: file tools, shell · Bring: aider · Cost: free
  Model: 14B+ · Tested in: not yet · Checked: 2026-10-12
  Tags: aider, conventions, agents-md, ollama, num-ctx
  Access: membership; plans at https://videotomd.com/pricing/.

- [The 40-line AGENTS.md that works everywhere](https://videotomd.com/b/text-agents-md-everywhere/)
  Description: One AGENTS.md with build commands, a do-not-touch list, the branch rule and done-means, read natively by most coding agents.
  Kind: instructions · Loads: always on · Works in: Any AI, Codex, Cursor, GitHub Copilot, Gemini CLI, Kiro, Devin Desktop, Cline, Roo Code, OpenHands, OpenCode, Goose, Amp, Zed, Warp, Junie, Factory Droid, Jules, Claude Code, Aider · Needs: file tools · Bring: nothing · Cost: free
  Model: 7B ok · Tested in: not yet · Checked: 2026-10-12
  Tags: agents-md, instructions, codex, cursor, any-ai
  Access: membership; plans at https://videotomd.com/pricing/.

- [Add a dependency safely](https://videotomd.com/b/text-add-a-dependency-safely/)
  Description: Look it up, install with scripts off, commit the lockfile, scan it, rank findings by what is exploited; never call a package safe.
  Kind: instructions · Loads: always on · Works in: Any AI, Claude Code, Codex, Cursor, Aider, Cline, OpenCode, OpenHands, Ollama · Needs: shell, web · Bring: Node, OSV-Scanner · Cost: free
  Model: 14B+ · Tested in: Claude Code, Ollama · Checked: 2026-10-15
  Tags: dependencies, npm, supply-chain, security, safety, any-ai
  Access: membership; plans at https://videotomd.com/pricing/.

- [Make your AI check its work](https://videotomd.com/b/text-starter-working-check/)
  Description: Run the same small validator with any agent. Includes Codex and Claude hook setup, plus a plain-command fallback.
  Kind: hook · Loads: on demand · Works in: Codex, Claude Code, Any AI · Needs: file tools, shell · Bring: Python · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: portable, free, working-check
  Access: free sample; no signup.

- [Give your AI a reusable skill](https://videotomd.com/b/text-starter-reusable-skill/)
  Description: Turn supplied notes into a sourced summary. Includes a ready-to-use skill and Codex, Claude Code and other-host setup.
  Kind: skill · Loads: on demand · Works in: Codex, Claude Code, Any text chat, Any AI · Needs: chat only · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: portable, free, reusable-skill
  Access: free sample; no signup.

- [Give your AI project memory](https://videotomd.com/b/text-starter-project-memory/)
  Description: Keep decisions and their sources in a small Markdown workspace that any text-capable AI can read.
  Kind: memory · Loads: on demand · Works in: Any text chat, Any AI · Needs: chat only · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: portable, free, project-memory
  Access: free sample; no signup.

### MCP

- [Model Context Protocol 2026-07-28 specification overview](https://videotomd.com/b/1B9H6RTAGmE/)
  Description: Summarizes changes in the 2026-07-28 MCP specification, covering stateless core requests, CIMD authentication, and deprecations.
  Kind: not set · Loads: not set · Works in: Any AI · Needs: not set · Bring: Node · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-18
  Tags: mcp, stateless, 2026-07-28, cimd, dcr
  Access: membership; plans at https://videotomd.com/pricing/.

- [Reverse engineer a feature with REA, evidence first](https://videotomd.com/b/text-rea-reverse-engineer-a-feature/)
  Description: Point your agent at an app, a bundle or a binary, get how a feature works with the evidence behind it, then build your own version.
  Kind: workflow · Loads: on demand · Works in: Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, Devin Desktop, OpenCode, Qwen Code · Needs: shell, MCP · Bring: Node · Cost: free
  Model: frontier · Tested in: Claude Code · Checked: 2026-10-15
  Tags: mcp, reverse-engineering, evidence, electron
  Access: membership; plans at https://videotomd.com/pricing/.

- [Custom MCP Web Scraper Server](https://videotomd.com/b/taTz0Ju-_sQ/)
  Description: Build an authenticated scraping tool and connect its local MCP server to Claude Code.
  Kind: workflow · Loads: on demand · Works in: Claude Code, Codex, Cursor, Any AI · Needs: file tools, shell, web · Bring: Python, Oxylabs API key · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: mcp, python, runbook
  Access: membership; plans at https://videotomd.com/pricing/.

- [Build an MCP server in Python with OAuth](https://videotomd.com/b/He8tUwLzLnU/)
  Description: Configure Descope authentication and verify access controls on a FastMCP server.
  Kind: workflow · Loads: on demand · Works in: Claude Code, Codex, Cursor, Any AI · Needs: file tools, shell, MCP · Bring: Python, Descope account · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: servers, build
  Access: membership; plans at https://videotomd.com/pricing/.

### Agent skills

- [AI agent skills installation and workflows](https://videotomd.com/b/3fdb_giOrLo/)
  Description: Install and use specialized open-source skills to add custom capabilities to AI coding and chat agents.
  Kind: not set · Loads: not set · Works in: Claude Code, Codex, Any AI · Needs: not set · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-18
  Tags: agent-skills, listicle, install, free
  Access: membership; plans at https://videotomd.com/pricing/.

- [Interview, spec, ticket and build with agent skills](https://videotomd.com/b/M6mYodf0dJM/)
  Description: Installs an engineering skills pack, sets up the repo once, then turns an interview into a spec, tickets and committed code.
  Kind: workflow · Loads: on demand · Works in: Claude Code, Codex, Cursor, Any AI · Needs: file tools, shell · Bring: Git · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-12
  Tags: claude-code, skills, workflow, github, npx
  Access: membership; plans at https://videotomd.com/pricing/.

- [Wayfinder AI agent planning skill](https://videotomd.com/b/F3lL98Pj90o/)
  Description: Orchestrates multi-session project planning into dependency-tracked issue tickets, specs, and prototypes with AI coding agents.
  Kind: workflow · Loads: on demand · Works in: Claude Code, Codex, Cursor, Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: skills, planning, wayfinder, slash-commands
  Access: membership; plans at https://videotomd.com/pricing/.

### Claude Code

- [Write, load and share a Claude Code mod](https://videotomd.com/b/yUuFvL1lK4k/)
  Description: Build a plugin whose JavaScript or TypeScript hooks watch, rewrite or answer Claude Code events, then validate, load and share it.
  Kind: workflow · Loads: on demand · Works in: Claude Code · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-12
  Tags: claude-code, mods, plugins, release
  Access: membership; plans at https://videotomd.com/pricing/.

- [Interview, spec and ticket skills for Claude Code](https://videotomd.com/b/4DhcSPkEbwI/)
  Description: Install a skills plugin, get interviewed before a change, then turn the answers into a spec, tickets or a multi-session map.
  Kind: workflow · Loads: on demand · Works in: Claude Code · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-12
  Tags: claude-code, skills, workflow, grill-me, wayfinder, agents-md
  Access: membership; plans at https://videotomd.com/pricing/.

- [Claude Code context and memory habits](https://videotomd.com/b/45K3zHckCnQ/)
  Description: Set up CLAUDE.md, trim what fills the context window, give every task a check and reset between tasks.
  Kind: workflow · Loads: on demand · Works in: Claude Code · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-15
  Tags: claude-code, context, tokens, evals, claude-md, btw
  Access: membership; plans at https://videotomd.com/pricing/.

- [Spec-Driven Development for AI coding agents](https://videotomd.com/b/hy8UstR2NEg/)
  Description: Agree on requirements, implement one feature group, and validate against its specification.
  Kind: workflow · Loads: on demand · Works in: Claude Code · Needs: file tools, shell · Bring: Git · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: spec-driven, coding-agents, course, workflow
  Access: membership; plans at https://videotomd.com/pricing/.

- [MCP servers in Claude Code](https://videotomd.com/b/kkBFmwkDzdo/)
  Description: Connect an HTTP or local MCP server, choose its scope, and test a tool call.
  Kind: workflow · Loads: on demand · Works in: Claude Code · Needs: file tools, shell, web, MCP · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-15
  Tags: mcp
  Access: membership; plans at https://videotomd.com/pricing/.

- [Writing Claude skills that hold up](https://videotomd.com/b/e7TY56-yIvM/)
  Description: Organize skill references and validate the workflow on representative tasks.
  Kind: workflow · Loads: on demand · Works in: Claude Code · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: skills
  Access: membership; plans at https://videotomd.com/pricing/.

- [Custom subagents in Claude Code](https://videotomd.com/b/e18sdZLwP7o/)
  Description: Create a specialist agent with explicit instructions and limited tool access.
  Kind: workflow · Loads: on demand · Works in: Claude Code · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-15
  Tags: subagents
  Access: free sample; no signup.

- [Claude Code skills](https://videotomd.com/b/bjdBVZa66oU/)
  Description: Create a reusable skill, choose its scope, and test it on a sample task.
  Kind: workflow · Loads: on demand · Works in: Claude Code · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: skills
  Access: free sample; no signup.

- [Route a coding agent through Free Claude Code](https://videotomd.com/b/RVYlTMaY0D4/)
  Description: Configure a provider, launch an agent through the proxy, and verify the connection.
  Kind: workflow · Loads: on demand · Works in: Claude Code · Needs: file tools, shell · Bring: API key · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: models, install
  Access: membership; plans at https://videotomd.com/pricing/.

- [Build and share Claude skills](https://videotomd.com/b/O_z9vDLgvoY/)
  Description: Package a tested skill, upload it to Claude, and share the reviewed version.
  Kind: workflow · Loads: on demand · Works in: Claude Code · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: skills
  Access: membership; plans at https://videotomd.com/pricing/.

- [Claude Code hooks](https://videotomd.com/b/IkaPHiMDazM/)
  Description: Configure PreToolUse and PostToolUse hooks in settings.json to auto-format files and block dangerous commands.
  Kind: workflow · Loads: on demand · Works in: Claude Code · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-15
  Tags: hooks
  Access: free sample; no signup.

- [Use the Small Business plugin](https://videotomd.com/b/CNsP0mi1DLw/)
  Description: Install the plugin, connect task inputs, and review its output before taking action.
  Kind: workflow · Loads: on demand · Works in: Claude Code · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: skills, plugins
  Access: membership; plans at https://videotomd.com/pricing/.

- [Claude Code hooks instead of prompt rules](https://videotomd.com/b/AP7c9YTcaw8/)
  Description: Replace repeatable prompt rules with hooks and test a session-summary trigger.
  Kind: workflow · Loads: on demand · Works in: Claude Code · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: hooks
  Access: membership; plans at https://videotomd.com/pricing/.

### Cowork

- [Unified Claude Chat and Cowork interface](https://videotomd.com/b/qMUf-jwSpMo/)
  Description: Combines Chat and Cowork modes into a single conversation interface with automatic task routing and output format controls.
  Kind: not set · Loads: not set · Works in: Any text chat · Needs: not set · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-18
  Tags: cowork, announcement, anthropic, skills, connectors
  Access: membership; plans at https://videotomd.com/pricing/.

### Ollama

- [Ollama Modelfile and companion](https://videotomd.com/b/text-ollama-modelfile-companion/)
  Description: A Modelfile that carries your instructions and sets the context window on purpose, with the checks that show it loaded.
  Kind: runtime-config · Loads: always on · Works in: Ollama, Claude Code, Codex, OpenCode · Needs: chat only · Bring: Ollama · Cost: free
  Model: 7B ok · Tested in: Claude Code, Ollama · Checked: 2026-10-12
  Tags: ollama, modelfile, num-ctx, system-prompt, local-models
  Access: membership; plans at https://videotomd.com/pricing/.

- [Run a local model with Ollama](https://videotomd.com/b/onrvYqir_mQ/)
  Description: Install Ollama, download a model, and test it from the terminal.
  Kind: workflow · Loads: on demand · Works in: Ollama, Any AI · Needs: file tools, shell · Bring: Ollama · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: tutorial
  Access: membership; plans at https://videotomd.com/pricing/.

- [Run Claude Code with a local Ollama model](https://videotomd.com/b/gqYyZuO34x0/)
  Description: Connect Claude Code to a local model and verify a small coding task.
  Kind: workflow · Loads: on demand · Works in: Ollama, Any AI · Needs: file tools, shell · Bring: Ollama · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-15
  Tags: claude-code, local-models
  Access: membership; plans at https://videotomd.com/pricing/.

- [Local AI agent with Ollama and PydanticAI](https://videotomd.com/b/ByWCsa8DbF8/)
  Description: Deploy local LLMs using Ollama and build tool-calling Python agents with PydanticAI.
  Kind: workflow · Loads: on demand · Works in: Ollama, Any AI · Needs: file tools, shell · Bring: Python · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: ollama, python, agent, local-models
  Access: membership; plans at https://videotomd.com/pricing/.

### LM Studio

- [LM Studio local model runner and server](https://videotomd.com/b/XpPtfB2pdio/)
  Description: Download, configure, run, and serve local LLMs via an OpenAI-compatible API to external applications.
  Kind: not set · Loads: not set · Works in: Any AI · Needs: not set · Bring: lm-studio · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-18
  Tags: tutorial, local-models, lm-studio
  Access: membership; plans at https://videotomd.com/pricing/.

- [A CLAUDE.md for apps with no file system](https://videotomd.com/b/text-system-prompt-no-file-system/)
  Description: Put your working rules in the system prompt of Open WebUI, LM Studio or Jan, save them to the preset, and prove they loaded.
  Kind: runtime-config · Loads: always on · Works in: Open WebUI, LM Studio, Jan, Any text chat, Claude Code, Ollama · Needs: chat only · Bring: nothing · Cost: free
  Model: 7B ok · Tested in: Claude Code, Ollama · Checked: 2026-10-12
  Tags: lm-studio, open-webui, jan, system-prompt, presets
  Access: membership; plans at https://videotomd.com/pricing/.

- [Edit files with LM Studio Bionic](https://videotomd.com/b/KlEU3tv5g7Q/)
  Description: Create a project, select a model, and check its file changes.
  Kind: workflow · Loads: on demand · Works in: LM Studio, Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: lm-studio, bionic, agents, local-models
  Access: membership; plans at https://videotomd.com/pricing/.

### Model hosting

- [Check model hosting constraints before building](https://videotomd.com/b/text-local-model-hosting-three-gates/)
  Description: Test license fit, memory fit and real inference speed before investing in an app interface.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: model-hosting
  Access: membership; plans at https://videotomd.com/pricing/.

### OpenClaw

- [OpenClaw 2.0 install and setup](https://videotomd.com/b/zyfranZn8FA/)
  Description: Install OpenClaw, configure local and cloud LLMs, create automated agents, and pair with mobile devices.
  Kind: not set · Loads: not set · Works in: Any AI · Needs: not set · Bring: openclaw · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-18
  Tags: install, onboarding, openclaw-2, spanish, setup
  Access: membership; plans at https://videotomd.com/pricing/.

- [OpenClaw setup](https://videotomd.com/b/u4ydH-QvPeg/)
  Description: Install OpenClaw, connect a model and optional channel, and check its access.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: API key · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: tutorial
  Access: membership; plans at https://videotomd.com/pricing/.

### Hermes

- [Lean Hermes skills from repeated tasks](https://videotomd.com/b/YgCUJgqoIcE/)
  Description: Turn a task you keep repeating or correcting into a tested Hermes skill with a short index entry, on-demand references and helper scripts.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-12
  Tags: skills
  Access: membership; plans at https://videotomd.com/pricing/.

- [Run Hermes Agent on a VPS with Telegram](https://videotomd.com/b/DYdvJCxWd6M/)
  Description: Hermes Agent running as a boot-time service on your VPS, answering on Telegram, remembering preferences and running scheduled jobs.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, web · Bring: Git, API key, Telegram account · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-12
  Tags: tutorial, install, setup
  Access: membership; plans at https://videotomd.com/pricing/.

- [Add focused tools to an agent workflow](https://videotomd.com/b/5WQk9WiWcYQ/)
  Description: Extract pages, search code, edit prose, or add a coding workflow to a compatible agent.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: Node · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: skills
  Access: membership; plans at https://videotomd.com/pricing/.

### AI reliability

- [Build AI guardrails that actually run](https://videotomd.com/b/text-local-working-project-guardrails/)
  Description: Wire each guard into its real trigger and prove it blocks a known failure.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: ai-reliability, guardrails
  Access: membership; plans at https://videotomd.com/pricing/.

- [Wire a dataset into an AI-facing data layer](https://videotomd.com/b/text-local-wire-ai-data-consumer/)
  Description: Ship data, connector, vocabulary and consumer together, then verify the served result.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-engineering, ai-reliability
  Access: membership; plans at https://videotomd.com/pricing/.

- [Verify a SQL View with an Independent Oracle](https://videotomd.com/b/text-local-verify-tier-view-with-independent-oracle-a2452dc6ee23/)
  Description: Compare SQL-derived tier metrics with a separate implementation over the same raw rows.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: sql, parity-testing, independent-oracle
  Access: membership; plans at https://videotomd.com/pricing/.

- [Verify inherited claims at the owning source](https://videotomd.com/b/text-local-verify-inherited-claims-at-owning-source-c5247d6fecad/)
  Description: Treat plans and summaries as hypotheses; check each action-driving claim against the source that owns it.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: verification, handoff, source-of-truth
  Access: membership; plans at https://videotomd.com/pricing/.

- [Prove which inference route actually executes](https://videotomd.com/b/text-local-verify-inference-routing-without-cost-signals-013a01ef9967/)
  Description: Trace selected branches instead of treating zero cost as proof of a particular provider.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: providers, configuration, mock-mode
  Access: membership; plans at https://videotomd.com/pricing/.

- [Verify flight recovery after command loss](https://videotomd.com/b/text-local-verify-flight-command-loss-recovery-a02ffa26e34d/)
  Description: Expire stale commands independently and confirm recovery through actual mode telemetry.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: drones, watchdogs, recovery
  Access: membership; plans at https://videotomd.com/pricing/.

- [Verify writes in the rendered view](https://videotomd.com/b/text-local-verify-api-writes-in-rendered-state-efaf6dd1606e/)
  Description: Confirm a write through the user-visible record, not its immediate API response.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: api, verification, state
  Access: membership; plans at https://videotomd.com/pricing/.

