synthesis-fact-checking SKILL.md skillA

synthesis-fact-checking from synthesisengineering/synthesis-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add synthesisengineering/synthesis-skills/synthesis-fact-checking@v3.0.0

Pins v3.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
synthesisengineering/synthesis-skills
Path
skills/synthesis-fact-checking/SKILL.md
Versions recorded
4
Latest version
v3.0.0, committed Oct 6, 2026
First version recorded
Jul 29, 2026
Size
7,306 bytes
Repository stars
23
License
Apache-2.0

Fact-check articles, posts, news and AI-synthesized content before publication: claims, quotes, studies, URLs and laundered citations. Use to fact-check, verify claims or sources, check accuracy, verify citations, validate references, or audit AI-summarized content.

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 Process for Articles and AI-Synthesized Content

A repeatable process for verifying the factual accuracy of articles, blog posts, news and AI-synthesized content before publication. It is calibrated for recursive contamination: AI output now feeds the sources the next AI and the next researcher cite, so agreement among sources counts only when they are independent. [synthesis-content-quality](../synthesis-content-quality/SKILL.md) covers style and substance; this skill covers factual correctness.

## Binding rules

Rule numbers are the section numbers that other files cite as "SKILL.md section N" (section 2, 4a to 4g, sections 7 and 8). Contents names the file that holds each section in full.

1. **Extract every verifiable claim before verifying any:** numbers, studies, authors, dates, quotes, organizations, causal and comparative claims, URLs, DOIs, nested attributions. Claims that "sound right" are often the subtly wrong ones.
2. **Agreement counts only among graph-independent sources.** Sources that trace to one AI-generated upstream, or to the author's own doctrine, are single-sourced however many there are.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add synthesisengineering/synthesis-skills/synthesis-fact-checking@sha256:d928484b72e793ca

The line at the top of this page pins the label v3.0.0, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_464rn2kjggxxq2xe.svg)](https://markdownregistry.com/a/art_464rn2kjggxxq2xe)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 4 versions of this file, between Jul 29, 2026 and Oct 6, 2026, about one every 23 days.

versioncommittedcommitsizeaudit
v3.0.0 latest2026-10-06 df2ab92 7,306 BA view · diff
v2.1.12026-09-25 8bd4ded 33,462 BA view · diff
v2.1.02026-08-29 07a3710 33,319 BA view · diff
v2.0.02026-07-29 9b134e7 32,695 BA view

Audit of the latest version

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 (7306 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

synthesisengineering/synthesis-skills · 23 stars · license Apache-2.0 · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_464rn2kjggxxq2xe
GET https://markdownregistry.com/api/v1/resolve?ref=synthesisengineering/synthesis-skills/synthesis-fact-checking
GET https://markdownregistry.com/api/v1/blob/d928484b72e793caeca5ec1a0af67df590144a6a8b259df5c42837d2c371f9da

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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