eval-agents SKILL.md skillA
eval-agents from me2resh/apexyard is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add me2resh/apexyard/eval-agents@git:20261022.74bff5fPins git:20261022.74bff5f in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- me2resh/apexyard
- Path
.claude/skills/eval-agents/SKILL.md- Versions recorded
- 4
- Latest version
- git:20261022.74bff5f, committed Oct 22, 2026
- First version recorded
- Jul 9, 2026
- Size
- 29,467 bytes
- Repository stars
- 542
- License
- MIT
Score a review agent (Rex/Hakim/Tariq) against a labeled PR corpus — ground-truth defect-set overlap, never a prose rubric. Headline metric is approve-precision.
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
Writing: read docs/skills/shared/writing-rule.md before you write a durable artifact. # /eval-agents — Review-Agent Eval Harness Scores one of the framework's review agents (Rex / Hakim / Tariq) against a labeled corpus of real, already-reviewed PRs with **frozen ground-truth defect sets**. Reports catch-rate, false-positive-rate, and **approve-precision** (the headline metric) against a configurable pass/fail threshold. ## Why this isn't an LLM-judge rating review prose Spike #825 tested that shape first — score a review agent's *text output* against a 0-4 rubric, calibrated against recorded verdicts — and found it **at chance** on the one question that matters: was an approval justified? A fluent, verification-heavy wrong approval scored as well as or better than genuinely correct approvals (`docs/spike-825/findings.md`). This skill instead: 1. **Never asks a judge to rate review text.** Ground truth is a frozen set of real defects, established **once, offline, by a human**, from actual re-review disagreements and confirmed fixes — never re-derived at run time, never established by the agent being measured. …
Read the whole file at its exact version.
How to install
mdr add me2resh/apexyard/eval-agents@sha256:f1a3d9329b87a4d4The line at the top of this page pins the label git:20261022.74bff5f, 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_gvrz5shrgtelsu52)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Jul 9, 2026 and Oct 22, 2026, about one every 35 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261022.74bff5f latest | 2026-10-22 | 74bff5f | 29,467 B | A | view · diff |
| git:20261015.37f5689 | 2026-10-15 | 37f5689 | 28,547 B | A | view · diff |
| git:20260910.aac255e | 2026-09-10 | aac255e | 26,843 B | A | view · diff |
| git:20260709.33c90f7 | 2026-07-09 | 33c90f7 | 26,633 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 (29467 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
me2resh/apexyard · 542 stars · license MIT · pushed 2026-11-04 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_gvrz5shrgtelsu52 GET https://markdownregistry.com/api/v1/resolve?ref=me2resh/apexyard/eval-agents GET https://markdownregistry.com/api/v1/blob/f1a3d9329b87a4d42f7701e19134332a1f4baa5f1ee29b3185cfa99a6449f923
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.