- [Test Separate Entry and Protection in a Simulator](https://videotomd.com/b/text-local-validate-separated-protection-d29b295f9186/)
  Description: Exercise delayed protection, submission failures, and restart reconciliation using synthetic orders.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: simulation, state-machines, failure-recovery
  Access: membership; plans at https://videotomd.com/pricing/.

- [Validate Text Against Explicit Constraints](https://videotomd.com/b/text-local-validate-constrained-text-9d7ce3bdcf2e/)
  Description: Check output limits and forbidden text separately, then verify that the response still fulfills its task.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: output-validation, constraints, text-generation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Preserve experiment runs and count every trial](https://videotomd.com/b/text-local-validate-backtest-results-ed003e0ec928/)
  Description: Keep immutable run artifacts and a complete variant ledger before selecting results.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: backtesting, validation, metrics
  Access: membership; plans at https://videotomd.com/pricing/.

- [Validate AI Content Before Committing](https://videotomd.com/b/text-local-validate-ai-document-patches-644b9dc76114/)
  Description: Accept generated document content only after schema validation, while preserving existing styling.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: schema-validation, ai-content, document-model
  Access: membership; plans at https://videotomd.com/pricing/.

- [Test verification ladders without network calls](https://videotomd.com/b/text-local-test-verification-ladders-with-injected-lookups-f809f7bcf6ae/)
  Description: Inject one lookup seam to exercise source agreement, fallback, errors, and freshness boundaries deterministically.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: testing, dependency-injection, verification, fallbacks
  Access: membership; plans at https://videotomd.com/pricing/.

- [Validate Locking Without Launching Real Workers](https://videotomd.com/b/text-local-test-runner-lock-isolation-330b5cfacb27/)
  Description: Exercise contention, process detection, and clone isolation with temporary locks and fake launchers.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: testing, locks, concurrency
  Access: membership; plans at https://videotomd.com/pricing/.

- [Test Geographic Coverage Invariants](https://videotomd.com/b/text-local-test-geographic-coverage-invariants-6282f5a90929/)
  Description: Separate stable synthetic grain tests from a live-data smoke test that respects the service footprint.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: testing, geospatial, invariants, dependency-injection
  Access: membership; plans at https://videotomd.com/pricing/.

- [Test a UI control by its downstream effect](https://videotomd.com/b/text-local-test-controls-by-output-effect-013a01ef9967/)
  Description: Catch a picker that passes values through several layers but changes nothing.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: integration, controls, wiring
  Access: membership; plans at https://videotomd.com/pricing/.

- [Expose retrieval failures through fallback](https://videotomd.com/b/text-local-surface-grounding-service-failures-f809f7bcf6ae/)
  Description: Keep retrieval infrastructure errors distinguishable from valid searches with no answer.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: grounding, error-handling, observability
  Access: membership; plans at https://videotomd.com/pricing/.

- [Keep live AI updates from overwriting user edits](https://videotomd.com/b/text-local-stream-preserves-user-edits/)
  Description: Validate streaming updates against the whole document and let local edits win through completion.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: ai-reliability
  Access: membership; plans at https://videotomd.com/pricing/.

- [Scope capabilities to each pipeline stage](https://videotomd.com/b/text-local-stage-capability-scoping/)
  Description: Give fetch stages spending access and notification stages only their own send capability.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: ai-reliability
  Access: membership; plans at https://videotomd.com/pricing/.

- [Separate verified facts from inference](https://videotomd.com/b/text-local-separate-facts-from-inference-70174e7c9ac2/)
  Description: Give exact sourced claims and useful hypotheses separate generation and validation rules.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: grounding, provenance, generation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Prevent an action from approving its own plan](https://videotomd.com/b/text-local-separate-card-approval-from-use-276dddce7718/)
  Description: Make approval a separate recorded transition and require the simulated submission to match the approved terms.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: approval, state-machines, simulation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Scope a recurring defect before fixing it](https://videotomd.com/b/text-local-scope-the-failure-before-fixing-013a01ef9967/)
  Description: Find every implementation of the failing operation before changing the first example.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: scope, call-graph, regression
  Access: membership; plans at https://videotomd.com/pricing/.

- [Verify revocation stops active media](https://videotomd.com/b/text-local-revoke-active-media-access-a02ffa26e34d/)
  Description: Authorize each media session and test revocation while a viewer is connected.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: video, access-control, revocation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Restore global module mocks after each test file](https://videotomd.com/b/text-local-restore-global-module-mocks-013a01ef9967/)
  Description: Prevent test order from turning an isolated pass into a full-suite failure.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, hooks · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: testing, module-mocks, isolation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Resolve the subject once for every build path](https://videotomd.com/b/text-local-resolve-subject-once-758c4663234f/)
  Description: Use one record resolver across entry points and preserve an unresolved subject instead of substituting a nearby match.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: entity-resolution, dispatch, provenance
  Access: membership; plans at https://videotomd.com/pricing/.

- [Demote Duplicate Signals to Cross-Checks](https://videotomd.com/b/text-local-remove-correlated-duplicate-votes-4b39c211bf17/)
  Description: Stop a summary engine from voting again on concepts already covered by dedicated inputs.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: signal-deduplication, ensemble-quality, provenance
  Access: membership; plans at https://videotomd.com/pricing/.

- [Record Deliberation Confidence Changes](https://videotomd.com/b/text-local-record-deliberation-confidence-changes-f79a8c1f53f4/)
  Description: Preserve independent initial confidence and final confidence to measure what deliberation actually changes.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: confidence-calibration, deliberation, forecasting
  Access: membership; plans at https://videotomd.com/pricing/.

- [Prevent lookahead in historical backtests](https://videotomd.com/b/text-local-prevent-backtest-lookahead-ed003e0ec928/)
  Description: Limit each signal to information available at its decision time.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: backtesting, data-leakage, time-series
  Access: membership; plans at https://videotomd.com/pricing/.

- [Retire legacy engines while protecting customers](https://videotomd.com/b/text-local-preserve-monitoring-output-on-failure-fa13c43da68c/)
  Description: Freeze customer-bearing units while replacing the engine; archive obsolete code and docs with recoverable history.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: failure-handling, monitoring, graceful-degradation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Keep Incompatible Signal Baselines Separate](https://videotomd.com/b/text-local-preserve-incompatible-signal-baselines-4b39c211bf17/)
  Description: Keep signals separate when their questions and comparison baselines are incompatible.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: signal-baselines, explainability, contradictions
  Access: membership; plans at https://videotomd.com/pricing/.

- [Prepare a Voice-Cloning Reference](https://videotomd.com/b/text-local-prepare-tts-cloning-reference-29088c1833a4/)
  Description: Control reference length, language, and voice instructions before judging cloned speech.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: text-to-speech, voice-cloning, reference-audio
  Access: membership; plans at https://videotomd.com/pricing/.

- [Check evidence before spending writer calls](https://videotomd.com/b/text-local-preflight-evidence-before-model-work-d6d32357aec6/)
  Description: Validate adapter evidence before generation and bound repeated rejected work across scheduled runs.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: evidence, preflight, retry-limits
  Access: membership; plans at https://videotomd.com/pricing/.

- [Normalize and Validate Structured Model Responses](https://videotomd.com/b/text-local-normalize-and-validate-structured-model-responses-ede6152e16c4/)
  Description: Extract answer text from mixed content blocks before validating structured output.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: structured-output, schema-validation, response-parsing
  Access: membership; plans at https://videotomd.com/pricing/.

- [Register computed facts as narrator anchors](https://videotomd.com/b/text-local-narrator-anchor-registration-b03649cf4866/)
  Description: Give the writer and claim validator the same approved facts instead of hiding facts in framing.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: prompting, anchors, claim-validation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Match forbidden labels without substring false alarms](https://videotomd.com/b/text-local-narrative-cache-freshness-b03649cf4866/)
  Description: Check rendered output for prohibited labels while allowing unrelated words.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: narratives, caching, freshness
  Access: membership; plans at https://videotomd.com/pricing/.

- [Lint causal claims between agent outputs](https://videotomd.com/b/text-local-lint-cross-agent-causal-linkages-1ad4c141f2e0/)
  Description: Flag causal connectors joining different agent references while allowing explicit source attribution.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: causality, lint, multi-agent
  Access: membership; plans at https://videotomd.com/pricing/.

- [Propagate freshness and trust through confidence](https://videotomd.com/b/text-local-keep-quantitative-claims-grounded-in-code-1ad4c141f2e0/)
  Description: Compute confidence from source quality and upstream dependencies while exposing its limits.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: deterministic-math, grounding, confidence
  Access: membership; plans at https://videotomd.com/pricing/.

- [Keep an explainer chat honest without live data](https://videotomd.com/b/text-local-keep-explainer-chat-without-live-data-243998c95e8f/)
  Description: Constrain an ungrounded chat to capabilities and direct precise data requests to a grounded workflow.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: chat, grounding, streaming, input-validation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Make repaired migration exemptions fail visibly](https://videotomd.com/b/text-local-inverted-migration-exemptions-b03649cf4866/)
  Description: Use inverted assertions so a fixed exception cannot remain silently exempt.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: migration, exemptions, tests
  Access: membership; plans at https://videotomd.com/pricing/.

- [Show an honest degraded state when feeds fail](https://videotomd.com/b/text-local-honest-degraded-state/)
  Description: Define a floor below which an empty-tolerant page must report unavailable data.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: ai-reliability
  Access: membership; plans at https://videotomd.com/pricing/.

- [Prove checks with deliberate failure fixtures](https://videotomd.com/b/text-local-guard-failure-fixtures/)
  Description: A detector passes only after catching a known failure and accepting a valid case.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: ai-reliability, testing
  Access: membership; plans at https://videotomd.com/pricing/.

- [Ground charts and answers on one data artifact](https://videotomd.com/b/text-local-ground-charts-and-answers-on-one-artifact-b9c795072338/)
  Description: Publish deterministic, grain-specific data once, then use it for charts and grounded answers.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: deterministic-data, grounding, charts
  Access: membership; plans at https://videotomd.com/pricing/.

- [Rebuild frozen deliverables after generation changes](https://videotomd.com/b/text-local-golden-deliverable-regression-8306edcd80c6/)
  Description: Detect invented figures, minted links, missing disclosures and caption-limit regressions on fixed inputs.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: regression-testing, fixtures, content-validation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Generate Tool Traces Through a Verifier Gate](https://videotomd.com/b/text-local-generate-tool-traces-through-a-verifier-gate-2f456bcc56b8/)
  Description: Separate tool selection from prediction generation and retain rejected traces without admitting them to accepted data.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: tool-use, training-data, trace-validation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Gate Records with Pure, Versioned Verifiers](https://videotomd.com/b/text-local-gate-records-with-pure-versioned-verifiers-2f456bcc56b8/)
  Description: Admit only passing candidates, then independently reverify saved records with immutable offline rules.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: verification, data-contracts, offline
  Access: membership; plans at https://videotomd.com/pricing/.

- [Gate and Route Pasted Listing Links](https://videotomd.com/b/text-local-gate-pasted-link-ingestion-1f80580b2c85/)
  Description: Default fetching off, route link requests exclusively, and request missing facts instead of guessing.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, web · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: url-ingestion, access-control, request-routing
  Access: membership; plans at https://videotomd.com/pricing/.

- [Separate sunk spending from a resource decision record](https://videotomd.com/b/text-local-forward-looking-sell-review-dae0e80cafdf/)
  Description: Prepare a forward-looking resource review while preserving relevant costs and history.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: decision-making, bias-controls, auditability
  Access: membership; plans at https://videotomd.com/pricing/.

- [Flag Retrospective Forecast Contamination](https://videotomd.com/b/text-local-flag-retrospective-forecast-contamination-f79a8c1f53f4/)
  Description: Keep retrospective questions inside a model's training window from being counted as clean forecast tests.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: forecasting, memorization, evaluation-integrity
  Access: membership; plans at https://videotomd.com/pricing/.

- [Test kill-switch latch creation in isolation](https://videotomd.com/b/text-local-exercise-runtime-kill-with-synthetic-equity-7bb6c1173f81/)
  Description: Exercise the enforcement path in temporary state and confirm a simulated breach creates its latch.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: testing, risk-controls, synthetic-data
  Access: membership; plans at https://videotomd.com/pricing/.

- [Review Untrusted Posts Without Executing Them](https://videotomd.com/b/text-local-evaluate-untrusted-posts-a7877d180b0e/)
  Description: Keep scraped instructions inert, label evidence quality, and escalate consequential recommendations.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: untrusted-input, evidence-review, security
  Access: membership; plans at https://videotomd.com/pricing/.

- [Enforce guards in the action path](https://videotomd.com/b/text-local-enforce-guards-at-submit-276dddce7718/)
  Description: Put each critical guard in the module that performs the action, then verify the submit path enforces it.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: guardrails, enforcement, security
  Access: membership; plans at https://videotomd.com/pricing/.

- [Emit Normalized Trial Facts](https://videotomd.com/b/text-local-emit-normalized-trial-facts-f9a2f8ffda46/)
  Description: Convert trial evidence into typed contexts and stable fields that batch reports can aggregate.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: evaluation, structured-output, verifiers
  Access: membership; plans at https://videotomd.com/pricing/.

- [Expose rejected prose in build reports](https://videotomd.com/b/text-local-email-claim-gate-b03649cf4866/)
  Description: Make silent narrative drops visible without weakening the claim gate.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: email, claim-validation, grounding
  Access: membership; plans at https://videotomd.com/pricing/.

- [Edit generated content through a gated rebuild](https://videotomd.com/b/text-local-edit-generated-content-through-gated-rebuild-38bf2df88070/)
  Description: Change structured inputs and regenerate through the original gates instead of editing generated prose directly.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: grounded-generation, validation, editing
  Access: membership; plans at https://videotomd.com/pricing/.

- [Exercise kill conditions with seeded cases](https://videotomd.com/b/text-local-drill-backtest-kill-conditions-6d4651a6c838/)
  Description: Prove breach detection and alert delivery using isolated synthetic fixtures.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: backtesting, failure-injection, alerts
  Access: membership; plans at https://videotomd.com/pricing/.

- [Draft Evidence-Grounded Answer Keys](https://videotomd.com/b/text-local-draft-evidence-grounded-answer-keys-9e98d6262b66/)
  Description: Define required facts, connections and reasoning before grading a scenario response.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: answer-keys, evidence, rubrics
  Access: membership; plans at https://videotomd.com/pricing/.

- [Make research discoverable to coding agents](https://videotomd.com/b/text-local-discoverable-agent-research/)
  Description: Give agents a searchable route to research that ordinary repository searches miss.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: ai-reliability, knowledge
  Access: membership; plans at https://videotomd.com/pricing/.

- [Audit model additions before composing factual prose](https://videotomd.com/b/text-local-digit-free-model-connectives-b03649cf4866/)
  Description: Allow code-written facts while rejecting digits introduced by the model.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: composition, claim-validation, narratives
  Access: membership; plans at https://videotomd.com/pricing/.

- [Diagnose Generators with Verifier Kill Reports](https://videotomd.com/b/text-local-diagnose-generators-with-verifier-kill-reports-2f456bcc56b8/)
  Description: Compare identical task corpora and isolate semantic failures hidden by valid schemas and tool calls.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: evaluation, error-analysis, datasets
  Access: membership; plans at https://videotomd.com/pricing/.

- [Choose guard types before building a feature](https://videotomd.com/b/text-local-design-guards-before-building-c9b19a0d2c90/)
  Description: Pair concrete failure modes with controls that can observe them during design.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: design-review, failure-modes, guardrails
  Access: membership; plans at https://videotomd.com/pricing/.

- [Design an agent workflow from its target answer](https://videotomd.com/b/text-local-design-brain-workflows-from-outcomes-1ad4c141f2e0/)
  Description: Identify the questions, evidence and conflict rules needed before building one useful slice.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: workflow-design, data-gaps, requirements
  Access: membership; plans at https://videotomd.com/pricing/.

- [Keep Agent Actions Within Their Deadline](https://videotomd.com/b/text-local-deadline-model-fallback-7a221a517e40/)
  Description: Limit each model call and switch to a deterministic policy when the response cannot supply usable actions.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: agents, timeouts, fallbacks, structured-output
  Access: membership; plans at https://videotomd.com/pricing/.

- [Include pending orders in simulation limits](https://videotomd.com/b/text-local-count-pending-simulation-commitments-276dddce7718/)
  Description: Count unfilled commitments alongside simulated holdings so repeated submissions cannot bypass exposure limits.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: simulation, pending-orders, risk-accounting
  Access: membership; plans at https://videotomd.com/pricing/.

- [Compute claims before asking AI for prose](https://videotomd.com/b/text-local-computed-fail-closed-claims/)
  Description: Give the narrator settled facts and omit any paragraph that fails its claim gate.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: ai-reliability, generation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Compare Speech Quality Controls](https://videotomd.com/b/text-local-compare-tts-quality-controls-29088c1833a4/)
  Description: Use controlled listening comparisons to select speech settings and measure their runtime cost.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: text-to-speech, evaluation, audio-quality
  Access: membership; plans at https://videotomd.com/pricing/.

- [Compare Distillations on Identical Evidence](https://videotomd.com/b/text-local-compare-model-distillations-7a7b1195f850/)
  Description: Evaluate wording, factual fidelity, classifications, and dropped spans without overstating recall.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: model-evaluation, fact-distillation, paired-comparison
  Access: membership; plans at https://videotomd.com/pricing/.

- [Classify billing refusals at the call boundary](https://videotomd.com/b/text-local-classify-billing-refusals-at-the-call-root-013a01ef9967/)
  Description: Route a confirmed billing refusal through the existing incident path without retrying it.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: failure-classification, billing, models
  Access: membership; plans at https://videotomd.com/pricing/.

- [Cap rule-guided synthesis revision](https://videotomd.com/b/text-local-cap-constitution-revision-rounds-1ad4c141f2e0/)
  Description: Revise a failing synthesis twice, then expose unresolved violations for human review.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: critique-revision, guardrails, human-review
  Access: membership; plans at https://videotomd.com/pricing/.

- [Check builder repeatability across fresh contexts](https://videotomd.com/b/text-local-builder-repeatability-b03649cf4866/)
  Description: Compare repeated builds while isolating only declared nondeterministic fields.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: determinism, builders, regression
  Access: membership; plans at https://videotomd.com/pricing/.

- [Keep internal errors out of API responses](https://videotomd.com/b/text-local-audit-routes-for-record-ownership-a0da555a4260/)
  Description: Return a generic error while retaining diagnostic detail in protected logs.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: authorization, api-security, ownership
  Access: membership; plans at https://videotomd.com/pricing/.

