bm25 SKILL.md skillA
bm25 from oaustegard/claude-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add oaustegard/claude-skills/bm25@v0.2.1Pins v0.2.1 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- oaustegard/claude-skills
- Path
bm25/SKILL.md- Versions recorded
- 5
- Latest version
- v0.2.1, committed Sep 9, 2026
- First version recorded
- May 20, 2026
- Size
- 7,063 bytes
- Repository stars
- 158
- License
- MIT
Ranked content search over a text corpus you point it at, using BM25 (via xhluca/bm25s). Corpus-agnostic: cloned repos, project knowledge stores, uploaded files and archives, any local directory. In-memory BM25 index per invocation, with a session-local disk cache for repeat runs against the same corpus. Use for "rank these documents", "search this corpus", "which files are most about X", "find content about Y", or any multi-word concept query against a known body of text where grep would…
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
# bm25 Ranked content search over any text corpus. One CLI, in-memory BM25 index per process, with a session-local disk cache so repeat invocations against the same corpus load in tens of milliseconds instead of rebuilding. ## Setup ```bash uv pip install --system --break-system-packages bm25s ``` Install is sub-second on a warm uv cache. That's the entire dependency. ## Usage ```bash BM25=/mnt/skills/user/bm25/scripts/bm25.py # Local directory python3 $BM25 ./repo 'csrf middleware' # Multiple queries against the same in-memory index (build once, query many) python3 $BM25 ./repo 'csrf middleware' 'session backend' 'queryset filter' # Cloned GitHub repo via tarball (one HTTP call) python3 $BM25 'github.com/django/django' 'atomic transaction' python3 $BM25 'github.com/django/django@stable/5.0.x' 'atomic transaction' # Project knowledge or uploads python3 $BM25 project 'RAG scaling laws' python3 $BM25 uploads 'tax loss harvesting' # Filters python3 $BM25 ./repo 'auth flow' --exclude 'tests/*' --exclude '*/tests/*' python3 $BM25 ./repo 'config' --include '*.py' --include '*.toml' # Interactive (REPL — single corpus, many queries) python3 $BM25 ./repo --interactive …
Read the whole file at its exact version.
How to install
mdr add oaustegard/claude-skills/bm25@sha256:4199603c37d75f39The line at the top of this page pins the label v0.2.1, 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_pqn2a6sqsfx2sec2)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between May 20, 2026 and Sep 9, 2026, about one every 28 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v0.2.1 latest | 2026-09-09 | db4e3e1 | 7,063 B | A | view · diff |
| v0.2.0 | 2026-08-25 | 4fcc13f | 7,012 B | A | view · diff |
| v0.1.2 | 2026-05-20 | b09ab51 | 6,915 B | A | view · diff |
| v0.1.1 | 2026-05-20 | e5f8ba8 | 5,704 B | A | view · diff |
| v0.1.0 | 2026-05-20 | 188997b | 5,650 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 (7063 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
oaustegard/claude-skills · 158 stars · license MIT · pushed 2026-11-07 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_pqn2a6sqsfx2sec2 GET https://markdownregistry.com/api/v1/resolve?ref=oaustegard/claude-skills/bm25 GET https://markdownregistry.com/api/v1/blob/4199603c37d75f39927c8c8d75b7a2635d4ab3813f218a955c0f5aff80e5e710
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.
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