AGENTS.md@Reference/LightRAGA
AGENTS.md@Reference/LightRAG from yuezhiai/jonex is an AGENTS.md file: the standing instructions coding agents read in that repo.
mdr add yuezhiai/jonex/Reference/LightRAG/AGENTS.md@git:20260719.0682461Pins git:20260719.0682461 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 14 of 14 checks passed
- Kind
- AGENTS.md file
- Repository
- yuezhiai/jonex
- Path
Reference/LightRAG/AGENTS.md- Versions recorded
- 1
- Latest version
- git:20260719.0682461, committed Jul 19, 2026
- Size
- 7,736 bytes
- Repository stars
- 1,598
- License
- a license file GitHub does not identify
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
# Repository Guidelines LightRAG is an advanced Retrieval-Augmented Generation (RAG) framework designed to enhance information retrieval and generation through graph-based knowledge representation. ## Project Structure & Module Organization - `lightrag/`: Core Python package with orchestrators (`lightrag/lightrag.py`), storage adapters in `kg/`, LLM bindings in `llm/`, and helpers such as `operate.py` and `utils_*.py`. - `lightrag-api/`: FastAPI service (`lightrag_server.py`) with routers under `routers/` and Gunicorn launcher `run_with_gunicorn.py`. - `lightrag_webui/`: React 19 + TypeScript client driven by Bun + Vite; UI components live in `src/`. - `scripts/setup/`: Interactive environment setup wizard. `setup.sh` orchestrates staged `--base` / `--storage` / `--server` / validation flows, `lib/` holds prompt/validation/file helpers, and `templates/*.yml` contains compose fragments for bundled services. - Tests live in `tests/` and root-level `test_*.py`. Working datasets stay in `inputs/`, `rag_storage/`, `temp/`; deployment collateral lives in `docs/`, `k8s-deploy/`, and `docker-compose.yml`. …
Read the whole file at its exact version.
How to install
mdr add yuezhiai/jonex/Reference/LightRAG/AGENTS.md@sha256:decfd2102cfa97daThe line at the top of this page pins the label git:20260719.0682461, 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_r24tpompacrrzd2p)
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Versions
The registry has recorded 1 version of this file, committed on Jul 19, 2026.
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (7736 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
yuezhiai/jonex · 1,598 stars · license a license file GitHub does not identify · pushed 2026-11-05 · branch mian
API
GET https://markdownregistry.com/api/v1/artifacts/art_r24tpompacrrzd2p GET https://markdownregistry.com/api/v1/resolve?ref=yuezhiai/jonex/Reference/LightRAG/AGENTS.md GET https://markdownregistry.com/api/v1/blob/decfd2102cfa97daca2b1898f44c2c37ec2f8b07a3334574ad68a2ec51f76033
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: how to write a good AGENTS.md · AGENTS.md vs CLAUDE.md · which agent file does what.