HomeSkills › RAGLite
Research & Knowledge

RAGLite

3.9K downloads 3 stars Version 1.0.8 Rank #1996 of 10,000+

What this skill does

Local-first RAG cache: distill docs into structured Markdown, then index/query with Chroma (vector) + ripgrep (keyword).

RAGLite is part of the Research & Knowledge category — research and knowledge skills that gather, search, and summarize information. You can install it on its own or alongside other research & knowledge skills from the OpenClaw catalog.

RAGLite is ranked #1996 by downloads in the OpenClaw skill catalog (3.9K total downloads, 3 stars). It belongs to the Research & Knowledge category alongside 1934 other top-10000 skills.

How to install RAGLite

The easiest path is via the OpenClaw Easy desktop app — one click, no terminal required:

  1. Download OpenClaw Easy for macOS or Windows (free, one-click installer, ~30 seconds).
  2. Open the in-app Skills panel.
  3. Search for raglite and click Install.
  4. The skill activates automatically when an incoming message matches its description.

Install from the command line

If you already run the OpenClaw CLI, add RAGLite with a single command:

openclaw skills add raglite

This pulls raglite from ClawHub and installs it into ~/.openclaw/skills/raglite/. Restart the OpenClaw gateway afterwards so the new skill is discovered.

How to use RAGLite

Once installed, RAGLite activates on its own: when an incoming message on WhatsApp, Telegram, Slack, Discord, Feishu or Line matches the skill's description, your OpenClaw agent loads it and runs the workflow. You can also trigger it explicitly by describing the task in chat. No extra configuration is required after install.

Manual install (advanced)

If you prefer manual installation:

  1. Click the Download .zip button above to grab raglite-1.0.8.zip directly from our S3 mirror.
  2. Unzip into ~/.openclaw/skills/raglite/ (create the directory if it does not exist).
  3. Restart OpenClaw Easy (or the OpenClaw CLI gateway) so the new skill is discovered.

Frequently asked questions

How do I install RAGLite?

Install RAGLite in the OpenClaw Easy desktop app by opening the Skills panel, searching for raglite, and clicking Install. From a terminal you can run: openclaw skills add raglite. Either way the skill is placed in ~/.openclaw/skills/raglite/.

Is RAGLite free?

Yes. RAGLite is free and open-source, distributed under the Apache-2.0 license through ClawHub. No account or payment is required to download or run it.

What does RAGLite do?

Local-first RAG cache: distill docs into structured Markdown, then index/query with Chroma (vector) + ripgrep (keyword).

Related: more research & knowledge skills

If RAGLite looks useful, you may also want to check out other research & knowledge skills in the OpenClaw catalog:

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Free, open-source · Apache-2.0 · Works with Claude, ChatGPT, Gemini, or local Ollama models