search-benchmark SKILL.md skillA
search-benchmark from agentic-community/mcp-gateway-registry is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add agentic-community/mcp-gateway-registry/search-benchmark@v1.0Pins v1.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- agentic-community/mcp-gateway-registry
- Path
.claude/skills/search-benchmark/SKILL.md- Versions recorded
- 3
- Latest version
- v1.0, committed Jun 1, 2026
- First version recorded
- Jun 1, 2026
- Size
- 7,656 bytes
- Repository stars
- 1,034
- License
- Apache-2.0
Generate a search quality benchmark for the AI Registry. Generates ground truth from the registry's assets, runs 100+ queries against the semantic search API, evaluates results using NDCG@10/MRR/Recall, and produces a markdown report. Use when you want to measure search quality after changes to the scoring algorithm, embedding model, or indexed content.
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
# Search Benchmark Skill Measure semantic search quality against a deployed AI Registry. Generates a ground truth dataset from the registry's own assets, runs queries against the live API, evaluates results using standard information retrieval metrics (NDCG@10, MRR, Recall@10), and produces a markdown report. ## Prerequisites 1. **Registry URL** - The base URL of the deployed registry (e.g., `https://d2xl2zfuhgc4l0.cloudfront.net`) 2. **JWT Token** - A valid admin token in `.token` file (get from "Get JWT Token" button in registry UI) 3. **Registry must have assets indexed** - At least some servers, agents, or skills registered The `.token` file supports both raw JWT format and the full JSON response from the registry UI. ## Input ``` /search-benchmark [REGISTRY_URL] [TOKEN_FILE] ``` - **REGISTRY_URL** - Base URL of the registry to benchmark (default: reads from user or uses `http://localhost`) - **TOKEN_FILE** - Path to the token file (default: `.token`) ## Workflow ### Step 1: Check for Existing Ground Truth Check if a ground truth dataset already exists: ```bash ls tests/fixtures/search_dataset/ground_truth.json 2>/dev/null ``` …
Read the whole file at its exact version.
How to install
mdr add agentic-community/mcp-gateway-registry/search-benchmark@sha256:b8fc3196d7aff1f0The line at the top of this page pins the label v1.0, 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_hnhnxbnlp2xkdbcc)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, all committed on Jun 1, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.0 latest | 2026-06-01 | c0c5e3c | 7,656 B | A | view · diff |
| v1.0 | 2026-06-01 | 061c918 | 5,519 B | A | view · diff |
| v1.0 | 2026-06-01 | 06ae150 | 5,274 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 (7656 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
agentic-community/mcp-gateway-registry · 1,034 stars · license Apache-2.0 · pushed 2026-11-03 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_hnhnxbnlp2xkdbcc GET https://markdownregistry.com/api/v1/resolve?ref=agentic-community/mcp-gateway-registry/search-benchmark GET https://markdownregistry.com/api/v1/blob/b8fc3196d7aff1f0f44418795feec0d8914202d6d207f3cbdb8ea42e30f2a6dc
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.