rag-evaluation-harness SKILL.md skillA
rag-evaluation-harness from davepoon/buildwithclaude is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add davepoon/buildwithclaude/rag-evaluation-harness@git:20260819.e68db7dPins git:20260819.e68db7d in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- davepoon/buildwithclaude
- Path
plugins/all-skills/skills/rag-evaluation-harness/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260819.e68db7d, committed Aug 19, 2026
- Size
- 3,251 bytes
- Repository stars
- 3,724
- License
- MIT
Evaluate retrieval and citation behavior for RAG pipelines from deterministic JSONL fixtures. Use when an agent needs offline Recall@K, reciprocal rank, context precision, citation coverage, citation validity, diagnostics, Markdown/JSON reports, or threshold-gated evaluation in CI.
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
# RAG Evaluation Harness
Use this skill to measure a retrieval-and-citation contract without making model calls or network requests. The bundled evaluator compares explicit document IDs, so it is suitable for repeatable local checks and CI gates.
## Input Contract
Provide one JSON object per line with a unique string `id` and three arrays of document IDs:
```json
{"id":"question-1","relevant_document_ids":["doc-a"],"retrieved_document_ids":["doc-b","doc-a"],"cited_document_ids":["doc-a"]}
```
Blank lines are ignored. Invalid JSON, missing arrays, non-string IDs, and duplicate case IDs fail with the JSONL line number. Keep the fixture's relevance labels and citation IDs explicit; do not infer them from answer text.
## Run an Evaluation
Set the installed skill directory and run the standard-library-only evaluator:
```bash
SKILL_DIR="<absolute path to the installed rag-evaluation-harness skill>"
node "$SKILL_DIR/scripts/evaluate-rag.mjs" "$SKILL_DIR/examples/sample-evaluation.jsonl" \\
--k 3 --format markdown
```
Use `--format json` for CI or downstream tooling. Add any of these optional thresholds (each must be between 0 and 1):
```text
--min-recall
--min-mrr
…Read the whole file at its exact version.
How to install
mdr add davepoon/buildwithclaude/rag-evaluation-harness@sha256:6f64ca8cf65be949The line at the top of this page pins the label git:20260819.e68db7d, 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_m3iyjdkgmerifx34)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 19, 2026.
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 (3251 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
davepoon/buildwithclaude · 3,724 stars · license MIT · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_m3iyjdkgmerifx34 GET https://markdownregistry.com/api/v1/resolve?ref=davepoon/buildwithclaude/rag-evaluation-harness GET https://markdownregistry.com/api/v1/blob/6f64ca8cf65be9490bb46fa3bababe5cfc72a08c7ee0afdf8fbe98d240d4ed3b
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.