- [Stop AI reports inventing relationships](https://videotomd.com/b/text-local-audit-relational-ai-claims/)
  Description: Audit comparisons, trends, counts and sequences even when every number is real.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: ai-reliability, data-quality
  Access: membership; plans at https://videotomd.com/pricing/.

- [Match verification evidence to bug behavior](https://videotomd.com/b/text-local-audit-guards-against-real-failures-c9b19a0d2c90/)
  Description: Choose a real observation that can expose the failure being fixed.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: guardrails, validation, failure-testing
  Access: membership; plans at https://videotomd.com/pricing/.

- [Approve the exact reviewed page version](https://videotomd.com/b/text-local-approve-the-reviewed-page-version-d6d32357aec6/)
  Description: Approve only when the current page matches the reviewed version and the brief actually displayed.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: approval, content-versioning, consistency
  Access: membership; plans at https://videotomd.com/pricing/.

- [Apply domain constraints before synthesis](https://videotomd.com/b/text-local-apply-domain-constraints-before-synthesis-1ad4c141f2e0/)
  Description: Evaluate binding domain rules before accepting a synthesized recommendation.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: guardrails, decision-rules, synthesis
  Access: membership; plans at https://videotomd.com/pricing/.

### Agent infrastructure

- [Verify Protocol Routes With POST Discovery and Calls](https://videotomd.com/b/text-local-verify-protocol-post-mounts-0eb32b539789/)
  Description: Catch mount errors that GET probes miss by exercising discovery and a real tool call.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: protocols, routing, smoke-tests
  Access: membership; plans at https://videotomd.com/pricing/.

- [Separate Drone Control from Video](https://videotomd.com/b/text-local-separate-drone-control-from-video-9efd01549873/)
  Description: Keep flight authority separate from observation, with recovery independent of the hub.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: fault-isolation, control-systems, recovery
  Access: membership; plans at https://videotomd.com/pricing/.

- [Share classification across warning and stop gates](https://videotomd.com/b/text-local-scope-preflight-and-stop-classifiers-together-013a01ef9967/)
  Description: Use one classifier so advance warnings and final enforcement cannot disagree.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: hooks, classification, context
  Access: membership; plans at https://videotomd.com/pricing/.

- [Scope Obstacle Checks to Each Command Path](https://videotomd.com/b/text-local-scope-obstacle-claims-to-flight-mode-9efd01549873/)
  Description: Validate obstacle coverage and sensor-loss behavior for the modes and commands actually used.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: obstacle-detection, mode-validation, sensor-failure
  Access: membership; plans at https://videotomd.com/pricing/.

- [Route tool calls by supported capabilities](https://videotomd.com/b/text-local-route-tools-by-supported-capabilities-1ad4c141f2e0/)
  Description: Match questions against available evidence and coverage instead of broad topic keywords.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: tool-routing, capability-inventory, coverage
  Access: membership; plans at https://videotomd.com/pricing/.

- [Restrict downstream agents to validated outputs](https://videotomd.com/b/text-local-restrict-downstream-brains-to-distilled-outputs-1ad4c141f2e0/)
  Description: Expose compact upstream results through explicit dependency edges and reject incomplete contracts.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: dag, output-contracts, data-boundaries
  Access: membership; plans at https://videotomd.com/pricing/.

- [Require read evidence from the editing session](https://videotomd.com/b/text-local-require-session-specific-read-evidence-013a01ef9967/)
  Description: Keep another session's recent read from satisfying an editor's preparation gate.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: hooks, session-evidence, read-gates
  Access: membership; plans at https://videotomd.com/pricing/.

- [Register plan scope when a spec is saved](https://videotomd.com/b/text-local-register-plan-scope-when-specs-are-written-23a649949d48/)
  Description: Capture scope after spec writes, merge it into the session plan, and report overlaps.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, hooks · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: planning, hooks, session-coordination, overlap
  Access: membership; plans at https://videotomd.com/pricing/.

- [Prove Aircraft Interfaces Before Selection](https://videotomd.com/b/text-local-prove-aircraft-interfaces-before-purchase-9efd01549873/)
  Description: Bench-prove commands, telemetry and recorder-bound video for the exact aircraft configuration.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: hardware-selection, interface-validation, video-ingest
  Access: membership; plans at https://videotomd.com/pricing/.

- [Submit Orders Once Per Observed Turn](https://videotomd.com/b/text-local-observation-scoped-order-loop-7a221a517e40/)
  Description: Use visible state, validate per-unit actions, and recover from stale turns without duplicating accepted submissions.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: game-agents, polling, validation, deadlines
  Access: membership; plans at https://videotomd.com/pricing/.

- [Serialize Runners Across Isolated Worktrees](https://videotomd.com/b/text-local-lock-account-wide-runners-330b5cfacb27/)
  Description: Use one account-wide lock and detect processes that launched outside it.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: concurrency, locks, runners
  Access: membership; plans at https://videotomd.com/pricing/.

- [Isolate Sessions Before Integrating Changes](https://videotomd.com/b/text-local-isolate-shared-runner-work-330b5cfacb27/)
  Description: Give each session its own working tree and integrate committed changes through fast-forward updates.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: Git · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: git, concurrency, worktrees
  Access: membership; plans at https://videotomd.com/pricing/.

- [Monitor a home agent server](https://videotomd.com/b/text-local-home-agent-host-monitor/)
  Description: Separate host resource visibility, container metrics and proven alert delivery.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: agent-infrastructure
  Access: membership; plans at https://videotomd.com/pricing/.

- [Require a durable session log before pushing](https://videotomd.com/b/text-local-gate-session-log-updates-on-push-c9b19a0d2c90/)
  Description: Preserve session history and block pushes that omit its update.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: session-log, handoffs, push-gates
  Access: membership; plans at https://videotomd.com/pricing/.

- [Distinguish a failed agent from a quiet agent](https://videotomd.com/b/text-local-failed-versus-quiet-agent/)
  Description: Monitor failed runs, missed runs and invalid outputs as three separate failure paths.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: agent-infrastructure
  Access: membership; plans at https://videotomd.com/pricing/.

- [Expose failures in required rule loading](https://videotomd.com/b/text-local-fail-loud-on-missing-rule-context-ef5723f26b63/)
  Description: Prevent missing, blank or unreadable rule files from silently replacing the active rule set with stale defaults.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: context-loading, fail-closed, configuration
  Access: membership; plans at https://videotomd.com/pricing/.

- [Evaluate Shared-Repo Agent Coordination](https://videotomd.com/b/text-local-evaluate-shared-repo-agent-coordination-9400a7e996e6/)
  Description: Test overlapping plans, exclusive file access, automatic recovery, queue fairness, and coordination context.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, hooks · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: multi-agent, coordination, evaluation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Coordinate parallel agents editing shared files](https://videotomd.com/b/text-local-coordinate-parallel-edits-6d261db8670e/)
  Description: Compare planned scopes, gate conflicting writes, and release claims using version-control evidence.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, hooks · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: parallel-agents, file-claims, coordination
  Access: membership; plans at https://videotomd.com/pricing/.

- [Claim a Handoff Before Launching](https://videotomd.com/b/text-local-claim-handoff-before-launch-86de60cf894f/)
  Description: Give each handoff a visible owner so duplicate recipients cannot independently launch the same work.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: handoffs, ownership, duplicate-prevention
  Access: membership; plans at https://videotomd.com/pricing/.

- [Carry answer context in every tool payload](https://videotomd.com/b/text-local-carry-dossier-and-rules-in-every-payload-1ad4c141f2e0/)
  Description: Deliver the synthesis dossier and compact rules together so follow-ups can reuse retrieved context.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: context-carry, tool-payloads, follow-ups
  Access: membership; plans at https://videotomd.com/pricing/.

- [Capture corrections before answering](https://videotomd.com/b/text-local-capture-and-resurface-user-corrections-c9b19a0d2c90/)
  Description: Persist user issues immediately and carry unresolved items across sessions.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: scratchpad, user-corrections, session-continuity
  Access: membership; plans at https://videotomd.com/pricing/.

### Codex

- [Navigate Codex CLI sessions](https://videotomd.com/b/PUBc2G0Tj5E/)
  Description: Fork a conversation, inspect agent threads, and check session usage.
  Kind: workflow · Loads: on demand · Works in: Codex · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: cli
  Access: membership; plans at https://videotomd.com/pricing/.

- [Start a project with Codex](https://videotomd.com/b/0TitiOk7hbI/)
  Description: Open a local project, plan a change, and review the implementation.
  Kind: workflow · Loads: on demand · Works in: Codex · Needs: file tools, shell · Bring: OpenAI account · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: tutorial
  Access: membership; plans at https://videotomd.com/pricing/.

### Cursor

- [Cursor Projects agent coordinator](https://videotomd.com/b/S-cVvNmvgvY/)
  Description: Coordinates autonomous multi-agent coding tasks across cloud and local machines with persistent threads and event triggers.
  Kind: not set · Loads: not set · Works in: Cursor · Needs: not set · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-18
  Tags: cursor, projects, coordinator, agents
  Access: membership; plans at https://videotomd.com/pricing/.

### Antigravity

- [Google Antigravity 2.0 agent platform](https://videotomd.com/b/bSp-foRDH5M/)
  Description: Dispatches and manages parallel AI agents to plan, code, debug, and run automated tasks.
  Kind: not set · Loads: not set · Works in: Any AI · Needs: not set · Bring: Python · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-18
  Tags: antigravity, agy, google, agents, desktop-app, cli
  Access: membership; plans at https://videotomd.com/pricing/.

- [Antigravity Remote Control](https://videotomd.com/b/M1q063UD-gw/)
  Description: Monitor and steer coding agents across machines from a mobile device without syncing local build environments.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, web · Bring: Google account · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: antigravity, remote-control, agents, mobile
  Access: membership; plans at https://videotomd.com/pricing/.

### n8n

- [n8n MCP and skills for Claude Code](https://videotomd.com/b/WzZyRsYZeDQ/)
  Description: Install n8n skills and configure MCP in Claude Code to autonomously generate, configure, and test n8n workflows.
  Kind: not set · Loads: not set · Works in: Claude Code · Needs: not set · Bring: n8n · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-18
  Tags: n8n, skills, claude-code, n8n-skills
  Access: membership; plans at https://videotomd.com/pricing/.

- [Connect n8n agents and workflows](https://videotomd.com/b/P5x0nsY8hCg/)
  Description: Build an agent, expose a workflow tool, and call the agent from another workflow.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: API key · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: n8n, agents, workflows, decision-rule
  Access: membership; plans at https://videotomd.com/pricing/.

- [Your first AI agent in n8n](https://videotomd.com/b/GuaKeDS6UKU/)
  Description: Build Q&A ingestion and retrieval workflows, then test answers against stored records.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: API key · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: agents
  Access: membership; plans at https://videotomd.com/pricing/.

### Browser agents

- [Model Context Protocol for Playwright QA](https://videotomd.com/b/oHXARQUYT7A/)
  Description: Connects AI agents to testing tools, automation, and databases using Model Context Protocol (MCP) and Playwright.
  Kind: not set · Loads: not set · Works in: Any AI · Needs: not set · Bring: Node, Python · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-18
  Tags: playwright, mcp, cli, tutorial, long
  Access: membership; plans at https://videotomd.com/pricing/.

- [Claude Code Chrome extension setup](https://videotomd.com/b/JofJ_FVH4uQ/)
  Description: Connect Claude Code to Google Chrome to automate browser navigation, capture screenshots, and inspect web pages.
  Kind: not set · Loads: not set · Works in: Claude Code · Needs: not set · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-18
  Tags: claude-in-chrome, browser-agent, shortcuts, scheduled-tasks
  Access: membership; plans at https://videotomd.com/pricing/.

### Computer skills

- [Linux command-line troubleshooting tools](https://videotomd.com/b/CLh2ACdXNbc/)
  Description: Run Linux commands inside Docker to inspect logs, find files, check ports, and edit configuration files.
  Kind: not set · Loads: not set · Works in: Any AI · Needs: not set · Bring: Docker · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-18
  Tags: linux, terminal, shell, commands
  Access: membership; plans at https://videotomd.com/pricing/.

- [Isolate IoT devices on an OPNsense VLAN](https://videotomd.com/b/nuhh_KfCz9M/)
  Description: An IoT VLAN on OPNsense with its own DHCP range and internet access, blocked from your trusted networks.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-12
  Tags: networking, opnsense, vlan, firewall, dhcp, sysadmin
  Access: membership; plans at https://videotomd.com/pricing/.

- [Preserve the original command's exit status](https://videotomd.com/b/text-local-preserve-command-exit-status-013a01ef9967/)
  Description: Read saved output after capturing the producer's status, not through a masking pipeline.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: shell, exit-status, logs
  Access: membership; plans at https://videotomd.com/pricing/.

- [Avoid quoting bugs across Windows and Linux](https://videotomd.com/b/text-local-cross-shell-quoting/)
  Description: Put complex commands in scripts and verify values after crossing a shell boundary.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: computer-skills
  Access: membership; plans at https://videotomd.com/pricing/.

- [Test redaction with a known matching fixture](https://videotomd.com/b/text-local-credential-redaction-fixture/)
  Description: Confirm a redactor changes fake credentials instead of merely compiling successfully.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: computer-skills
  Access: membership; plans at https://videotomd.com/pricing/.

- [drive-screen coding agent skill](https://videotomd.com/b/SWEThyRHMgQ/)
  Description: Drives desktop GUIs using CLI Python scripts executed directly by terminal coding agents without dedicated computer-use harnesses.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: Python · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: claude-code, skill, computer-use, desktop
  Access: membership; plans at https://videotomd.com/pricing/.

### GitHub repos

- [Add testing and design tools to a coding agent](https://videotomd.com/b/Ua0APTMVcb8/)
  Description: Install selected tools for UI checks, skills evaluation, and code linting.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: Node · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: roundup
  Access: membership; plans at https://videotomd.com/pricing/.

- [Install tools for an AI development workflow](https://videotomd.com/b/LrHY1U03IRU/)
  Description: Set up a selected converter, terminal, review tool, gateway, or diagramming skill.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: Node, Python, Git · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: roundup
  Access: membership; plans at https://videotomd.com/pricing/.

### App architecture

- [Map an app workflow to running components](https://videotomd.com/b/text-local-workflow-component-map/)
  Description: Give every step a runtime, owner, state contract and honest implementation status.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: app-architecture
  Access: membership; plans at https://videotomd.com/pricing/.

- [Verify a Vendor Contract Before Coding](https://videotomd.com/b/text-local-verify-vendor-contract-before-coding-2ea5c9e24238/)
  Description: Use live documentation and one real response to establish the API contract before implementing an integration.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: api-integration, contract-validation, verification
  Access: membership; plans at https://videotomd.com/pricing/.

- [Typecheck scripts excluded from the app build](https://videotomd.com/b/text-local-typecheck-excluded-script-directories-013a01ef9967/)
  Description: Give scripts an explicit compiler project instead of trusting inferred editor diagnostics.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: typescript, scripts, ci
  Access: membership; plans at https://videotomd.com/pricing/.

- [Triage routes for safe revalidation](https://videotomd.com/b/text-local-triage-routes-for-safe-revalidation-18c1f5f0973d/)
  Description: Match public-route caching to source cadence and measure actual egress before and after.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: caching, freshness, egress
  Access: membership; plans at https://videotomd.com/pricing/.

- [Use one rule to surface work needing attention](https://videotomd.com/b/text-local-share-attention-selection-rules-ef5723f26b63/)
  Description: Share attention logic across command and session views so draft and clockless work cannot disappear.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: shared-logic, state-machines, work-queues
  Access: membership; plans at https://videotomd.com/pricing/.

- [Keep lookup links separate from source citations](https://videotomd.com/b/text-local-separate-lookup-links-from-provenance-e9b5c6c32c27/)
  Description: Make feed items navigable without turning convenience links into evidence in exported notes.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, web · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: provenance, navigation, data-integrity
  Access: membership; plans at https://videotomd.com/pricing/.

- [Score Outcomes Independently of Publication](https://videotomd.com/b/text-local-score-outcomes-independently-of-publication-f18efb4fe716/)
  Description: Keep outcome grading running when optional feeds or narrative publication fail.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: forecasting, fault-isolation, grading
  Access: membership; plans at https://videotomd.com/pricing/.

- [Register validators by content shape](https://videotomd.com/b/text-local-route-validators-by-content-shape-013a01ef9967/)
  Description: Let surfaces share validation by declaring the kind of content they produce.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: validation, registry, reuse
  Access: membership; plans at https://videotomd.com/pricing/.

- [Route builds by explicit tags across entry points](https://videotomd.com/b/text-local-route-builds-by-stable-tag-b03649cf4866/)
  Description: Keep editable prompt text separate from the identity that selects a builder.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: routing, registries, identity
  Access: membership; plans at https://videotomd.com/pricing/.

- [Roll out generated content with a cold fallback](https://videotomd.com/b/text-local-roll-out-generated-content-with-fallback-70174e7c9ac2/)
  Description: Approve a single-entity pilot and batch previews before switching readers to new structured content.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: migration, generation, rollback, review
  Access: membership; plans at https://videotomd.com/pricing/.

- [Retry transient profile failures before degrading](https://videotomd.com/b/text-local-retry-transient-brand-prefill-013a01ef9967/)
  Description: Treat confirmed signed-out state differently from a temporary profile-fetch failure.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: profile, retry, authentication
  Access: membership; plans at https://videotomd.com/pricing/.

- [Render Saved Charts as Share Cards](https://videotomd.com/b/text-local-render-saved-charts-as-share-cards-f9402baeb83b/)
  Description: Generate consistent PNG cards while preserving chart values and source provenance.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: charts, image-rendering, social-sharing
  Access: membership; plans at https://videotomd.com/pricing/.

- [Render answers by question complexity](https://videotomd.com/b/text-local-render-chat-by-question-tier-1ad4c141f2e0/)
  Description: Keep everyday answers conversational and reserve full audit structure for explicit audit requests.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: chat, presentation, output-tiers
  Access: membership; plans at https://videotomd.com/pricing/.

- [Detect redirects that shadow real pages](https://videotomd.com/b/text-local-reject-redirects-that-shadow-pages-013a01ef9967/)
  Description: Catch a deployed route that cannot render because a redirect wins first.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, web · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: routing, redirects, deployment
  Access: membership; plans at https://videotomd.com/pricing/.

