Home / davidteren / intent-engineering · GitHub

fit-from-pr-learnings SKILL.md skillA

fit-from-pr-learnings from davidteren/intent-engineering is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add davidteren/intent-engineering/fit-from-pr-learnings@git:20261009.e1a8e27

Pins git:20261009.e1a8e27 in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: davidteren/intent-engineering
Path: plugins/expectation-fit/skills/fit-from-pr-learnings/SKILL.md
Versions recorded: 5
Latest version: git:20261009.e1a8e27, committed Oct 9, 2026
First version recorded: Oct 9, 2026
Size: 7,232 bytes
Repository stars: 3
License: MIT

Turn PR review comments, a triage markdown export, or open PR URLs into Expectation Fit config improvements — conventions.notes/sources, severity_overrides, optional pattern policy, and a short findings brief. Use when the user points at a PR, a PR stack triage doc, or wants to mine review learnings into .expectation-fit/.

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

# Expectation Fit — From PR learnings

Mines **review learnings** (PR threads, triage tables, or human-written guardrail lists)
into **project `.expectation-fit/` config** so later `/fit-review` and `/fit-audit` runs enforce
what humans already fought for in review.

This skill **writes only under `.expectation-fit/`** (and optional report under the resolved
`artifacts.report_dir`). It never pushes, never opens PRs, and never clobbers existing
YAML without confirmation.

## When to use

- User has a triage doc (e.g. `PR-COMMENTS-TRIAGE-*.md` with G1…Gn guardrails).
- User points at one or more GitHub PRs after the PR merges. A commit of this skill's
  edits on an open PR branch moves the PR head, which restarts CI, review bots and
  readiness checks. One run can take several `pr:` tokens.
- User wants workspace-level config for a multi-repo stack (BE + FE) via walk-up.

## Argument parsing

| Token | Effect |
|-------|--------|
| path ending in `.md` | Treat as triage / learnings document (primary). |
| `pr:<url\|number>` | Fetch review threads with `gh` (read-only). Repeatable. |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add davidteren/intent-engineering/fit-from-pr-learnings@sha256:c49b284050671165

The line at the top of this page pins the label git:20261009.e1a8e27, 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](https://markdownregistry.com/badge/art_g2xsaaea3ylgfrql.svg)](https://markdownregistry.com/a/art_g2xsaaea3ylgfrql)

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

Versions

The registry has recorded 5 versions of this file, all committed on Oct 9, 2026.

version	committed	commit	size	audit
git:20261009.e1a8e27 latest	2026-10-09	e1a8e27	7,232 B	A	view · diff
git:20261009.a0bddb3	2026-10-09	a0bddb3	6,987 B	A	view · diff
git:20261009.a79e235	2026-10-09	a79e235	5,887 B	A	view · diff
git:20261009.e96e196	2026-10-09	e96e196	6,984 B	A	view · diff
git:20261009.7766ad1	2026-10-09	7766ad1	6,142 B	A	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 (7232 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

davidteren/intent-engineering · 3 stars · license MIT · pushed 2026-10-09 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_g2xsaaea3ylgfrql
GET https://markdownregistry.com/api/v1/resolve?ref=davidteren/intent-engineering/fit-from-pr-learnings
GET https://markdownregistry.com/api/v1/blob/c49b2840506711653ddf8218424d17160685755cc21543360074999686865f4d

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.