Verifies factual claims in documents using web search and official sources, then proposes corrections with user confirmation. Use when the user asks to fact-check, verify information, validate claims, check accuracy, or update outdated information in documents. Supports AI model specs, technical documentation, statistics, and general factual statements.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Fact Checker
Verify factual claims in documents and propose corrections backed by authoritative sources.
## When to use
Trigger when users request:
- "Fact-check this document"
- "Verify these AI model specifications"
- "Check if this information is still accurate"
- "Update outdated data in this file"
- "Validate the claims in this section"
## Workflow
Copy this checklist to track progress:
```
Fact-checking Progress:
- [ ] Step 1: Identify factual claims
- [ ] Step 2: Search authoritative sources
- [ ] Step 3: Compare claims against sources
- [ ] Step 4: Generate correction report
- [ ] Step 5: Apply corrections with user approval
```
### Step 1: Identify factual claims
Scan the document for verifiable statements:
**Target claim types:**
- Technical specifications (context windows, pricing, features)
- Version numbers and release dates
- Statistical data and metrics
- API capabilities and limitations
- Benchmark scores and performance data
**Skip subjective content:**
- Opinions and recommendations
- Explanatory prose
- Tutorial instructions
- Architectural discussions
### Step 2: Search authoritative sources
For each claim, search official sources:
**AI models:**
…
The line at the top of this page pins the label git:20260118.be84779, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
A 17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
pass: Frontmatter block present
pass: Frontmatter declares a name
pass: Frontmatter declares a description
pass: Size between 200 bytes and 200 KB (8229 bytes)
pass: No zero-width or bidi control characters
pass: No instruction hidden inside an HTML comment
pass: No link to an exfiltration or paste host
pass: No credential-shaped string
pass: No instruction to send local credentials anywhere
pass: No text hidden with inline styles
pass: No prompt-injection phrasing
pass: No curl or wget piped into a shell
pass: No recursive delete of root, home or parent
pass: No instruction to read or print local credentials
pass: No base64 blob over 200 characters
pass: No link to a raw IP address
pass: No script tag
Source
GitHub
nicepkg/ai-workflow · 291 stars · license MIT · pushed 2026-01-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_v3htz7yi5cwpap73
GET https://markdownregistry.com/api/v1/resolve?ref=nicepkg/ai-workflow/fact-checker
GET https://markdownregistry.com/api/v1/blob/898b569d4a2c57abdf10f4b0f264c5be5d8dc17c57e6efbf8d1e4b52a37ad80f
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
nicepkg/ai-workflow · .claude/skills/add-new-skills-to-workflow/SKILL.md · Add new skills to an existing workflow and update all related documentation. Use when user wants to add skills from…
nicepkg/ai-workflow · .claude/skills/legacy-to-ai-ready/SKILL.md · Transform legacy codebases into AI-ready projects with Claude Code configurations. Use when (1) analyzing old projects…
nicepkg/ai-workflow · .claude/skills/legacy-to-ai-ready/assets/resource-scout/SKILL.md · Search and discover Claude Code skills and MCP servers from marketplaces, GitHub repositories, and registries. Use when…
nicepkg/ai-workflow · .claude/skills/legacy-to-ai-ready/assets/skill-creator/SKILL.md · Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an…
nicepkg/ai-workflow · .claude/skills/legacy-to-ai-ready/assets/skill-downloader/SKILL.md · Download and install Claude Code skills from various sources. Supports GitHub repositories, compressed archives (.zip…
nicepkg/ai-workflow · .claude/skills/remove-old-skills-from-workflow/SKILL.md · Guide for removing skills from an existing workflow and updating all related documentation. Use when user wants to…
nicepkg/ai-workflow · .claude/skills/resource-scout/SKILL.md · Search and discover Claude Code skills and MCP servers from marketplaces, GitHub repositories, and registries. Use when…
nicepkg/ai-workflow · .claude/skills/skill-creator/SKILL.md · Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an…
nicepkg/ai-workflow · .claude/skills/skill-downloader/SKILL.md · Download and install Claude Code skills from various sources. Supports GitHub repositories, compressed archives (.zip…
nicepkg/ai-workflow · .claude/skills/workflow-creator/SKILL.md · Create complete Claude Code workflow directories with curated skills. Use when user wants to (1) create a new workflow…
nicepkg/ai-workflow · workflows/content-creator-workflow/.claude/skills/ai-slop-detector/SKILL.md · Detects and removes AI writing patterns from text. Use when polishing drafts, cleaning AI-generated content, or…
daymade/claude-code-skills · fact-checker/SKILL.md · Verifies factual claims in documents using web search and official sources, then proposes corrections with user…
moonlight-lupin/agent-skills · research/fact-checker/SKILL.md · Use when a factual claim or assertion needs verification — a targeted claim verification pipeline: search multiple…
seaworld008/commonly-used-high-value-skills · openclaw-skills/fact-checker/SKILL.md · Verify factual claims against current authoritative sources and apply requested corrections with citations; use for…
kalyvask/winning-writing · skills/fact-checker/SKILL.md · Verifies every checkable claim in a draft before it goes out — numbers, names, titles, dates, quotes, company facts…
ibrahimsobh/aiskills · fact-checker/SKILL.md · Verify the factual claims in a piece of text — an article, post, transcript, list of statements, or anything else the…