- [Serve Files With Expiring Private Tokens](https://videotomd.com/b/text-local-private-expiring-file-service-aca5c712a395/)
  Description: Protect downloadable repairs with loopback serving, per-request hashes, and bounded secret-token lifetimes.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, web · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: private-download, tokens, integrity, http
  Access: membership; plans at https://videotomd.com/pricing/.

- [Guard Only Corridor-Dependent Lookups](https://videotomd.com/b/text-local-preserve-pocket-fanout-6282f5a90929/)
  Description: Use the resolved county to retain applicable results and skip only the lookup requiring a corridor ID.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: nullable-inputs, geospatial, fanout, coverage
  Access: membership; plans at https://videotomd.com/pricing/.

- [Package runtime assets with their routes](https://videotomd.com/b/text-local-package-runtime-assets-with-routes-18c1f5f0973d/)
  Description: Include native dependencies and disk-read assets before shipping server-rendered outputs.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: deployment, assets, native-dependencies
  Access: membership; plans at https://videotomd.com/pricing/.

- [Isolate SVG IDs for Repeated Rendering](https://videotomd.com/b/text-local-isolate-svg-local-ids-2f430a4a5c46/)
  Description: Keep gradients, masks, clips, and local references attached to the correct icon instance.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: svg, react, ids, accessibility
  Access: membership; plans at https://videotomd.com/pricing/.

- [Isolate Dataset Load and Parse Failures](https://videotomd.com/b/text-local-isolate-dataset-load-failures-6282f5a90929/)
  Description: Keep missing or malformed datasets from aborting an otherwise usable multi-dataset response.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: fault-isolation, parsing, dependency-injection
  Access: membership; plans at https://videotomd.com/pricing/.

- [Gate Actions by Metered Usage](https://videotomd.com/b/text-local-gate-actions-by-metered-usage-f6d931ff7077/)
  Description: Enforce weekly action limits with configuration that defaults to unlimited access.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: usage-limits, metering, feature-gates
  Access: membership; plans at https://videotomd.com/pricing/.

- [Fork content edits to preserve shared snapshots](https://videotomd.com/b/text-local-fork-content-edits-to-preserve-shared-snapshots-38bf2df88070/)
  Description: Create a new version for refreshed data or content changes while keeping the shared original frozen.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: versioning, snapshot-integrity, deliverables
  Access: membership; plans at https://videotomd.com/pricing/.

- [Stop failed reads from creating duplicate projects](https://videotomd.com/b/text-local-fail-closed-before-project-autocreation-013a01ef9967/)
  Description: Separate a confirmed empty project list from a failed lookup before automatic creation.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: errors, project-creation, fail-closed
  Access: membership; plans at https://videotomd.com/pricing/.

- [Consolidate Database Client Imports](https://videotomd.com/b/text-local-consolidate-database-client-imports-01247a7b8015/)
  Description: Remove a competing client configuration that can silently break authentication.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: authentication, configuration, database-client
  Access: membership; plans at https://videotomd.com/pricing/.

- [Bridge a proven renderer into a new project](https://videotomd.com/b/text-local-bridge-an-existing-rendering-factory-ef5723f26b63/)
  Description: Transfer an established rendering capability through a small specification contract.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: integration, rendering, contracts
  Access: membership; plans at https://videotomd.com/pricing/.

- [Prove the core flow before adding product gates](https://videotomd.com/b/text-local-baseline-core-flow-before-gates-013a01ef9967/)
  Description: Drive the real user journey before designing pricing, throttling, or additional restrictions.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: acceptance, user-flow, prioritization
  Access: membership; plans at https://videotomd.com/pricing/.

- [Gate Paid Exports with User-Scoped Reads](https://videotomd.com/b/text-local-authorize-user-data-exports-669bc26e6491/)
  Description: Separate privileged billing lookup from user-scoped export reads and define billing-outage behavior.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: authorization, data-export, row-level-security, billing
  Access: membership; plans at https://videotomd.com/pricing/.

- [Confirm and revoke a scoped change decision](https://videotomd.com/b/text-local-authenticated-expiring-change-approval-8c7a9107836a/)
  Description: Tie a short-lived approval to a verified identity and recheck the target before confirmation.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: authorization, approval, auditability
  Access: membership; plans at https://videotomd.com/pricing/.

- [Bind Page Approval to Content Changes](https://videotomd.com/b/text-local-approve-content-hash-4700b68465a5/)
  Description: Invalidate approval when meaningful page content changes while allowing freshness metadata to update.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: approval, content-hashing, publishing
  Access: membership; plans at https://videotomd.com/pricing/.

### Monitoring products

- [Validate Feed Shapes Before Trusting Zero](https://videotomd.com/b/text-local-validate-feed-shapes-before-trusting-zero-f742f0cb298e/)
  Description: Inspect live responses and repair parsing before trusting an empty discovery feed.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: api-ingestion, dry-run, data-quality
  Access: membership; plans at https://videotomd.com/pricing/.

- [Trigger Brief Review on Title Changes](https://videotomd.com/b/text-local-title-change-brief-debt-cd642a15b1db/)
  Description: Detect headline corrections under stable IDs without reviewing every rotating search excerpt.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: change-detection, content-monitoring, review
  Access: membership; plans at https://videotomd.com/pricing/.

- [Run a Source-Backed Monitoring Loop](https://videotomd.com/b/text-local-source-backed-monitoring-loop-5837da605bb1/)
  Description: Deduplicate collected items, rewrite a linked brief when new information arrives, and notify only on a brief change.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: monitoring, change-detection, summarization, notifications
  Access: membership; plans at https://videotomd.com/pricing/.

- [Build a monitor from probe to dashboard](https://videotomd.com/b/text-local-snapshot-diff-monitor/)
  Description: Normalize live records, preserve a baseline, detect changes and render a finished dashboard.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: monitoring-products
  Access: membership; plans at https://videotomd.com/pricing/.

- [Measure Operator Review Load During a Pilot](https://videotomd.com/b/text-local-run-request-to-stop-pilot-drill-d6d32357aec6/)
  Description: Record reviews and minutes per subject over seven days.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: monitoring, operations, pilot
  Access: membership; plans at https://videotomd.com/pricing/.

- [Retain and Recheck Discrepancies](https://videotomd.com/b/text-local-retain-and-recheck-discrepancies-c04e43f2b1b6/)
  Description: Preserve unresolved observations and notify users when comparable observed states change.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: snapshot-history, rechecks, change-alerts
  Access: membership; plans at https://videotomd.com/pricing/.

- [Add time bounds to aggregate usage counters](https://videotomd.com/b/text-local-record-first-and-last-counter-use-013a01ef9967/)
  Description: Keep a counter capable of answering when activity began and last occurred.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: usage, timestamps, counters
  Access: membership; plans at https://videotomd.com/pricing/.

- [Provision a Tracked Subject from a Request](https://videotomd.com/b/text-local-provision-tracked-subject-2ea5c9e24238/)
  Description: Map a request to probed sources, a persistent monitoring unit, and its requester-facing page.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: onboarding, source-probing, monitoring
  Access: membership; plans at https://videotomd.com/pricing/.

- [Prove the Monitoring Customer Journey](https://videotomd.com/b/text-local-prove-monitoring-customer-journey-2ea5c9e24238/)
  Description: Test request intake, published results, delivered changes, quiet repeats, and notification controls before charging.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: acceptance-testing, delivery, reliability
  Access: membership; plans at https://videotomd.com/pricing/.

- [Archive Retired Code Without Breaking Active Imports](https://videotomd.com/b/text-local-probe-baseline-second-check-058ee4ced186/)
  Description: Trace active and frozen consumers before moving retired components out of current discovery.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: archival, dependencies, repository-maintenance
  Access: membership; plans at https://videotomd.com/pricing/.

- [Send notifications only on real changes](https://videotomd.com/b/text-local-notify-only-real-changes/)
  Description: Write the dashboard first, then notify on meaningful diffs with honest delivery outcomes.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: monitoring-products
  Access: membership; plans at https://videotomd.com/pricing/.

- [Ingest Tracked Events Idempotently](https://videotomd.com/b/text-local-ingest-tracked-events-idempotently-9efd01549873/)
  Description: Merge repeated event IDs and distinguish stale observation from an empty scene.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: event-ingestion, idempotency, freshness, outage-handling
  Access: membership; plans at https://videotomd.com/pricing/.

- [Generate watcher coverage from workflow files](https://videotomd.com/b/text-local-generate-workflow-watch-manifest-0056c611361d/)
  Description: Derive watcher subscriptions and monitoring metadata from one generated workflow manifest.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: workflows, monitoring, code-generation, ci
  Access: membership; plans at https://videotomd.com/pricing/.

- [Build public examples from real product output](https://videotomd.com/b/text-local-gate-a-monitoring-request-fa13c43da68c/)
  Description: Generate example cards and pages from sourced, committed output rather than hand-entered marketing figures.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: intake, source-probing, configuration
  Access: membership; plans at https://videotomd.com/pricing/.

- [Add customers through configuration](https://videotomd.com/b/text-local-customers-as-configuration/)
  Description: Keep one probe, diff and rendering engine while each customer owns settings and history.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: monitoring-products
  Access: membership; plans at https://videotomd.com/pricing/.

- [Consolidate pipeline health reporting](https://videotomd.com/b/text-local-consolidate-pipeline-health-reporting-0056c611361d/)
  Description: Combine existing health checks into one machine report that backs the operator inventory.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: pipelines, health, monitoring, diagnostics
  Access: membership; plans at https://videotomd.com/pricing/.

- [Compare Observed Offer State](https://videotomd.com/b/text-local-compare-observed-offer-state-c04e43f2b1b6/)
  Description: Compare catalog prices, processed listings, and variant-specific page evidence without treating uncertainty as healthy.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: state-comparison, price-validation, evidence
  Access: membership; plans at https://videotomd.com/pricing/.

- [Test data availability before accepting work](https://videotomd.com/b/text-local-automation-viability-probe/)
  Description: Run the real extraction against the real target and issue an evidence-based viability receipt.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: monitoring-products
  Access: membership; plans at https://videotomd.com/pricing/.

### Data engineering

- [Compute ZIP Rent Yields With Sparse Flood Data](https://videotomd.com/b/text-local-zip-rent-yield-flood-overlay-82062c3e3fe4/)
  Description: Combine value, monthly rent, and optional flood adjustments while preserving missing and implausible results.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: composite-metrics, data-quality, real-estate-data
  Access: membership; plans at https://videotomd.com/pricing/.

- [Define Export Fields in One Registry](https://videotomd.com/b/text-local-whitelist-export-surfaces-669bc26e6491/)
  Description: Drive every export through an ordered public-field schema that excludes internal data.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-export, schema, data-minimization, csv
  Access: membership; plans at https://videotomd.com/pricing/.

- [Verify Identity Before Comparing Records](https://videotomd.com/b/text-local-verify-identity-and-coverage-c04e43f2b1b6/)
  Description: Activate only verified deterministic mappings and keep unmatched records visible in coverage.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: identity-mapping, coverage, read-only
  Access: membership; plans at https://videotomd.com/pricing/.

- [Keep Calendar Buckets Independent of Session Timezones](https://videotomd.com/b/text-local-verify-calendar-change-equivalence-e06671dd135e/)
  Description: Check date types and pin timestamp bucketing to a declared calendar timezone.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: calendar-buckets, timezones, data-types
  Access: membership; plans at https://videotomd.com/pricing/.

- [Detect Stale Price Feeds](https://videotomd.com/b/text-local-validate-price-feed-freshness-ee0f2d48896c/)
  Description: Inspect record timestamps and collector status before accepting a feed as current.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: price-data, freshness, source-validation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Validate Browser Date Filters](https://videotomd.com/b/text-local-validate-browser-date-filters-43acd0325754/)
  Description: Detect silently rejected date values before trusting search results.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, browser · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: browser-automation, date-filters, input-validation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Centralize exact normalized street comparison](https://videotomd.com/b/text-local-unify-normalized-street-equality-013a01ef9967/)
  Description: Handle compound-word spacing consistently without allowing partial matches.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: addresses, normalization, equality
  Access: membership; plans at https://videotomd.com/pricing/.

- [Build latest snapshots with calendar change rates](https://videotomd.com/b/text-local-tolerance-based-latest-snapshot-e06671dd135e/)
  Description: Calculate monthly and annual changes using the newest observation within a seven-day calendar tolerance.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: sql, time-series, views
  Access: membership; plans at https://videotomd.com/pricing/.

- [Verify a Listing Link Selects the Correct Variant](https://videotomd.com/b/text-local-test-variant-link-repairs-715d52ce3a63/)
  Description: Repair an exact variant-link mismatch and verify the destination by fetching it.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: catalog, identity, links
  Access: membership; plans at https://videotomd.com/pricing/.

- [Repair a Stale Override at Its Owning Source](https://videotomd.com/b/text-local-test-source-precedence-repairs-715d52ce3a63/)
  Description: Test simultaneous source precedence and preserve unrelated fields through the next synchronization.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: precedence, source-ownership, integration-testing
  Access: membership; plans at https://videotomd.com/pricing/.

- [Validate Sale Timing Across Both Boundaries](https://videotomd.com/b/text-local-test-sale-boundary-repairs-715d52ce3a63/)
  Description: Correct an established sale interval and observe effective prices before, during, and after it.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: temporal-data, catalog, validation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Repair Listing Availability From Sellability](https://videotomd.com/b/text-local-test-availability-repairs-715d52ce3a63/)
  Description: Align a listing with established storefront sellability while leaving physical inventory unchanged.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: catalog, availability, validation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Fill Missing Identifiers From Verified Catalog Data](https://videotomd.com/b/text-local-test-authentic-identifier-transfer-715d52ce3a63/)
  Description: Transfer an authentic identifier already held for the exact variant; refuse invented replacements.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: catalog, identifiers, provenance
  Access: membership; plans at https://videotomd.com/pricing/.

- [Suppress Thin-Sample Local Sale Medians](https://videotomd.com/b/text-local-suppress-thin-sample-local-medians-4864f1f9b9ba/)
  Description: Calculate local housing-price medians with a labeled county fallback for groups containing fewer than 20 sales.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: real-estate, small-samples, aggregation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Correct unit errors with superseding records](https://videotomd.com/b/text-local-supersede-record-unit-errors-276dddce7718/)
  Description: Fix ambiguous units without erasing the original prediction or its eventual outcome.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: units, append-only, corrections
  Access: membership; plans at https://videotomd.com/pricing/.

- [Build a staged, rerunnable data refinery](https://videotomd.com/b/text-local-stage-auditable-data-refinery-088703d70634/)
  Description: Preserve raw records, filter and synthesize relevant facts, then validate output before replacing an existing artifact.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-pipeline, provenance, validation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Harden ingestion with keys and contracts](https://videotomd.com/b/text-local-stable-ingestion-contracts/)
  Description: Choose merge or replacement from observed key behavior and guard required fields.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-engineering, contracts
  Access: membership; plans at https://videotomd.com/pricing/.

- [Name computed quantities from source semantics](https://videotomd.com/b/text-local-source-faithful-quantities/)
  Description: Check what a field measures before attaching a stronger label to correct arithmetic.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-engineering
  Access: membership; plans at https://videotomd.com/pricing/.

- [Separate source capability from ingested data](https://videotomd.com/b/text-local-source-capability-inventory/)
  Description: Record what a source exposes alongside the subset your pipeline actually stores.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-engineering, provenance
  Access: membership; plans at https://videotomd.com/pricing/.

- [Anchor report values to a source snapshot](https://videotomd.com/b/text-local-snapshot-inputs-for-reproducible-decisions-276dddce7718/)
  Description: Give every decision-facing value an observation time and an identifiable snapshot.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: snapshots, provenance, reproducibility
  Access: membership; plans at https://videotomd.com/pricing/.

- [Deliver and Verify Spreadsheet CSV Files](https://videotomd.com/b/text-local-serialize-spreadsheet-csv-669bc26e6491/)
  Description: Preserve Unicode, serialize every cell, and verify downloaded values in the target spreadsheet.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: csv, unicode, serialization, data-export
  Access: membership; plans at https://videotomd.com/pricing/.

- [Separate Trial Facts From Batch Analysis](https://videotomd.com/b/text-local-separate-trial-facts-from-batch-analysis-f9a2f8ffda46/)
  Description: Aggregate normalized facts automatically and configure semantic analysis separately.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: aggregation, reporting, evaluation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Keep nearby and resident amenities distinct](https://videotomd.com/b/text-local-separate-location-fact-layers-b03649cf4866/)
  Description: Preserve location grain and uncertainty instead of turning proximity into access.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: geography, semantics, amenities
  Access: membership; plans at https://videotomd.com/pricing/.

- [Keep capped histories from producing false totals](https://videotomd.com/b/text-local-separate-history-cycles-and-truncation-013a01ef9967/)
  Description: Expose truncation and withhold totals across unrelated record cycles.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: history, truncation, aggregation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Scope Reconciliation Checks by Grain and Window](https://videotomd.com/b/text-local-scope-reconciliation-checks-by-grain-77cd0b234631/)
  Description: Validate signed summary totals only within matching scope; keep that check separate from detail-row verification.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-validation, aggregation, time-series
  Access: membership; plans at https://videotomd.com/pricing/.

- [Scope an Ingestion Source Before Loading](https://videotomd.com/b/text-local-scope-and-wire-data-ingestion-f685b7661b26/)
  Description: Inventory the source schema, choose its canonical root, and connect the consuming product before ingesting.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: ingestion, data-contracts, lineage
  Access: membership; plans at https://videotomd.com/pricing/.

- [Run opt-in value and schema quality probes](https://videotomd.com/b/text-local-run-opt-in-value-and-schema-quality-probes-9125125fca10/)
  Description: Configure table-level value checks and compare live column types with reviewed baselines.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-quality, schema-drift, sql-safety
  Access: membership; plans at https://videotomd.com/pricing/.

- [Retain raw API responses for later parsing](https://videotomd.com/b/text-local-retain-raw-api-responses-6b4b65f62810/)
  Description: Persist successful source responses before deriving downstream fields.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: raw-data, ingestion, idempotency
  Access: membership; plans at https://videotomd.com/pricing/.

- [Parse typed families from stored response envelopes](https://videotomd.com/b/text-local-retain-raw-api-responses-59c6ed364a40/)
  Description: Recover one-to-many data from retained payloads without buying the same response again.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: api-ingestion, raw-data, idempotency
  Access: membership; plans at https://videotomd.com/pricing/.

