correction-pipeline SKILL.md skillA
correction-pipeline from garrytan/gbrain is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add garrytan/gbrain/correction-pipeline@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- garrytan/gbrain
- Path
skills/correction-pipeline/SKILL.md- Versions recorded
- 4
- Latest version
- v1.0.0, committed Oct 21, 2026
- First version recorded
- Aug 12, 2026
- Size
- 13,718 bytes
- Repository stars
- 31,587
- License
- MIT
When the user corrects a factual error, root-cause it immediately. Don't just note the correction — trace the error to its source, fix the source, and prevent recurrence. Every factual error is either a data error (bad brain page, bad memory file, bad rendered SOUL/USER identity, bad facts row) or a hallucination (LLM confabulated from partial signals).
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
# Correction Pipeline > **Convention:** see [conventions/brain-first.md](../conventions/brain-first.md) > — Step 1 of the root-cause chain IS the brain-first lookup chain (`search` > for exact tokens, `query` for concept-shaped questions) before anything else. > > **Convention:** see [_brain-filing-rules.md](../_brain-filing-rules.md) — > corrections edit pages in place; the page stays filed by primary subject. ## Trigger ANY factual error the user identifies. No exceptions. No "I'll note that." (Routing here is a harness convention, not a mechanical guarantee — but once this skill is in play, the no-exceptions contract above is the discipline.) ## Immediate Response 1. **Acknowledge the error.** Don't defend. Don't explain. Just: "You're right. I got that wrong." 2. **Quote the specific wrong claim** so the user can see you know exactly what was wrong. 3. **State the correct fact** as the user gave it. ## Root Cause Analysis (do THIS, not just a memory note) Run these steps IN ORDER. Report findings to the user. ### Step 1: Search the brain ```bash gbrain search "<relevant terms>" --limit 10 ``` For concept-shaped or synonym-phrased claims, escalate to `gbrain query …
Read the whole file at its exact version.
How to install
mdr add garrytan/gbrain/correction-pipeline@sha256:04b4aee06d7fcdd7The line at the top of this page pins the label v1.0.0, 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.
[](https://markdownregistry.com/a/art_juxhpdjbsnm64i76)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Aug 12, 2026 and Oct 21, 2026, about one every 23 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.0.0 latest | 2026-10-21 | 9fcb90f | 13,718 B | A | view · diff |
| v1.0.0 | 2026-10-07 | 590bb9a | 13,567 B | A | view · diff |
| v1.0.0 | 2026-10-04 | 739e5cc | 13,566 B | A | view · diff |
| v1.0.0 | 2026-08-12 | 3f22f51 | 12,921 B | A | view |
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 (13718 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
garrytan/gbrain · 31,587 stars · license MIT · pushed 2026-11-06 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_juxhpdjbsnm64i76 GET https://markdownregistry.com/api/v1/resolve?ref=garrytan/gbrain/correction-pipeline GET https://markdownregistry.com/api/v1/blob/04b4aee06d7fcdd75db314da432ed7c08b5fbc20f117f18062c64aaf795bc564
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.