fact-check SKILL.md skillA
fact-check from thu-maic/openmaic is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add thu-maic/openmaic/fact-check@git:20260828.3cd174bPins git:20260828.3cd174b in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- thu-maic/openmaic
- Path
skills/agent-runtime/fact-check/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260828.3cd174b, committed Aug 28, 2026
- Size
- 7,924 bytes
- Repository stars
- 42,430
- License
- MIT
Improve factual reliability while creating or reviewing a course or supplied content. Use when the user asks to fact-check, verify accuracy, reduce hallucinations, make a reliable course, or mentions 事实性错误、知识性错误、专业知识准确性、可靠性. During creation, checks the completed pages before delivery; on existing content, returns a short evidence-backed report and lets the user choose what to fix. Not for grammar, style, or layout. Combine with deep-research when current evidence is the course's main subject.
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 check Keep serious factual mistakes and AI hallucinations out of the course without turning course-making into an exhaustive audit. Focus on the few claims that materially affect trust. Choose the mode from the request and current course state; do not ask the user to choose a mode: - **Creating:** when there is no course yet or the user asks to build/rebuild one, load `stage-design` and run the check only after all pages exist. - **Reviewing:** when content already exists and the user asks to inspect it, report findings first. Do not edit unless fixes were already requested or the user approves findings after the report. ## While creating a course Use the normal `stage-design` workflow; this skill changes factual handling, not the teaching method, page style, or build sequence. After all pages exist, call `list_scenes`, then read every completed page with `read_stage` using `detail:"text"`; follow `nextOffset` until all visible text and narration have been read. Run a quick final sanity check of exact facts and cross-page contradictions. Correct obvious errors before delivery because creating the course already authorizes making its content accurate, subject to …
Read the whole file at its exact version.
How to install
mdr add thu-maic/openmaic/fact-check@sha256:44979669a1873ed3The line at the top of this page pins the label git:20260828.3cd174b, 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.
[](https://markdownregistry.com/a/art_qx3glipzh6k4bvyp)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 28, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (7924 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
thu-maic/openmaic · 42,430 stars · license MIT · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_qx3glipzh6k4bvyp GET https://markdownregistry.com/api/v1/resolve?ref=thu-maic/openmaic/fact-check GET https://markdownregistry.com/api/v1/blob/44979669a1873ed393f249b06352fa37e01c608ce6a3f611368e1502f9ad4427
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.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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