- [Reject Ambiguous Dates at Rule Boundaries](https://videotomd.com/b/text-local-reject-ambiguous-dates-at-rule-boundaries-2f456bcc56b8/)
  Description: Withhold partial dates when their possible values cross different rule windows.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: date-validation, boundary-testing, uncertainty
  Access: membership; plans at https://videotomd.com/pricing/.

- [Reconcile Primary Facts with Secondary Crosschecks](https://videotomd.com/b/text-local-reconcile-primary-facts-with-secondary-crosschecks-2f456bcc56b8/)
  Description: Reconcile source coverage and surface proxy disagreements without letting them overwrite primary facts.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: reconciliation, joins, data-quality
  Access: membership; plans at https://videotomd.com/pricing/.

- [Reconcile Coverage Against Record Geography](https://videotomd.com/b/text-local-reconcile-geographic-coverage-6282f5a90929/)
  Description: Separate missing geographic mappings from out-of-footprint records before widening dataset coverage.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: geospatial, data-quality, coverage, record-semantics
  Access: membership; plans at https://videotomd.com/pricing/.

- [Make serving views read one typed data root](https://videotomd.com/b/text-local-read-serving-views-from-one-typed-root-013a01ef9967/)
  Description: Remove duplicate parsing while preserving consumer-facing validation.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: views, canonical-root, parsing
  Access: membership; plans at https://videotomd.com/pricing/.

- [Ratify Data Authorities by Purpose](https://videotomd.com/b/text-local-ratify-data-authorities-by-purpose-4b39c211bf17/)
  Description: Make each source recommendation independently approvable for the question it answers.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-governance, source-of-truth, approval-workflow
  Access: membership; plans at https://videotomd.com/pricing/.

- [Parse Ranges Without Hiding Missing Indicators](https://videotomd.com/b/text-local-range-parser-completeness-e8c930c20651/)
  Description: Preserve range endpoints, support alternate phrasing, and fail ingestion when any required indicator produces no rows.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: parsing, ingestion, quality-gates
  Access: membership; plans at https://videotomd.com/pricing/.

- [Check active ingest destinations after changes](https://videotomd.com/b/text-local-prove-ingest-writes-and-consumer-reads-013a01ef9967/)
  Description: Detect registered pipelines whose claimed destination was never created.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: ingestion, acceptance, data
  Access: membership; plans at https://videotomd.com/pricing/.

- [Probe data using the consumer's query shape](https://videotomd.com/b/text-local-probe-with-the-consumers-query-shape-013a01ef9967/)
  Description: Keep an expensive count or wrong schema from creating a false outage diagnosis.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: probes, database, query-shape
  Access: membership; plans at https://videotomd.com/pricing/.

- [Probe real records before building a pipeline](https://videotomd.com/b/text-local-probe-data-before-build/)
  Description: Check keys, fields, pagination and runtime on a small pull before committing to ingestion.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-engineering, data-quality
  Access: membership; plans at https://videotomd.com/pricing/.

- [Preserve Unknowns in Verified Snapshots](https://videotomd.com/b/text-local-preserve-unknowns-and-withhold-unsourced-producers-2f456bcc56b8/)
  Description: Require evidence for negative findings and keep interpreted document fields outside verified facts.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: missing-data, provenance, validation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Preserve Observation Meaning and Vintages](https://videotomd.com/b/text-local-preserve-observation-meaning-and-vintages-f18efb4fe716/)
  Description: Keep measurement identity, missingness, availability, and revisions explicit.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: observations, provenance, time-series
  Access: membership; plans at https://videotomd.com/pricing/.

- [Separate Valuation Sources and Labels](https://videotomd.com/b/text-local-preserve-metric-meaning-4b39c211bf17/)
  Description: Keep assessed values, asking prices, recorded sales, and value indexes in their proper roles.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: metric-semantics, labeling, data-contracts
  Access: membership; plans at https://videotomd.com/pricing/.

- [Preserve enriched fields during routine upserts](https://videotomd.com/b/text-local-preserve-enrichment-during-upserts-013a01ef9967/)
  Description: Keep a sparse recurring feed from erasing values supplied by enrichment.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: upsert, enrichment, nulls
  Access: membership; plans at https://videotomd.com/pricing/.

- [Preserve source date precision through rendering](https://videotomd.com/b/text-local-preserve-date-grain-b03649cf4866/)
  Description: Use the same grain-aware formatter for visible dates and permitted model numerals.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: dates, precision, grounding
  Access: membership; plans at https://videotomd.com/pricing/.

- [Prepare Survey Microdata for Calibration](https://videotomd.com/b/text-local-prepare-survey-microdata-b6fd6186ce48/)
  Description: Select appropriate person-level data, check coverage, extract observed values, and derive complete calibration margins.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, browser · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: survey-data, microdata, calibration
  Access: membership; plans at https://videotomd.com/pricing/.

- [Parse signed percentages without hiding conflicts](https://videotomd.com/b/text-local-parse-signed-percentages-with-conflict-flags-013a01ef9967/)
  Description: Accept signed percentages, reject currency-shaped strings, and expose contradictory signs.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: parsing, percentages, data-quality
  Access: membership; plans at https://videotomd.com/pricing/.

- [Gate a data-path cutover on output parity](https://videotomd.com/b/text-local-parity-check-data-path-cutover-4a73241e38ab/)
  Description: Compare numeric, aggregate, ranked-output, and table parity across three rebuilds, then prove mismatch detection.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-parity, cutover, regression-testing
  Access: membership; plans at https://videotomd.com/pricing/.

- [Keep repeated scrapes from renewing old news](https://videotomd.com/b/text-local-order-news-by-content-time-013a01ef9967/)
  Description: Rank content by publication or preserved first-seen time instead of its latest scrape.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: news, timestamps, freshness
  Access: membership; plans at https://videotomd.com/pricing/.

- [Register a Corridor Across Profile and City Registries](https://videotomd.com/b/text-local-onboard-a-verified-corridor-0ecbd14adab0/)
  Description: Keep corridor identity, alias resolution, city membership, and counts consistent during onboarding.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, web · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: onboarding, data-quality, reference-data
  Access: membership; plans at https://videotomd.com/pricing/.

- [Guard Fraction and Percentage Swaps](https://videotomd.com/b/text-local-normalize-share-units-4b39c211bf17/)
  Description: Prevent a source replacement from silently changing a share by a factor of one hundred.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: units, data-quality, source-migration
  Access: membership; plans at https://videotomd.com/pricing/.

- [Convert Listing Totals to Unit Prices](https://videotomd.com/b/text-local-normalize-listing-price-units-ee0f2d48896c/)
  Description: Establish whether a price covers one item or the entire listing before comparing values.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: price-data, unit-normalization, data-quality
  Access: membership; plans at https://videotomd.com/pricing/.

- [Report Pipeline Freshness From a Cadence Registry](https://videotomd.com/b/text-local-monitor-pipeline-freshness-from-registry-0eb32b539789/)
  Description: Use registered cadences and actual load metadata to publish a nonblocking stale-pipeline summary.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: freshness, monitoring, pipelines, registries
  Access: membership; plans at https://videotomd.com/pricing/.

- [Mark clipped source lists as incomplete](https://videotomd.com/b/text-local-mark-incomplete-source-lists-013a01ef9967/)
  Description: Prevent a truncated entity list from being consumed as the complete record.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: completeness, truncation, provenance
  Access: membership; plans at https://videotomd.com/pricing/.

- [Map a dataset to a constrained schema](https://videotomd.com/b/text-local-map-datasets-to-constrained-schemas-594cfbbe7d66/)
  Description: Separate observed mappings from grounded inference, normalize values, and validate output.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: schema-mapping, data-quality, provenance
  Access: membership; plans at https://videotomd.com/pricing/.

- [Make a backfill resumable per record](https://videotomd.com/b/text-local-make-backfills-resumable-per-record-013a01ef9967/)
  Description: Use missing-field selection and stable record keys instead of restarting a sampling grid.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: backfill, resumability, idempotency
  Access: membership; plans at https://videotomd.com/pricing/.

- [Log generated predictions and linked outcomes](https://videotomd.com/b/text-local-log-generated-predictions-and-linked-outcomes-1ad4c141f2e0/)
  Description: Persist every synthesis run and join later observations to its original prediction.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, hooks · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: predictions, outcomes, evaluation-data
  Access: membership; plans at https://videotomd.com/pricing/.

- [Size History Windows for Reporting Delays](https://videotomd.com/b/text-local-lag-aware-history-window-d4155e6c4e85/)
  Description: Retrieve enough calendar history to retain the usable observations required by a rolling calculation.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: reporting-lag, data-coverage, rolling-window
  Access: membership; plans at https://videotomd.com/pricing/.

- [Carry geographic grain with computed values](https://videotomd.com/b/text-local-keep-derived-values-with-their-grain-013a01ef9967/)
  Description: Compute wider statistics from underlying records and keep their scope attached.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: aggregation, grain, labels
  Access: membership; plans at https://videotomd.com/pricing/.

- [Inventory a Records Search Output Schema](https://videotomd.com/b/text-local-inventory-record-search-schema-43acd0325754/)
  Description: Capture every result field and unresolved interpretation before designing ingestion.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: schema-discovery, data-ingestion, source-validation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Implement a Deterministic ZIP Resolver](https://videotomd.com/b/text-local-implement-deterministic-zip-resolver-41dee5f85c19/)
  Description: Resolve scope and county from static data, preserving unknown classifications and stable place choices.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: zip, geography, determinism, data-quality
  Access: membership; plans at https://videotomd.com/pricing/.

- [Quarantine Suspect Extraction Rows](https://videotomd.com/b/text-local-hold-suspect-extracted-rows-7c3a0f6b6830/)
  Description: Block validation failures from downstream use until a reviewer explicitly resolves them.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: document-extraction, human-review, quality-gates
  Access: membership; plans at https://videotomd.com/pricing/.

- [Hold Data With Conflicting Measure Definitions](https://videotomd.com/b/text-local-hold-conflicting-measure-definitions-77cd0b234631/)
  Description: Block release when accurate values may represent a different measure from the one the destination consumes.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-quality, semantic-validation, quality-gates
  Access: membership; plans at https://videotomd.com/pricing/.

- [Hand Off Immutable Observation Exports](https://videotomd.com/b/text-local-handoff-immutable-observation-exports-f18efb4fe716/)
  Description: Exchange read-only observation files with a manifest instead of sharing a mutable database.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-handoffs, manifests, integrity
  Access: membership; plans at https://videotomd.com/pricing/.

- [Exclude Rollups from Local Aggregates](https://videotomd.com/b/text-local-guard-mixed-grain-rollups-4b39c211bf17/)
  Description: Prevent regional and intermediate totals from entering local selections or sums.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: aggregation, data-grain, double-counting
  Access: membership; plans at https://videotomd.com/pricing/.

- [Check Geographic Coverage of Latest Views](https://videotomd.com/b/text-local-guard-geographic-view-completeness-4b39c211bf17/)
  Description: Expose a latest-record view that silently drops part of its intended service area.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: coverage, database-views, data-quality
  Access: membership; plans at https://videotomd.com/pricing/.

- [Guard destructive refreshes before writing](https://videotomd.com/b/text-local-guard-destructive-refresh/)
  Description: Keep good data when a replacement pull is empty, incomplete or missing required fields.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-engineering, recovery
  Access: membership; plans at https://videotomd.com/pricing/.

- [Resolve geographic entities with geometry](https://videotomd.com/b/text-local-geometry-entity-crosswalk/)
  Description: Use authoritative boundaries with coordinate and ambiguity checks when names do not encode membership.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-engineering
  Access: membership; plans at https://videotomd.com/pricing/.

- [Generate Validated Active Flags](https://videotomd.com/b/text-local-generate-validated-active-flags-9e98d6262b66/)
  Description: Convert supported research into at most five schema-valid event flags.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: schema-validation, research, structured-data
  Access: membership; plans at https://videotomd.com/pricing/.

- [Require complete coverage before reporting zero](https://videotomd.com/b/text-local-gate-zero-values-on-pull-coverage-ef5723f26b63/)
  Description: Preserve held data during outages and prevent missing collection windows from becoming invented zeros.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: coverage, missing-data, aggregation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Gate History in a Ragged Time-Series Panel](https://videotomd.com/b/text-local-gate-ragged-panel-history-d29b295f9186/)
  Description: Determine eligibility per series and count usable series-days instead of quoting the nominal date span.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: panel-data, warm-up, sample-size
  Access: membership; plans at https://videotomd.com/pricing/.

- [Require Schedules and Dry Runs With New Pipelines](https://videotomd.com/b/text-local-gate-pipeline-schedules-and-dry-runs-0eb32b539789/)
  Description: Generate pipeline companions together and block changes that omit scheduling or dry-run support.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: pipelines, ci, scheduling, dry-runs
  Access: membership; plans at https://videotomd.com/pricing/.

- [Gate Retirement on Replacement Readiness](https://videotomd.com/b/text-local-gate-dataset-retirement-4b39c211bf17/)
  Description: Keep overlapping datasets until the replacement exists and approved consumers have moved.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-migration, dependency-management, retirement-gates
  Access: membership; plans at https://videotomd.com/pricing/.

- [Gate batches with content contracts](https://videotomd.com/b/text-local-gate-data-batches-with-contracts-0056c611361d/)
  Description: Quarantine invalid rows before merge; abort only when contamination exceeds an explicit threshold.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-quality, contracts, ingestion, quarantine
  Access: membership; plans at https://videotomd.com/pricing/.

- [Exclude frozen dates from market histories](https://videotomd.com/b/text-local-filter-frozen-market-dates-276dddce7718/)
  Description: Use a same-date reference bar to prevent closed-market snapshots from becoming new observations.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: market-data, session-calendar, history-quality
  Access: membership; plans at https://videotomd.com/pricing/.

- [Assign Table Values by Header Geometry](https://videotomd.com/b/text-local-extract-table-values-by-header-geometry-77cd0b234631/)
  Description: Map numeric cells to header positions so extra columns cannot silently shift field assignments.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: pdf, table-extraction, data-quality
  Access: membership; plans at https://videotomd.com/pricing/.

- [Apply the Same Price Floor to Every Served Query](https://videotomd.com/b/text-local-enforce-serving-price-floor-e8c930c20651/)
  Description: Prevent raw-table loaders from bypassing the price contract used by authoritative views.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-contract, query-validation, tdd
  Access: membership; plans at https://videotomd.com/pricing/.

- [Resolve email fields with a cost-aware source ladder](https://videotomd.com/b/text-local-email-source-ladder-b03649cf4866/)
  Description: Use held data first, join existing records, and call a paid source only for a specific gap.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: email, data-sourcing, cost-control
  Access: membership; plans at https://videotomd.com/pricing/.

- [Keep provisional values inside editable fields](https://videotomd.com/b/text-local-editable-prefill-containment-b03649cf4866/)
  Description: Prevent a convenient starting value from becoming an uncorrectable factual claim.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: prefill, provenance, derived-data
  Access: membership; plans at https://videotomd.com/pricing/.

- [Discover Listing Pages and Validate Join Keys](https://videotomd.com/b/text-local-discover-and-join-listing-pages-fe8a3d804e20/)
  Description: Use list view to expose detail links, then verify URL identifiers against displayed listing numbers before joining records.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, browser · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: web-crawl, listing-data, join-validation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Check Whether a Repair Survives Synchronization](https://videotomd.com/b/text-local-detect-repair-overwrites-715d52ce3a63/)
  Description: Rerun the upstream writer, detect restored errors, and correct ownership instead of entering a write loop.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: synchronization, source-ownership, repair
  Access: membership; plans at https://videotomd.com/pricing/.

- [Add incremental extraction per source](https://videotomd.com/b/text-local-design-incremental-ingest-5aa11de211e9/)
  Description: Classify each source before choosing a cursor, merge, or full replacement strategy.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: ingestion, incremental-loading, data-pipelines
  Access: membership; plans at https://videotomd.com/pricing/.

- [Enrich the scope actually present in a widened pool](https://videotomd.com/b/text-local-derive-enrichment-scope-from-actual-pool-013a01ef9967/)
  Description: Use records' own scope keys after fallback expands the result set.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: enrichment, scope, joins
  Access: membership; plans at https://videotomd.com/pricing/.

- [Cross-check ingestion identities in CI](https://videotomd.com/b/text-local-cross-check-ingestion-registry-0056c611361d/)
  Description: Detect configuration drift by comparing registry entries with code, workflows, consumers, and landed data.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: ingestion, registry, ci, configuration
  Access: membership; plans at https://videotomd.com/pricing/.

- [Use direct counts for dataset-size claims](https://videotomd.com/b/text-local-count-rows-instead-of-reading-estimates-ef5723f26b63/)
  Description: Replace stale planner estimates with a live count of the dataset being described.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: sql, measurement, data-inventory
  Access: membership; plans at https://videotomd.com/pricing/.

- [Correct Calendar-Based Year-Over-Year Specs](https://videotomd.com/b/text-local-correct-calendar-yoy-spec-247595a4f184/)
  Description: Replace row-offset comparisons with the specified calendar tolerance rule before implementation.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: time-series, sql, specification
  Access: membership; plans at https://videotomd.com/pricing/.

- [Confirm a Data Source’s Full Scope](https://videotomd.com/b/text-local-confirm-data-source-ceiling-d19d3e218721/)
  Description: Enumerate a bounded source family and verify ingestion coverage against its authoritative catalog.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-sources, ingestion, scope-validation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Escape CSV cells at one output boundary](https://videotomd.com/b/text-local-complete-paged-data-exports-669bc26e6491/)
  Description: Route every exported cell through the tested escaper and verify formula-shaped input remains text.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: pagination, data-export, error-handling
  Access: membership; plans at https://videotomd.com/pricing/.

- [Classify Off-Market Listing Transitions](https://videotomd.com/b/text-local-classify-off-market-listing-transitions-6cbd8e7f4e67/)
  Description: Resolve listing departures without mistaking pending closures or old sales for current outcomes.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: listing-data, classification, data-quality
  Access: membership; plans at https://videotomd.com/pricing/.

- [Show Price Basis in Comparable Bar Labels](https://videotomd.com/b/text-local-chart-priced-comparables-honestly-1f80580b2c85/)
  Description: Build sorted price bars with visible estimate and listing qualifiers, then attach them directly to the answer.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: charts, comparables, data-labeling
  Access: membership; plans at https://videotomd.com/pricing/.

