agent-eval SKILL.md skillA

agent-eval from ericrisco/rsc-harness is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add ericrisco/rsc-harness/agent-eval@git:20260729.3ecb845

Pins git:20260729.3ecb845 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
ericrisco/rsc-harness
Path
skills/agent-eval/SKILL.md
Versions recorded
4
Latest version
git:20260729.3ecb845, committed Jul 29, 2026
First version recorded
Jun 2, 2026
Size
12,898 bytes
Repository stars
236
License
MIT

Use when measuring whether an LLM or agent system actually got better and gating merges on it: golden sets, fixing an inflated LLM-as-judge, scoring RAG (faithfulness, contextual recall) or agent trajectories (tool correctness, completion), or picking an eval framework. NOT building the agent loop, tools or RAG plumbing (that is `building-agents`).

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

# Measure agent quality you can defend and gate on

Turn "the agent feels better" into a number you can put in a PR check. You own the eval dataset, the scorer mix, the LLM-as-judge calibration, and the block-on-regression CI gate — framework-neutral, provider-neutral.

## Do NOT use — route instead

| The ask | Route to | Why it is not this skill |
| --- | --- | --- |
| Build the agent loop, tools, RAG plumbing | `building-agents` | It builds the system; you score it. They cross-link. |
| "Make the answers shorter / rewrite the prompt" | `prompt-engineering` | Evals say it is worse; that skill changes the words. You never edit the prompt. |
| pytest/jest on deterministic functions | `testing-py` / `testing-web` | Assert-equals on pure code, not stochastic outputs scored by a judge. |
| Dashboards / tracing of live production traffic | `observability` | Online monitoring; you are offline + pre-merge. |
| Red-team, jailbreak, prompt injection | `agent-safety` | Adversarial coverage, not quality measurement. |
| Per-token cost budgets and accounting | `cost-tracking` | You report cost-per-task as one metric; the discipline lives there. |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add ericrisco/rsc-harness/agent-eval@sha256:769f75907b41877f

The line at the top of this page pins the label git:20260729.3ecb845, 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_rsmfrmstbew7wq27.svg)](https://markdownregistry.com/a/art_rsmfrmstbew7wq27)

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

Versions

The registry has recorded 4 versions of this file, between Jun 2, 2026 and Jul 29, 2026, about one every 19 days.

versioncommittedcommitsizeaudit
git:20260729.3ecb845 latest2026-07-29 3ecb845 12,898 BA view · diff
git:20260628.e37ed232026-06-28 e37ed23 14,730 BA view · diff
git:20260615.5ea6bc32026-06-15 5ea6bc3 14,448 BA view · diff
git:20260602.ebb02102026-06-02 ebb0210 14,402 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 (12898 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

ericrisco/rsc-harness · 236 stars · license MIT · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_rsmfrmstbew7wq27
GET https://markdownregistry.com/api/v1/resolve?ref=ericrisco/rsc-harness/agent-eval
GET https://markdownregistry.com/api/v1/blob/769f75907b41877f3f525bccb2c644347413fc67d90a9adf634e256a58c37085

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.

More from ericrisco/rsc-harness

llms.txt@site llms.txt file
ericrisco/rsc-harness · site/llms.txt
git:20261021.031a776 · audit A · 236 stars
ab-testing SKILL.md skill
ericrisco/rsc-harness · skills/ab-testing/SKILL.md · Use when designing or analyzing a controlled experiment — falsifiable hypothesis, sample size from an MDE, reading…
git:20260729.3ecb845 · audit A · 236 stars
accessibility SKILL.md skill
ericrisco/rsc-harness · skills/accessibility/SKILL.md · Use when making a web UI conform to WCAG 2.2 Level AA — axe-core or Lighthouse a11y violations, keyboard operability…
git:20260729.3ecb845 · audit A · 236 stars
ads SKILL.md skill
ericrisco/rsc-harness · skills/ads/SKILL.md · Use when running or fixing paid acquisition on Google or Meta — campaign structure (Performance Max, Demand Gen…
git:20261011.c7821cd · audit A · 236 stars
agent-safety SKILL.md skill
ericrisco/rsc-harness · skills/agent-safety/SKILL.md · Use when bounding an LLM agent that already runs — scoping its task domain, gating tools to least privilege, defending…
git:20260729.3ecb845 · audit A · 236 stars
ai-media SKILL.md skill
ericrisco/rsc-harness · skills/ai-media/SKILL.md · Use when a creative goal must become a finished media file: pick and order generative-media models per modality — AI…
git:20261021.031a776 · audit A · 236 stars
analytics SKILL.md skill
ericrisco/rsc-harness · skills/analytics/SKILL.md · Use when instrumenting product or web analytics — GA4/PostHog SDK wiring, event taxonomy, funnels, double-counted…
git:20260729.3ecb845 · audit B · 236 stars
analyze SKILL.md skill
ericrisco/rsc-harness · skills/analyze/SKILL.md · Use when constitution, spec, plan and tasks all exist and you want them cross-read against each other before any code…
git:20261003.f0c84d6 · audit A · 236 stars
angular SKILL.md skill
ericrisco/rsc-harness · skills/angular/SKILL.md · Use when building, refactoring, or debugging Angular (v20/21+): standalone components, signals, zoneless change…
git:20260729.3ecb845 · audit A · 236 stars
api-connector-builder SKILL.md skill
ericrisco/rsc-harness · skills/api-connector-builder/SKILL.md · Use when writing a client for someone else's REST or GraphQL API: auth flow choice and token refresh, pagination to…
git:20260729.3ecb845 · audit A · 236 stars
api-design SKILL.md skill
ericrisco/rsc-harness · skills/api-design/SKILL.md · Use when settling the contract of an API you expose, before implementation: resources/URLs, REST vs GraphQL…
git:20260729.3ecb845 · audit A · 236 stars
article-writing SKILL.md skill
ericrisco/rsc-harness · skills/article-writing/SKILL.md · Use when writing one long-form article end to end — answer-first lede, question-shaped headings, plus its on-page…
git:20260729.3ecb845 · audit A · 236 stars

Every file in ericrisco/rsc-harness

Other files named agent-eval

agent-eval SKILL.md skill
affaan-m/ecc · docs/ja-JP/skills/agent-eval/SKILL.md · カスタムタスクでコーディングエージェント(Claude Code、Aider、Codex など)をヘッドツーヘッドで比較し、合格率、コスト、時間、一貫性のメトリクスを測定します
git:20260517.ec9ace9 · audit A · 284,510 stars
agent-eval SKILL.md skill
wankimmy/bossku-superpowers · skills/bosskuai-agent-benchmark-comparison/references/upstream/SKILL.md · Head-to-head comparison of coding agents (Claude Code, Aider, Codex, etc.) on custom tasks with pass rate, cost, time…
git:20261012.feb2361 · audit A · 22 stars
agent-eval SKILL.md skill
ethanyoq/skill-hub · archives/user-installed-skills/agent-eval/61ca5bbbd5c736b7/agent-eval/SKILL.md · Benchmark CodeGraph retrieval quality on a real codebase by comparing agent behavior with vs without CodeGraph. Use…
git:20260912.84c6c93 · audit A · 11 stars
agent-eval SKILL.md skill
timurgaleev/vibestack · skills/agent-eval/SKILL.md · Build and run an eval harness for an LLM agent or prompt, with scoring and a regression gate.
git:20261012.6270fc8 · audit A · 7 stars

Browse by kind, by grade A, or by owner.