leann SKILL.md skillA
leann from akillness/jeo-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add akillness/jeo-skills/leann@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- akillness/jeo-skills
- Path
.agent-skills/leann/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0.0, committed Oct 15, 2026
- Size
- 4,254 bytes
- Repository stars
- 52
- License
- none declared
Operate StarTrail-org/LEANN for local document indexing and semantic retrieval: inspect a checkout, configure embeddings/backends, build or incrementally update an index, search it, or troubleshoot index behavior. Use when the task explicitly names LEANN or needs its graph-assisted vector-index workflow. Route code-architecture memory graphs to mex/Graphify, workspace text search to zvec-grep, and other RAG stacks to langchain-rag.
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
# LEANN operator ## Instructions 1. **Identify the exact checkout and pin.** From the jeo-skills repository root, run `python3 .agent-skills/leann/scripts/preflight.py --repo /absolute/upstream --json` (or invoke `scripts/preflight.py` from the installed skill root). An omitted `--repo` is inventory only. The helper compares selected pinned-file hashes; it does not prove Git HEAD, the whole checkout, installed dependencies, or runtime readiness. Read [the pinned source notes](references/upstream.md). 2. **Keep the system model straight.** LEANN is a vector index that uses graph-based selective recomputation to reduce stored embedding data. Its graph is an index/search optimization, not a semantic knowledge graph or durable code-architecture graph. Route the latter to `mex` or `graphify`. 3. **Plan local indexing before running it.** Confirm source paths, file types/exclusions, index directory, chosen backend, embedding mode/model, and whether incremental updates or a full rebuild are intended. Check storage, memory, native dependencies, and data sensitivity. …
Read the whole file at its exact version.
How to install
mdr add akillness/jeo-skills/leann@sha256:0daccfa996ad946fThe line at the top of this page pins the label v1.0.0, 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_bm3x6fyo5ohh7xvn)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 15, 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 (4254 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
akillness/jeo-skills · 52 stars · license none declared · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_bm3x6fyo5ohh7xvn GET https://markdownregistry.com/api/v1/resolve?ref=akillness/jeo-skills/leann GET https://markdownregistry.com/api/v1/blob/0daccfa996ad946fffb08f3d6c28720398c8fe7501e7820709415e8fd79f54c7
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.