- [Preserve feed identity through calculations](https://videotomd.com/b/text-local-carry-feed-lineage-through-derived-values-276dddce7718/)
  Description: Carry source-feed labels through filtered history and derived values instead of hardcoding provenance.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: lineage, data-feeds, derived-metrics
  Access: membership; plans at https://videotomd.com/pricing/.

- [Cache and Reconcile Citation Detail](https://videotomd.com/b/text-local-cache-and-reconcile-citation-detail-48361fba2624/)
  Description: Replace repeated full citation scans with one reusable extract, guarded by exact count reconciliation.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: citations, query-cost, reconciliation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Build and Verify a Corridor Profile](https://videotomd.com/b/text-local-build-verified-corridor-profile-0ecbd14adab0/)
  Description: Capture context, assemble evidence, preview generated sections, validate, and verify the saved profile.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-pipeline, provenance, validation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Build an Aligned Two-Tier Monthly Dataset](https://videotomd.com/b/text-local-build-tier-divergence-series-a2452dc6ee23/)
  Description: Preserve unmatched tiers while aligning monthly series and merging them at a stable grain.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: etl, time-series, joins
  Access: membership; plans at https://videotomd.com/pricing/.

- [Keep data registries wired to consumers](https://videotomd.com/b/text-local-build-registries-with-enforced-lineage-c9b19a0d2c90/)
  Description: Record source coverage, authoritative roots, obligations, and their live consumers.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-lineage, registries, ingestion
  Access: membership; plans at https://videotomd.com/pricing/.

- [Build a Producer from Recorded Source Bodies](https://videotomd.com/b/text-local-build-a-deterministic-producer-from-recorded-source-bodies-2f456bcc56b8/)
  Description: Replay exact fetched bodies offline and bind each extracted field to its actual retrieval.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: provenance, fixtures, determinism
  Access: membership; plans at https://videotomd.com/pricing/.

- [Bind chart and headline to one source total](https://videotomd.com/b/text-local-bind-chart-and-headline-to-one-source-value-3527b3288c4d/)
  Description: Generate a headline and labeled donut from one detail table, then align preview and live output.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: charts, data-lineage, consistency, preview-parity
  Access: membership; plans at https://videotomd.com/pricing/.

- [Backfill Missing Listing Dates Safely](https://videotomd.com/b/text-local-backfill-missing-listing-dates-b54b58f91b0d/)
  Description: Recover missing listing dates in resumable batches without generating listing activity.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: backfill, idempotency, data-quality
  Access: membership; plans at https://videotomd.com/pricing/.

- [Audit Profiles With Documented Exceptions](https://videotomd.com/b/text-local-audit-corridor-profile-completeness-0ecbd14adab0/)
  Description: Separate complete profiles, justified nulls, and missing coverage without inventing measurements.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-quality, null-handling, completeness
  Access: membership; plans at https://videotomd.com/pricing/.

- [Attribute Usage to Account Owners](https://videotomd.com/b/text-local-attribute-usage-to-account-owners-f6d931ff7077/)
  Description: Make account limits count the same owner's actions across web and tool interfaces.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: identity, usage-metering, account-limits
  Access: membership; plans at https://videotomd.com/pricing/.

- [Apply a Prepared Results-Access Migration](https://videotomd.com/b/text-local-apply-prepared-results-access-migration-01247a7b8015/)
  Description: Run an existing access-policy migration and verify authenticated users can see newly generated results.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: database, access-control, migrations
  Access: membership; plans at https://videotomd.com/pricing/.

- [Calculate ratios only on matching dates](https://videotomd.com/b/text-local-align-dates-before-ratios-276dddce7718/)
  Description: Prevent a lagging series from silently producing a ratio between different observation dates.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: time-series, date-alignment, ratios
  Access: membership; plans at https://videotomd.com/pricing/.

- [Add a Domain to a Data Brief Factory](https://videotomd.com/b/text-local-add-domain-to-data-brief-factory-a4a2e4b05166/)
  Description: Extend a shared brief pipeline with a source adapter and deterministic analysis, preserving fact provenance.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-pipeline, data-brief, provenance
  Access: membership; plans at https://videotomd.com/pricing/.

### Email production

- [Verify the reply inbox end to end](https://videotomd.com/b/text-local-verify-reply-inbox-end-to-end-d6d32357aec6/)
  Description: Prove replies arrive in a readable inbox before depending on reply-based support or stop requests.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: reply-path, mail-routing, receipt
  Access: membership; plans at https://videotomd.com/pricing/.

- [Validate email rendering before delivery](https://videotomd.com/b/text-local-verify-delivered-email/)
  Description: Test the real builder and renderer, then inspect both layout and factual output.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: email-production
  Access: membership; plans at https://videotomd.com/pricing/.

- [Reject misleading chart input mappings](https://videotomd.com/b/text-local-validate-chart-input-semantics-ef5723f26b63/)
  Description: Prevent negative bars and categorical labels from acquiring false visual or date meanings.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: charts, input-validation, rendering
  Access: membership; plans at https://videotomd.com/pricing/.

- [Validate cached prose against the receiving artifact](https://videotomd.com/b/text-local-use-bounded-narrative-readthrough-013a01ef9967/)
  Description: Reject cached commentary containing numbers unsupported by its smaller destination.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: cached-prose, grounding, validation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Trace every rendered number to a source fact](https://videotomd.com/b/text-local-trace-numbers-through-rendered-output-bf1874bc26a1/)
  Description: Bind typed facts into fixed output slots and lint the final artifact.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: provenance, rendering, factuality
  Access: membership; plans at https://videotomd.com/pricing/.

- [Trace Field Preservation Through Document Builders](https://videotomd.com/b/text-local-trace-document-field-preservation-38eb240f2cdd/)
  Description: Follow complete input facts into document blocks and identify the first missing value or unverified boundary.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: debugging, data-flow, document-builders
  Access: membership; plans at https://videotomd.com/pricing/.

- [Design email recipes around one pipeline](https://videotomd.com/b/text-local-shared-email-recipe-pipeline/)
  Description: Let recipes choose content while a shared seam assigns layout and one renderer produces output.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: email-production
  Access: membership; plans at https://videotomd.com/pricing/.

- [Render email and social charts from one specification](https://videotomd.com/b/text-local-shared-chart-specs-8306edcd80c6/)
  Description: Compute geometry in code and feed identical chart specifications into each surface's image renderer.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: charts, rendering, data-integrity
  Access: membership; plans at https://videotomd.com/pricing/.

- [Share expanded brand tokens across email and social](https://videotomd.com/b/text-local-shared-brand-token-root-8306edcd80c6/)
  Description: Resolve typography, colors and surfaces from one branding record for both output types.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: branding, design-tokens, cross-channel
  Access: membership; plans at https://videotomd.com/pricing/.

- [Seed required blocks before applying brand data](https://videotomd.com/b/text-local-seed-brand-readable-blocks-b03649cf4866/)
  Description: Mirror the production canvas when a recipe reads brand information from existing blocks.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: branding, fixtures, canvas
  Access: membership; plans at https://videotomd.com/pricing/.

- [Save Before Sending Personalized Email](https://videotomd.com/b/text-local-save-before-personalized-send-644b9dc76114/)
  Description: Send the persisted design and substitute recipient fields separately for each recipient.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: persistence, personalization, email
  Access: membership; plans at https://videotomd.com/pricing/.

- [Route Email Builds Through a Total Fallback](https://videotomd.com/b/text-local-route-email-builds-through-a-total-fallback-84c7343f9476/)
  Description: Make every email build use a registered grid, including unmatched requests and invalid builder results.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: email, routing, validation, migration
  Access: membership; plans at https://videotomd.com/pricing/.

- [Extend equivalent emails through the same builder](https://videotomd.com/b/text-local-reuse-listing-flyer-builder-b03649cf4866/)
  Description: Change declared variant fields instead of copying a sibling email's construction logic.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: recipes, reuse, lifecycle
  Access: membership; plans at https://videotomd.com/pricing/.

- [Render sentence banks without partial claims](https://videotomd.com/b/text-local-render-sentence-banks-without-partial-claims-9fb93c3bf9f3/)
  Description: Fill typed slots from resolved facts, drop incomplete sentences whole, and keep generated prose additive.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: content-generation, templates, validation, claims
  Access: membership; plans at https://videotomd.com/pricing/.

- [Bake an email photo badge into the image](https://videotomd.com/b/text-local-raster-photo-badge-b03649cf4866/)
  Description: Composite the badge server-side and preserve the original photo if processing fails.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: images, raster, fallback
  Access: membership; plans at https://videotomd.com/pricing/.

- [Require a submitted form to unsubscribe](https://videotomd.com/b/text-local-prevent-scanners-from-unsubscribing-recipients-d6d32357aec6/)
  Description: Make unsubscribe links display a confirmation form so automated link fetches do not remove recipients.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: unsubscribe, link-scanners, retry-state
  Access: membership; plans at https://videotomd.com/pricing/.

- [Preserve supplied text outside AI rewrite slots](https://videotomd.com/b/text-local-preserve-source-text-outside-model-slots-013a01ef9967/)
  Description: Protect authorized verbatim blocks from model edits, truncation, and schema caps.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: verbatim, text-integrity, schema
  Access: membership; plans at https://videotomd.com/pricing/.

- [Retain debt for failed email delivery](https://videotomd.com/b/text-local-preserve-email-delivery-debt-d6d32357aec6/)
  Description: Enforce the promised destination, confirm publication before sending, and preserve failed delivery for retry.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: delivery-state, idempotency, email
  Access: membership; plans at https://videotomd.com/pricing/.

- [Preserve Distinct Image Slots](https://videotomd.com/b/text-local-preserve-distinct-image-slots-644b9dc76114/)
  Description: Tag generated images by role so refreshing one preserves other images and manual uploads.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: images, content-integrity, email
  Access: membership; plans at https://videotomd.com/pricing/.

- [Carry reader requirements into a new email product](https://videotomd.com/b/text-local-port-email-reader-checklist-c9b19a0d2c90/)
  Description: Turn formatting and reader expectations into explicit acceptance checks for the new output.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: acceptance-checklist, reader-quality, product-portability
  Access: membership; plans at https://videotomd.com/pricing/.

- [Fit chart labels with real font widths](https://videotomd.com/b/text-local-measure-font-width-from-runtime-assets-013a01ef9967/)
  Description: Replace character-count clipping with measurements from runtime-accessible fonts.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: charts, typography, font-metrics
  Access: membership; plans at https://videotomd.com/pricing/.

- [Parameterize repeated acceptance harnesses](https://videotomd.com/b/text-local-make-acceptance-harnesses-parameterized-013a01ef9967/)
  Description: Share verification logic while preserving each output's fixture and assertions.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: harness, reuse, acceptance
  Access: membership; plans at https://videotomd.com/pricing/.

- [Render previews at the real output width](https://videotomd.com/b/text-local-keep-preview-width-equal-to-output-width-013a01ef9967/)
  Description: Prevent iframe width and scrollbars from fabricating wrapping defects.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, browser · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: previews, iframes, layout
  Access: membership; plans at https://videotomd.com/pricing/.

- [Apply Branding Without Changing Facts](https://videotomd.com/b/text-local-keep-branding-and-generated-content-separate-644b9dc76114/)
  Description: Use one brand mapping for live previews while leaving generated factual content untouched.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: branding, ai-content, data-integrity
  Access: membership; plans at https://videotomd.com/pricing/.

- [Make acceptance renders safe and correctly located](https://videotomd.com/b/text-local-keep-acceptance-renders-free-and-targeted-013a01ef9967/)
  Description: Ensure a gate's prescribed render writes its actual target without enabling paid lookups.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: acceptance, render-harness, spend
  Access: membership; plans at https://videotomd.com/pricing/.

- [Mirror the hero and deduplicate its gallery](https://videotomd.com/b/text-local-hero-gallery-deduplication-b03649cf4866/)
  Description: Keep the leading image durable without repeating it in supplementary photos.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: images, storage, deduplication
  Access: membership; plans at https://videotomd.com/pricing/.

- [Key cached assets by their rendered bytes](https://videotomd.com/b/text-local-hash-rendered-assets-013a01ef9967/)
  Description: Make visual changes produce new asset URLs even when the input specification stays unchanged.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: cache, images, content-hash
  Access: membership; plans at https://videotomd.com/pricing/.

- [Gate personalized recurring email sends](https://videotomd.com/b/text-local-gate-personalized-recurring-email-sends-a6898e74bf5e/)
  Description: Build per-recipient issues in bounded batches, preview them, and require review before a new recurring product sends.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: email, personalization, release-gates
  Access: membership; plans at https://videotomd.com/pricing/.

- [Gate a Data Brief Before Delivery](https://videotomd.com/b/text-local-gate-data-brief-delivery-a4a2e4b05166/)
  Description: Validate inputs, render and score the complete brief, then refuse delivery whenever a required gate fails.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-brief, quality-gates, email
  Access: membership; plans at https://videotomd.com/pricing/.

- [Resolve Brands Through Validated Fixtures](https://videotomd.com/b/text-local-fixture-first-brand-resolution-f98ba6a792e9/)
  Description: Prefer trusted stored brands, retain live enrichment as a fallback, and report the origin of each selection.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: brand-resolution, fixtures, confidence, provenance
  Access: membership; plans at https://videotomd.com/pricing/.

- [Fill a Fixed Email Skeleton From Sources](https://videotomd.com/b/text-local-fill-fixed-email-skeleton-from-sources-84c7343f9476/)
  Description: Reuse sourced filling while leaving unavailable figures open and recovering safely from sourcing failures.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: email, sourced-data, fallback, refactoring
  Access: membership; plans at https://videotomd.com/pricing/.

- [Extend a Typed Document Block](https://videotomd.com/b/text-local-extend-typed-document-block-644b9dc76114/)
  Description: Register a new block across typing, validation, defaults, rendering, editing, and branding.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: schema, document-model, email
  Access: membership; plans at https://videotomd.com/pricing/.

- [Precompute validated email commentary](https://videotomd.com/b/text-local-email-no-invention-gate/)
  Description: Cache checked prose for bounded subjects and prove the email builder consumes it.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: email-production
  Access: membership; plans at https://videotomd.com/pricing/.

- [Build an email grid with consistent typography](https://videotomd.com/b/text-local-email-grid-type-spacing/)
  Description: Use one layout grammar and tokens that keep font size, weight and line height together.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: email-production
  Access: membership; plans at https://videotomd.com/pricing/.

- [Check email colors, buttons and links](https://videotomd.com/b/text-local-email-colors-buttons-links/)
  Description: Keep meaning visible without color or images and verify every action reaches its promised destination.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, web · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: email-production
  Access: membership; plans at https://videotomd.com/pricing/.

- [Record which builder produced each document](https://videotomd.com/b/text-local-email-build-provenance-b03649cf4866/)
  Description: Validate recipe keys and carry truthful provenance across document versions.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: email, provenance, data-integrity
  Access: membership; plans at https://videotomd.com/pricing/.

- [Verify branding through the real profile path](https://videotomd.com/b/text-local-email-brand-carry-check-b03649cf4866/)
  Description: Render with an account profile to catch fields lost between account and project.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: email, branding, integration
  Access: membership; plans at https://videotomd.com/pricing/.

- [Suppress restricted facts before narrative generation](https://videotomd.com/b/text-local-email-acceptance-render-b03649cf4866/)
  Description: Remove facts the recipe must not reveal from both the grid and model input.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: email, acceptance, rendering
  Access: membership; plans at https://videotomd.com/pricing/.

- [Fit footnotes by choosing complete alternatives](https://videotomd.com/b/text-local-complete-footnote-fit-b03649cf4866/)
  Description: Preserve whole factual statements instead of cutting a caption through a number.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: footnotes, schemas, text-fitting
  Access: membership; plans at https://videotomd.com/pricing/.

- [Clear narrative slots before authoring](https://videotomd.com/b/text-local-clear-narrative-slots-before-authoring-758c4663234f/)
  Description: Prevent prefilled template text from bypassing a narrator that skips occupied blocks.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: templates, narrative-generation, content-pipeline
  Access: membership; plans at https://videotomd.com/pricing/.

- [Clamp scheduled sends to a local-time window](https://videotomd.com/b/text-local-clamp-email-send-times-e099d8461d60/)
  Description: Enforce local sending hours in scheduling code and the worker, preserving valid requests and explaining adjustments.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: email, scheduling, timezones
  Access: membership; plans at https://videotomd.com/pricing/.

- [Choose charts that explain the actual subject](https://videotomd.com/b/text-local-choose-subject-relevant-charts-758c4663234f/)
  Description: Use charts for numerical arguments; remove irrelevant charts, decorative two-value bars, and empty chart frames.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: charts, content-policy, rendering
  Access: membership; plans at https://videotomd.com/pricing/.

- [Refresh chart assets before trusting screenshots](https://videotomd.com/b/text-local-cache-bust-chart-review-b03649cf4866/)
  Description: Distinguish a cached preview from the image currently stored at a reused URL.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, web · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: charts, caching, visual-review
  Access: membership; plans at https://videotomd.com/pricing/.

- [Keep branding from overwriting authored content](https://videotomd.com/b/text-local-brand-preserves-authored-copy/)
  Description: Apply brand defaults after authoring and prove nonempty user content survives.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: email-production
  Access: membership; plans at https://videotomd.com/pricing/.

- [Bound optional photo mirroring time](https://videotomd.com/b/text-local-bound-photo-mirroring-time-013a01ef9967/)
  Description: Keep an external image copy from leaving a build waiting indefinitely.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: images, timeouts, build-latency
  Access: membership; plans at https://videotomd.com/pricing/.

- [Gate Email Intake on Authentication and Consent](https://videotomd.com/b/text-local-authenticated-consented-email-intake-aca5c712a395/)
  Description: Block unauthenticated submissions before download and restrict replies to the original sender.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: email-intake, authentication, consent, privacy
  Access: membership; plans at https://videotomd.com/pricing/.

### Operations

- [Wire stored secrets into the consuming runtime](https://videotomd.com/b/text-local-wire-secrets-through-runtime-configuration-ef5723f26b63/)
  Description: Keep credentials out of tracked content and verify that the workflow actually receives its secret-store bindings.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: secrets, deployment, configuration
  Access: membership; plans at https://videotomd.com/pricing/.

