advise-from-corpus SKILL.md skillA

advise-from-corpus from chrisgagne/grounded-forge is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add chrisgagne/grounded-forge/advise-from-corpus@git:20261005.54d13cb

Pins git:20261005.54d13cb in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
chrisgagne/grounded-forge
Path
corpus.commons/demo/apps/retro-mode/.claude/skills/advise-from-corpus/SKILL.md
Versions recorded
5
Latest version
git:20261005.54d13cb, committed Oct 5, 2026
First version recorded
Sep 26, 2026
Size
21,950 bytes
Repository stars
8
License
MIT

Advising protocol on top of answer-from-corpus. Before answering a how-to or improvement question, checks whether it's the question worth answering (does the asker's structure, situation or goal even support the answer they're asking for?), names the one fact the advice hinges on, and asks grounded framing questions round by round, reading each reply as evidence, until it has that fact or the user opts out; then answers through answer-from-corpus with what it learned, and closes by teaching…

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

# Advise from corpus

`answer-from-corpus` answers the question as asked. This skill checks the question first. Its canonical case:

> "How do I improve my user stories? I hear to write them vertically?"

A good answer about vertical slicing is useless to someone whose teams are split into a front-end team and a back-end team, each with its own backlog, because no team can finish a vertical slice. The advice this person needs starts with a question back: *can one of your teams take a story from interface to database to done?*

The skill does three things in order:
1. **Frame.** It reads the question for what it assumes and names the constraint: the one fact that, if it went the other way, would change the advice most. It asks grounded framing questions and reads each reply as evidence, asking again in a new form when a reply leaves the constraint open, until it knows that fact or the user opts out.
2. **Answer.** It hands retrieval to `answer-from-corpus`, with what the framing established.
3. **Teach back.** It names the check it ran and where it came from, so the user can ask it themselves next time.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add chrisgagne/grounded-forge/advise-from-corpus@sha256:8ff01cc57f1385af

The line at the top of this page pins the label git:20261005.54d13cb, 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_6ruvj764vue56x6b.svg)](https://markdownregistry.com/a/art_6ruvj764vue56x6b)

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

Versions

The registry has recorded 5 versions of this file, between Sep 26, 2026 and Oct 5, 2026, about one every 2 days.

versioncommittedcommitsizeaudit
git:20261005.54d13cb latest2026-10-05 54d13cb 21,950 BA view · diff
git:20260927.406986b2026-09-27 406986b 14,605 BA view · diff
git:20260926.53f4cd62026-09-26 53f4cd6 14,513 BA view · diff
git:20260926.0c89cd92026-09-26 0c89cd9 13,636 BA view · diff
git:20260926.980b2cb2026-09-26 980b2cb 12,354 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 (21950 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

chrisgagne/grounded-forge · 8 stars · license MIT · pushed 2026-10-23 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_6ruvj764vue56x6b
GET https://markdownregistry.com/api/v1/resolve?ref=chrisgagne/grounded-forge/advise-from-corpus
GET https://markdownregistry.com/api/v1/blob/8ff01cc57f1385aff5a406e866b5a1e9d5f795a2853a3d92a91c392021f52452

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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