- [Connect obligation intake to automatic completion](https://videotomd.com/b/text-local-wire-machine-closeable-obligations-013a01ef9967/)
  Description: Require a completion signal or explicit exception, then run the draining sweep.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: ledger, signals, automation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Verify private error reporting and alerts](https://videotomd.com/b/text-local-verify-private-error-alerting-18c1f5f0973d/)
  Description: Capture application errors across runtimes without exposing diagnostics or request bodies.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, browser · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: errors, alerts, privacy
  Access: membership; plans at https://videotomd.com/pricing/.

- [Verify a Private Deployment](https://videotomd.com/b/text-local-verify-private-deployment-fe0608302067/)
  Description: Transfer only reviewed files, verify their integrity, and isolate credentials from public serving paths.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: deployment, integrity, secrets
  Access: membership; plans at https://videotomd.com/pricing/.

- [Verify a disabled service actually stops](https://videotomd.com/b/text-local-verify-disabled-process/)
  Description: Check live process command lines and persistent configuration after disabling a workload.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: operations
  Access: membership; plans at https://videotomd.com/pricing/.

- [Verify Which Code Reaches Production](https://videotomd.com/b/text-local-verify-deployed-branch-before-review-4700b68465a5/)
  Description: Trace deployments and inspect the production revision before accepting claims about live behavior.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: deployment, branching, verification
  Access: membership; plans at https://videotomd.com/pricing/.

- [Verify Orders Before Releasing Repaired EPUBs](https://videotomd.com/b/text-local-verified-paid-epub-delivery-aca5c712a395/)
  Description: Match paid orders to accepted diagnoses and issue private delivery with explicit expiry and renewal rules.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: epub, order-verification, private-delivery, integrity
  Access: membership; plans at https://videotomd.com/pricing/.

- [Offer Repairs Only After a Clean Validation](https://videotomd.com/b/text-local-validated-epub-quote-gate-aca5c712a395/)
  Description: Gate repair offers on measurable improvements, prevent duplicate active quotes, and recognize free samples.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: epub, validation, quotes, state-management
  Access: membership; plans at https://videotomd.com/pricing/.

- [Close alerts with an auditable receipt](https://videotomd.com/b/text-local-triage-alert-queues-with-receipts-276dddce7718/)
  Description: Assign alerts an owner, deadline, and closure evidence; keep pending items visible until disposition is recorded.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: alert-triage, queues, accountability
  Access: membership; plans at https://videotomd.com/pricing/.

- [Verify assumption-change signals in primary documents](https://videotomd.com/b/text-local-tier-thesis-break-review-6eb32e5db403/)
  Description: Separate documented contradictions from allegations and indirect indicators.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: triage, risk, filings
  Access: membership; plans at https://videotomd.com/pricing/.

- [Test local security during component outages](https://videotomd.com/b/text-local-test-local-security-outages-a02ffa26e34d/)
  Description: Disconnect dependencies separately and verify recording, visible faults, and bounded aircraft recovery.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: outages, cameras, recovery
  Access: membership; plans at https://videotomd.com/pricing/.

- [Test authorization with real unprivileged users](https://videotomd.com/b/text-local-test-authorization-boundaries/)
  Description: Probe ownership boundaries rather than counting policies or trusting privileged requests.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: operations
  Access: membership; plans at https://videotomd.com/pricing/.

- [Stop Launches When a Shared Quota Is Exhausted](https://videotomd.com/b/text-local-stop-on-shared-rate-limit-330b5cfacb27/)
  Description: Detect quota exhaustion, record recovery state, and suspend every session until the reported reset.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: rate-limits, batch-processing, recovery
  Access: membership; plans at https://videotomd.com/pricing/.

- [Stage rate limits before enforcement](https://videotomd.com/b/text-local-stage-rate-limits-before-enforcement-18c1f5f0973d/)
  Description: Observe legitimate traffic before enabling rejection at the outer rate-limit layer.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: rate-limiting, api, traffic
  Access: membership; plans at https://videotomd.com/pricing/.

- [Audit a small app across infrastructure layers](https://videotomd.com/b/text-local-small-app-infrastructure-audit/)
  Description: Prioritize observed cost, exposure and recovery gaps using evidence from the actual application.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: operations
  Access: membership; plans at https://videotomd.com/pricing/.

- [Serialize publishers before loading authority](https://videotomd.com/b/text-local-serialize-publication-and-refresh-authority-d6d32357aec6/)
  Description: Prevent delayed publishers from replacing newer approved output or reviving revoked routes.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: deployment, concurrency, revocation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Check Producer Heartbeats on an Independent Schedule](https://videotomd.com/b/text-local-serialize-deployments-without-dropping-jobs-d8e0a2e1ab46/)
  Description: Detect a silent producer without waiting for its next push.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: monitoring, operations, heartbeat
  Access: membership; plans at https://videotomd.com/pricing/.

- [Deploy Compatibility Before Renaming Configuration](https://videotomd.com/b/text-local-sequence-configuration-renames-with-fallbacks-0eb32b539789/)
  Description: Keep dependent requests working while configuration names change across code and deployment settings.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: configuration, deployments, backward-compatibility
  Access: membership; plans at https://videotomd.com/pricing/.

- [Separate user traffic from deployment probes](https://videotomd.com/b/text-local-separate-real-traffic-from-smoke-tests-ef5723f26b63/)
  Description: Verify that logged activity represents users before using it to justify caching work.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: traffic-analysis, deployment, caching
  Access: membership; plans at https://videotomd.com/pricing/.

- [Dispatch publication without rerunning collection](https://videotomd.com/b/text-local-separate-publishing-from-collection-dispatch-d6d32357aec6/)
  Description: Let approval publish existing output without triggering unrelated source checks or notices.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: workflow, dispatch, publishing
  Access: membership; plans at https://videotomd.com/pricing/.

- [Select one artifact across every result page](https://videotomd.com/b/text-local-select-artifacts-across-all-result-pages-d6d32357aec6/)
  Description: Keep artifact identity fields together when choosing a retained build from paginated results.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: artifacts, pagination, deployment
  Access: membership; plans at https://videotomd.com/pricing/.

- [Schedule Visible Control-Branch Tests](https://videotomd.com/b/text-local-schedule-visible-control-branch-tests-7bb6c1173f81/)
  Description: Run synthetic control tests weekly and surface failures through the normal operational reporting channel.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: scheduled-tests, monitoring, failure-reporting
  Access: membership; plans at https://videotomd.com/pricing/.

- [Run Smoke Tests Linked to Verification Records](https://videotomd.com/b/text-local-run-ledger-linked-smoke-tests-865d5e59d735/)
  Description: Run concurrent HTTP assertions, stamp passing records, and expose failures and manual checks without closing them.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, web · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: smoke-testing, verification-ledger, ci
  Access: membership; plans at https://videotomd.com/pricing/.

- [Review an SVG Package Before Delivery](https://videotomd.com/b/text-local-review-svg-delivery-2f430a4a5c46/)
  Description: Check visual fidelity and delivery records before releasing an SVG archive.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, browser · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: svg, visual-review, delivery
  Access: membership; plans at https://videotomd.com/pricing/.

- [Resume setup after secret synchronization fails](https://videotomd.com/b/text-local-resume-provisioning-after-secret-sync-failure-d6d32357aec6/)
  Description: Retry external synchronization independently of local creation and declare readiness only after a live baseline.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: provisioning, recovery, readiness
  Access: membership; plans at https://videotomd.com/pricing/.

- [Resume batch work through persisted handoffs](https://videotomd.com/b/text-local-resume-batch-work-through-persisted-handoffs-582770a2f55a/)
  Description: Persist batch identifiers and input fingerprints before polling so later runs can collect safely.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: batch-processing, recovery, idempotency
  Access: membership; plans at https://videotomd.com/pricing/.

- [Test writes and sequences after restoration](https://videotomd.com/b/text-local-restore-write-sequence/)
  Description: A restored app must create, serve and remove new data without reusing previously issued IDs.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: operations
  Access: membership; plans at https://videotomd.com/pricing/.

- [Reserve API budget before making calls](https://videotomd.com/b/text-local-reserve-api-budget/)
  Description: Refuse spending when limits or accounting state cannot be trusted.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: operations
  Access: membership; plans at https://videotomd.com/pricing/.

- [Distribute Channel Assets From One Report](https://videotomd.com/b/text-local-repurpose-and-distribute-a-live-report-0619f16717ce/)
  Description: Turn a sourced report into audience-specific assets and direct every drop to its live canonical page.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: content-distribution, reporting, launch
  Access: membership; plans at https://videotomd.com/pricing/.

- [Recover Hosted Links After a Tunnel Restart](https://videotomd.com/b/text-local-recover-rotated-tunnel-url-cefdea81bb39/)
  Description: Recover the current hostname, verify hosted routes, and replace stale links and delivery references.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: tunnel, hosting, incident-recovery
  Access: membership; plans at https://videotomd.com/pricing/.

- [Rebuild Dashboards From Current Inputs](https://videotomd.com/b/text-local-rebuild-published-dashboards-from-current-inputs-d8e0a2e1ab46/)
  Description: Preserve current tracked topic dashboards, restore non-topic inputs, and rebuild the published site.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: ci, deployment, freshness
  Access: membership; plans at https://videotomd.com/pricing/.

- [Queue Work Behind an Active Runner](https://videotomd.com/b/text-local-queue-runs-behind-active-run-330b5cfacb27/)
  Description: Use a bounded detached waiter that retries the locked launch when capacity becomes available.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: queue, concurrency, automation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Gate every publication on current approval](https://videotomd.com/b/text-local-publish-reviewed-content-from-current-authority-d6d32357aec6/)
  Description: Keep observations separate from approved output and enforce current approval and authorization on every publishing path.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: publishing, content-approval, authorization
  Access: membership; plans at https://videotomd.com/pricing/.

- [Publish and Verify Before Sending Notices](https://videotomd.com/b/text-local-publish-before-notifying-d8e0a2e1ab46/)
  Description: Build and deploy the change, verify its live page, then send notices and commit delivery state.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: deployment, notifications, delivery-state
  Access: membership; plans at https://videotomd.com/pricing/.

- [Run Private Intake With Preview and Safe Retries](https://videotomd.com/b/text-local-preview-lock-and-retry-intake-aca5c712a395/)
  Description: Separate preview from sending, serialize processing, and retry failed replies without creating duplicate deliveries.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: Python · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: email-workers, preview, idempotency, deployment
  Access: membership; plans at https://videotomd.com/pricing/.

- [Package a Scoped SVG Batch](https://videotomd.com/b/text-local-package-scoped-svg-batch-2f430a4a5c46/)
  Description: Build a reviewable SVG archive while preserving originals and excluding private intake data.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: Python · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: svg, packaging, validation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Detect stale outputs beyond green schedules](https://videotomd.com/b/text-local-output-freshness-monitor/)
  Description: Measure the age of produced data and separately prove scheduled execution occurs.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: operations
  Access: membership; plans at https://videotomd.com/pricing/.

- [Gate and order nightly data workflows](https://videotomd.com/b/text-local-order-nightly-data-workflows-0056c611361d/)
  Description: Require landed rows before publishing, then reject downstream sends with stale publication tokens.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-pipeline, scheduling, freshness, workflow
  Access: membership; plans at https://videotomd.com/pricing/.

- [Monitor Hosted Pages Through a Service Commitment](https://videotomd.com/b/text-local-monitor-hosted-page-commitments-cefdea81bb39/)
  Description: Check every required service and promised page daily through the agreed hosting period.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, web · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: monitoring, hosting, service-continuity
  Access: membership; plans at https://videotomd.com/pricing/.

- [Migrate DNS Without Dropping Records](https://videotomd.com/b/text-local-migrate-dns-with-record-parity-50bf3acdb000/)
  Description: Inventory every DNS record before changing nameservers, then verify the imported set after migration.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: dns, migration, verification
  Access: membership; plans at https://videotomd.com/pricing/.

- [Measure actual traffic before adding a cache](https://videotomd.com/b/text-local-measure-traffic-before-caching-013a01ef9967/)
  Description: Target the path users call instead of optimizing a merely existing endpoint.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: performance, traffic, caching
  Access: membership; plans at https://videotomd.com/pricing/.

- [Record out-of-band actions without repeating them](https://videotomd.com/b/text-local-make-artifacts-discoverable-and-actionable-c9b19a0d2c90/)
  Description: Keep a ledger accurate when a person completes work outside the application.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: registries, automation, reliability
  Access: membership; plans at https://videotomd.com/pricing/.

- [Promote tasks to verification only after code lands](https://videotomd.com/b/text-local-keep-verification-class-for-built-work-013a01ef9967/)
  Description: Keep an empty specification from masquerading as completed implementation.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: status, verification, ledger
  Access: membership; plans at https://videotomd.com/pricing/.

- [Check the operations index before building a report](https://videotomd.com/b/text-local-inspect-existing-monitor-index-first-013a01ef9967/)
  Description: Avoid duplicating a monitor that already answers the question.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: discovery, monitoring, reuse
  Access: membership; plans at https://videotomd.com/pricing/.

- [Check the work behind a parked workflow](https://videotomd.com/b/text-local-inspect-deliverables-behind-a-parked-workflow-013a01ef9967/)
  Description: Inspect concrete deliverables as well as a workflow's gate and trigger state.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: workflow, status, verification
  Access: membership; plans at https://videotomd.com/pricing/.

- [Add access barriers beyond row policies](https://videotomd.com/b/text-local-harden-access-beyond-row-policies-ef5723f26b63/)
  Description: Restrict network access and remove unused database grants before a policy change can expose them.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: least-privilege, network-access, database-security
  Access: membership; plans at https://videotomd.com/pricing/.

- [Guard Collectors Using Removable Archives](https://videotomd.com/b/text-local-guard-removable-data-archives-f18efb4fe716/)
  Description: Stop capture when the intended archive volume is absent or storage safeguards fail.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: storage, collectors, data-preservation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Wait for the Tested Commit to Be Deployed](https://videotomd.com/b/text-local-gate-smoke-tests-on-deployment-865d5e59d735/)
  Description: Release smoke tests only when a ready production deployment matches the workflow's triggering commit.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: deployment, ci, smoke-testing
  Access: membership; plans at https://videotomd.com/pricing/.

- [Gate rollback on critical smoke failures](https://videotomd.com/b/text-local-gate-rollback-on-critical-smoke-failure-83c8ea22171b/)
  Description: Retry critical checks once before a guarded rollback; report soft failures without rolling back.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: deployment, rollback, smoke-tests, github-actions
  Access: membership; plans at https://videotomd.com/pricing/.

- [Gate a One-Shot Scheduled Send](https://videotomd.com/b/text-local-gate-one-shot-sends-fe0608302067/)
  Description: Limit a scheduled message to one request and reconcile uncertain delivery before claiming contact.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: scheduling, idempotency, reconciliation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Gate Catalog Promotion on a Clean Live Cycle](https://videotomd.com/b/text-local-gate-new-data-products-before-catalog-release-a2452dc6ee23/)
  Description: Keep a new data product provisional until its live pipeline, independent parity, and output checks pass.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: release-gates, data-quality, catalog
  Access: membership; plans at https://videotomd.com/pricing/.

- [Gate supervised drone missions](https://videotomd.com/b/text-local-gate-drone-mission-requests-a02ffa26e34d/)
  Description: Block launches and route changes unless authorization, fresh safety inputs, and recovery capacity pass.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: drones, mission-control, safety
  Access: membership; plans at https://videotomd.com/pricing/.

- [Attach Evidence Atomically When Closing Checks](https://videotomd.com/b/text-local-evidence-aware-check-closure-eec469ea8cdf/)
  Description: Evaluate stored signals before closure, require evidence for manual checks, and clear proof when reopening.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: workflow, evidence, atomic-updates
  Access: membership; plans at https://videotomd.com/pricing/.

- [Prove a backup restores in isolation](https://videotomd.com/b/text-local-disposable-backup-restore/)
  Description: Restore a named archive, exercise it, record measured results and destroy the test environment.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: operations
  Access: membership; plans at https://videotomd.com/pricing/.

- [Build a Shared Cron Failure Classifier](https://videotomd.com/b/text-local-deterministic-cron-failure-classifier-3abfc98ff31d/)
  Description: Turn log tails into consistent classes and guarded suggestions without model calls.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: Python · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: cron, classification, dependencies, triage
  Access: membership; plans at https://videotomd.com/pricing/.

- [Separate deploy rollback from data recovery](https://videotomd.com/b/text-local-deploy-versus-data-recovery/)
  Description: Write distinct recovery paths for application code, database changes and stored files.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: operations
  Access: membership; plans at https://videotomd.com/pricing/.

- [Deploy Public Files to a Shared Subpath](https://videotomd.com/b/text-local-deploy-static-subpath-safely-cefdea81bb39/)
  Description: Copy selected public assets into an assigned subdirectory, verify them, then publish its navigation link.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, web · Bring: Git · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: static-hosting, deployment, scp
  Access: membership; plans at https://videotomd.com/pricing/.

- [Measure rates when judging a cumulative counter](https://videotomd.com/b/text-local-cumulative-counter-rate/)
  Description: Use interval deltas to decide whether a fix reduced ongoing usage.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: operations
  Access: membership; plans at https://videotomd.com/pricing/.

- [Automatically close verified obligations](https://videotomd.com/b/text-local-close-obligations-with-discriminating-signals-ef5723f26b63/)
  Description: Give an obligation ledger a scheduled closer that distinguishes completion from superficial matches.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: obligations, automation, completion-signals
  Access: membership; plans at https://videotomd.com/pricing/.

- [Check account constraints before restarting](https://videotomd.com/b/text-local-check-account-constraints-before-restarting-ef5723f26b63/)
  Description: Separate the layer reporting an outage from quota or account restrictions that may keep causing it.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: incident-diagnosis, quotas, account-usage
  Access: membership; plans at https://videotomd.com/pricing/.

- [Retry Transient Cron Failures Once](https://videotomd.com/b/text-local-bounded-transient-cron-retry-3abfc98ff31d/)
  Description: Recover temporary failures while preventing retry loops and preserving stale-data alerts.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: cron, retries, failure-handling
  Access: membership; plans at https://videotomd.com/pricing/.

- [Execute a Bounded Data Repair](https://videotomd.com/b/text-local-bounded-data-repair-715d52ce3a63/)
  Description: Establish authority, reject stale plans, change only the intended field, and verify outcomes separately.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: repair, data-quality, concurrency
  Access: membership; plans at https://videotomd.com/pricing/.

- [Bind changing claims to their source of truth](https://videotomd.com/b/text-local-bind-changing-claims-to-gates-ef5723f26b63/)
  Description: Replace maintained literals with derived values and block changes that leave authoritative records stale.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: drift, change-gates, source-of-truth
  Access: membership; plans at https://videotomd.com/pricing/.

- [Bench-test drone charging interlocks](https://videotomd.com/b/text-local-bench-test-drone-charge-interlocks-a02ffa26e34d/)
  Description: Require safe seating and battery conditions, then inject faults with motors physically disabled.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: drones, charging, interlocks
  Access: membership; plans at https://videotomd.com/pricing/.

- [Archive Obsolete Code Without Breaking Dependents](https://videotomd.com/b/text-local-archive-obsolete-code-with-dependency-checks-2ea5c9e24238/)
  Description: Move retired material out of active discovery while preserving files still required by imports, jobs, or checks.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: repository-maintenance, archiving, dependencies
  Access: membership; plans at https://videotomd.com/pricing/.

- [Archive old obligations without losing their record](https://videotomd.com/b/text-local-archive-obligations-without-information-loss-013a01ef9967/)
  Description: Reset an authorized backlog while retaining complete history and reversible dispositions.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: backlog, archiving, audit-trail
  Access: membership; plans at https://videotomd.com/pricing/.

### Knowledge management

- [Recover an unfamiliar product from session records](https://videotomd.com/b/text-local-search-transcripts-before-guessing-products-013a01ef9967/)
  Description: Search prior transcripts before replacing an unknown name with a web-search guess.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: transcripts, continuity, disambiguation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Route an AI to relevant notes on demand](https://videotomd.com/b/text-local-route-context-by-keywords/)
  Description: Search a small keyword map and read the matching pages instead of preloading the whole wiki.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: knowledge-management
  Access: membership; plans at https://videotomd.com/pricing/.

- [Review corrections without freezing observations](https://videotomd.com/b/text-local-review-corrections-without-freezing-observations-d6d32357aec6/)
  Description: Detect meaningful changes under existing identifiers while retaining the approved display until review.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: change-detection, content-review, corrections
  Access: membership; plans at https://videotomd.com/pricing/.

- [Save reviews where the next session can find them](https://videotomd.com/b/text-local-persist-cross-session-reviews-013a01ef9967/)
  Description: Make reviews durable artifacts instead of leaving them inside one conversation.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: reviews, handoffs, continuity
  Access: membership; plans at https://videotomd.com/pricing/.

- [Keep immutable sources beside a maintained wiki](https://videotomd.com/b/text-local-immutable-sources-wiki/)
  Description: Compile linked notes while preserving raw evidence and explicit supersession.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: knowledge-management
  Access: membership; plans at https://videotomd.com/pricing/.

- [Count document reachability without self-credit](https://videotomd.com/b/text-local-audit-orphans-without-generated-map-contamination-013a01ef9967/)
  Description: Exclude generated inventories from evidence that documents are meaningfully discoverable.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: reachability, orphan-docs, measurement
  Access: membership; plans at https://videotomd.com/pricing/.

### Research workflows

- [Separate quoted and proxy options backtests](https://videotomd.com/b/text-local-validate-options-backtest-pricing-6d4651a6c838/)
  Description: Use covered bid/ask quotes and label uncovered pricing proxies without duplicating spread costs.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: options, backtesting, pricing-provenance
  Access: membership; plans at https://videotomd.com/pricing/.

- [Validate API filters before trusting absence](https://videotomd.com/b/text-local-validate-api-filters-before-trusting-absence-efaf6dd1606e/)
  Description: Check that a filter narrows results before treating an empty result as evidence.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: api, search, data-quality
  Access: membership; plans at https://videotomd.com/pricing/.

- [Screen Concentrated Citation Bursts](https://videotomd.com/b/text-local-screen-concentrated-citation-bursts-48361fba2624/)
  Description: Combine short citation spans with country concentration to catch artifacts missed by entity diversity.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: citations, artifact-detection, quality-gates
  Access: membership; plans at https://videotomd.com/pricing/.

- [Score candidate sources by outcomes](https://videotomd.com/b/text-local-score-sources-by-outcomes-276dddce7718/)
  Description: Label candidates before scoring, compare settled outcomes consistently, and base source status changes on recorded evidence.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: source-evaluation, scoring, experiments
  Access: membership; plans at https://videotomd.com/pricing/.

- [Score Backtests by Market Regime](https://videotomd.com/b/text-local-score-backtests-by-market-regime-f79a8c1f53f4/)
  Description: Expose regime-dependent failures that aggregate backtest results can conceal.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: backtesting, regime-analysis, evaluation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Keep the countercase in the linked artifact](https://videotomd.com/b/text-local-retain-item-level-adversarial-analysis-276dddce7718/)
  Description: Preserve each candidate's adversarial reasoning where the decision record actually points.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: adversarial-review, audit-trail, research-artifacts
  Access: membership; plans at https://videotomd.com/pricing/.

- [Make annualization frequency explicit](https://videotomd.com/b/text-local-require-explicit-annualization-period-276dddce7718/)
  Description: Require periods per year and inspect existing library behavior before annualizing a statistic.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: annualization, statistics, time-series
  Access: membership; plans at https://videotomd.com/pricing/.

- [Report walk-forward efficiency with sample size](https://videotomd.com/b/text-local-report-walk-forward-efficiency-with-counts-276dddce7718/)
  Description: Show efficiency alongside out-of-sample trade count without inventing an unsupported acceptance threshold.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: walk-forward, sample-size, evaluation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Repair feature warmup in walk-forward tests](https://videotomd.com/b/text-local-repair-walk-forward-feature-warmup-6d4651a6c838/)
  Description: Precompute causal features when short test slices prevent out-of-sample trades.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: backtesting, walk-forward, feature-engineering
  Access: membership; plans at https://videotomd.com/pricing/.

- [Measure Repair Coverage in a Lab and Pilot](https://videotomd.com/b/text-local-repair-lab-and-pilot-715d52ce3a63/)
  Description: Test controlled failures first, then measure supported repairs on authorized real incidents.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: experimentation, repair, coverage
  Access: membership; plans at https://videotomd.com/pricing/.

- [Count parameter trials that produced no trades](https://videotomd.com/b/text-local-record-empty-parameter-trials-276dddce7718/)
  Description: Preserve every tested parameter cell while keeping undefined results out of dispersion calculations.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: multiple-testing, trial-ledger, backtesting
  Access: membership; plans at https://videotomd.com/pricing/.

- [Produce a Novel, Actionable Research Digest](https://videotomd.com/b/text-local-produce-novel-actionable-digest-a7877d180b0e/)
  Description: Compare ideas against existing records and retain only findings with a concrete consequence.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: research-digest, novelty, decision-support
  Access: membership; plans at https://videotomd.com/pricing/.

- [Package research for an AI follow-up](https://videotomd.com/b/text-local-package-research-for-ai-followup-882111a44df8/)
  Description: Export the accepted brief, traceable evidence, unresolved questions, and an editable follow-up as a portable snapshot.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: research-export, evidence, ai-handoff
  Access: membership; plans at https://videotomd.com/pricing/.

- [Isolate Exploratory Arms from Registered Comparisons](https://videotomd.com/b/text-local-isolate-experimental-comparisons-d29b295f9186/)
  Description: Keep a new experiment's data and state separate while preserving explicit comparator inputs.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: experiment-design, isolation, preregistration
  Access: membership; plans at https://videotomd.com/pricing/.

- [Build Point-in-Time Historical Prediction Grades](https://videotomd.com/b/text-local-grade-historical-prediction-evidence-dae0e80cafdf/)
  Description: Generate internal calibration data only from series that can be reconstructed without look-ahead.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: backtesting, data-provenance, calibration
  Access: membership; plans at https://videotomd.com/pricing/.

- [Freeze a Universe with a Venue Liveness Screen](https://videotomd.com/b/text-local-freeze-research-universe-d29b295f9186/)
  Description: Remove duplicate numeraires and structurally favored pegged assets, then freeze venue-active candidates.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: universe-selection, data-quality, reproducibility
  Access: membership; plans at https://videotomd.com/pricing/.

- [Evaluate Added Features Against a Seasonal Baseline](https://videotomd.com/b/text-local-evaluate-added-features-against-a-seasonal-baseline-f18efb4fe716/)
  Description: Test whether extra domains improve a forecast using an untouched chronological holdout.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: forecasting, model-evaluation, leakage
  Access: membership; plans at https://videotomd.com/pricing/.

- [Choose a graph by content and revision coverage](https://videotomd.com/b/text-local-disambiguate-graph-products-and-freshness-013a01ef9967/)
  Description: Distinguish code indexes, documentary graphs, and diagrams before querying them.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: graphs, provenance, freshness
  Access: membership; plans at https://videotomd.com/pricing/.

- [Define a Forecast That Can Be Scored](https://videotomd.com/b/text-local-define-a-forecast-that-can-be-scored-f18efb4fe716/)
  Description: Freeze the future outcome, input cutoff, release policy, and grading rules before forecasting.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: forecasting, evaluation, data-contracts
  Access: membership; plans at https://videotomd.com/pricing/.

- [Keep a journal of process and outcome](https://videotomd.com/b/text-local-decision-process-journal/)
  Description: Record assumptions before a decision and review its reasoning separately from what happened.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: research-workflows
  Access: membership; plans at https://videotomd.com/pricing/.

- [Compare Cross-Domain History with Matched Periods](https://videotomd.com/b/text-local-compare-cross-domain-history-with-matched-periods-f18efb4fe716/)
  Description: Compare each series against its own equivalent period while preserving geography and coverage.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: historical-analysis, geography, time-series
  Access: membership; plans at https://videotomd.com/pricing/.

- [Classify Tier Divergence Deterministically](https://videotomd.com/b/text-local-classify-mixed-tier-market-direction-a2452dc6ee23/)
  Description: Combine spread and lower-tier changes while preventing upper-tier growth from overriding weakness.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: classification, metric-polarity, market-research
  Access: membership; plans at https://videotomd.com/pricing/.

- [Author an Evaluable Scenario Task](https://videotomd.com/b/text-local-author-evaluable-scenario-task-f9a2f8ffda46/)
  Description: Build a product-research task with separate scenario, persona sampling, verification, and reporting inputs.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: task-authoring, simulation, evaluation
  Access: membership; plans at https://videotomd.com/pricing/.

- [Bound Simulation Claims by Feed and Venue Depth](https://videotomd.com/b/text-local-audit-simulation-feed-and-costs-d29b295f9186/)
  Description: Expose historical-feed limits and simulated fills that exceed the activity represented by that feed.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: simulation, data-provenance, execution-assumptions
  Access: membership; plans at https://videotomd.com/pricing/.

- [Audit a backtest before reporting results](https://videotomd.com/b/text-local-audit-backtest-integrity-6d4651a6c838/)
  Description: Check trades, costs, bias, validation, and run provenance before treating results as evidence.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: backtesting, validation, reproducibility
  Access: membership; plans at https://videotomd.com/pricing/.

- [Add a project-fit column to research findings](https://videotomd.com/b/text-local-attach-findings-to-open-problems-013a01ef9967/)
  Description: Show which measured problem each candidate addresses, or explicitly record no fit.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: research, candidate-fit, prioritization
  Access: membership; plans at https://videotomd.com/pricing/.

### Web research

- [Detect search failures behind empty results](https://videotomd.com/b/text-local-search-engine-health/)
  Description: Record answering engines and response validity before treating no results as no evidence.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: web-research
  Access: membership; plans at https://videotomd.com/pricing/.

- [Run private metasearch with a JSON interface](https://videotomd.com/b/text-local-private-metasearch-json/)
  Description: Configure a local search service, keep it private and prove real JSON responses before wiring agents.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: web-research
  Access: membership; plans at https://videotomd.com/pricing/.

- [Choose HTML extraction or a JSON API](https://videotomd.com/b/text-local-html-versus-json-source/)
  Description: Inspect the real response and use a typed API when it supplies the required records.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: web-research
  Access: membership; plans at https://videotomd.com/pricing/.

- [Space Crawls to Avoid False Outage Reports](https://videotomd.com/b/text-local-diagnose-poor-web-page-crawls-bf6fbf443551/)
  Description: Pace requests to each host before treating burst-induced timeouts as source downtime.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, web · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: web-crawling, request-pacing, diagnostics
  Access: membership; plans at https://videotomd.com/pricing/.

- [Diagnose an empty scrape before giving up](https://videotomd.com/b/text-local-diagnose-empty-scrape/)
  Description: Inspect status, content and the fetch path before labeling the whole site inaccessible.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, web · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: web-research
  Access: membership; plans at https://videotomd.com/pricing/.

- [Keep child processes from eating a shell loop](https://videotomd.com/b/text-local-crawler-loop-stdin/)
  Description: Give each crawler its own stdin so the parent loop processes every input record.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: web-research
  Access: membership; plans at https://videotomd.com/pricing/.

- [Compare search tools by citation fidelity](https://videotomd.com/b/text-local-compare-search-citation-fidelity-70174e7c9ac2/)
  Description: Choose grounded retrieval by inspectable claim citations rather than apparent answer quality.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: citations, grounding, comparison
  Access: membership; plans at https://videotomd.com/pricing/.

### Source discovery

- [Choose polling cadence from source changes](https://videotomd.com/b/text-local-source-change-cadence/)
  Description: Match refresh frequency and cache expiry to verified publication behavior.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: source-discovery
  Access: membership; plans at https://videotomd.com/pricing/.

- [Qualify a Data Source Before Adopting It](https://videotomd.com/b/text-local-qualify-a-data-source-before-adopting-it-f18efb4fe716/)
  Description: Bound access probes and establish meaning, coverage, timing, operating cost, and permitted use.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: data-sources, qualification, ingestion
  Access: membership; plans at https://videotomd.com/pricing/.

- [Poll Listings With Control Gates](https://videotomd.com/b/text-local-poll-listings-with-control-gates-f742f0cb298e/)
  Description: Detect new candidates while keeping failed polls from corrupting state or producing misleading silence.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: polling, change-detection, controls
  Access: membership; plans at https://videotomd.com/pricing/.

- [Evaluate an archive source before outreach](https://videotomd.com/b/text-local-archive-source-vetting/)
  Description: Assess public activity, ownership and contactability without collecting the archive itself.
  Kind: workflow · Loads: on demand · Works in: Any AI · Needs: file tools, shell, web · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-09
  Tags: source-discovery
  Access: membership; plans at https://videotomd.com/pricing/.

### Website building

- [UI design heuristics for AI development](https://videotomd.com/b/zKBUBVtoM0g/)
  Description: Improve AI-generated user interfaces by eliminating visual clutter, fixing visual hierarchy, and avoiding default styling patterns.
  Kind: not set · Loads: not set · Works in: Any AI · Needs: not set · Bring: Node · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-18
  Tags: frontend, ai-slop, ui
  Access: membership; plans at https://videotomd.com/pricing/.

- [Web accessibility auditing and HTML remediation](https://videotomd.com/b/pJ0GPI7BMIs/)
  Description: Detect and resolve web accessibility issues including landmarks, headings, alt text, contrast ratios, and keyboard navigation.
  Kind: not set · Loads: not set · Works in: Any AI · Needs: not set · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-18
  Tags: accessibility, frontend
  Access: membership; plans at https://videotomd.com/pricing/.

- [Landing page hero section design framework](https://videotomd.com/b/lpqTva43Bxo/)
  Description: Structure landing page copy and select matching key visuals to improve visitor comprehension and conversion.
  Kind: not set · Loads: not set · Works in: Any AI · Needs: not set · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-18
  Tags: design, landing-page, conversion
  Access: membership; plans at https://videotomd.com/pricing/.

- [Aura AI UI design editor](https://videotomd.com/b/dXdxVi6Qz6k/)
  Description: Generate and customize web UI layouts from reference screenshots without manual styling or repetitive code changes.
  Kind: not set · Loads: not set · Works in: Any AI · Needs: not set · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-18
  Tags: design, fonts, color
  Access: membership; plans at https://videotomd.com/pricing/.

- [Claude Design web design workflow](https://videotomd.com/b/YSYqFBq68Wk/)
  Description: Build and iterate on web landing pages and custom design systems using Claude Design and visual references.
  Kind: not set · Loads: not set · Works in: Any AI · Needs: not set · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-18
  Tags: design, claude, ai-slop
  Access: membership; plans at https://videotomd.com/pricing/.

- [Modern CSS layout patterns and features](https://videotomd.com/b/R1kiLX-Z-Io/)
  Description: Build responsive scrollers, adaptive auto-grids, container query components, and scroll animations using pure CSS.
  Kind: not set · Loads: not set · Works in: Any AI · Needs: not set · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-18
  Tags: css, layout, frontend
  Access: membership; plans at https://videotomd.com/pricing/.

- [CSS spacing and typography layout](https://videotomd.com/b/Mw66sHqkIaM/)
  Description: Configures vertical rhythm, flow spacing, container padding, grid gaps, and text trimming across web components.
  Kind: not set · Loads: not set · Works in: Any AI · Needs: not set · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-18
  Tags: css, spacing, frontend
  Access: membership; plans at https://videotomd.com/pricing/.

- [Taking the generic look out of AI web design](https://videotomd.com/b/M4DNgmI7MIM/)
  Description: Eliminate generic AI aesthetics from generated landing pages using structured design systems, reference screenshots, and custom assets.
  Kind: not set · Loads: not set · Works in: Any AI · Needs: not set · Bring: Node · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-18
  Tags: design, ai-slop, landing-page
  Access: membership; plans at https://videotomd.com/pricing/.

- [Chrome DevTools Performance panel](https://videotomd.com/b/BHqxD9qr6Gw/)
  Description: Diagnose web performance bottlenecks, replicate real-world user conditions, and test fixes directly within Chrome DevTools.
  Kind: not set · Loads: not set · Works in: Any AI · Needs: not set · Bring: nothing · Cost: free
  Model: frontier · Tested in: not yet · Checked: 2026-10-18
  Tags: performance, devtools, frontend
  Access: membership; plans at https://videotomd.com/pricing/.

- [Build a custom site with Claude Code and ship it](https://videotomd.com/b/VMvZuhcDdnw/)
  Description: Install two front-end design skills, prompt for a site with animations, polish it in batches, then zip it and upload it to a host.
  Kind: not set · Loads: on demand · Works in: Claude Code · Needs: file tools, shell · Bring: Node · Cost: paid (claude-pro, hosting-plan)
  Model: not set · Tested in: not yet · Checked: 2026-10-15
  Tags: website, claude-code, frontend
  Access: membership; plans at https://videotomd.com/pricing/.