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bybit-exchange / kaas

Turn scattered notes, docs and transcripts into a queryable Markdown wiki — an LLM knowledge-base compiler with MCP access, no embeddings, self-hosted.

Why this job: says: knowledge base; topics: rag, knowledge-base

What it does

  • Readable articles. what you query is pages, not ranked fragments — see How It Works for the four phases that produce them
  • Answers you can check. every chat reply cites the wiki articles behind it, so you can open the source and disagree with it (streamed over SSE)
  • A knowledge base you own. articles are plain Markdown on disk — read them, hand-edit them, commit them, review a diff
  • Adding one document costs one document. compiles are incremental against a content checksum, so a new note doesn't re-pay for the corpus you already compiled
  • A long run survives its own failures. extract and pipeline work runs concurrently; tasks are leased, so a worker that dies mid-compile has its work reclaimed rather than lost, and repeated LLM failures trip a breaker instead of burning spen

Get started

No single install command. Read the steps in the README (opens in new tab)

Maintenance
Active
Last commit 2 months ago
Stars
153
On GitHub
Licence
MIT
Allows business use
Downloads for
2 systems
Mac, Linux
Latest version
v0.1.0-rc.2
Released 2 months ago
Built with
Python
53% of the code

Is it looked after?

Contributors
3
Last 90 days
Issues
75% closed
3 still open
Pull requests
47 merged
3 waiting
Releases
2
2 in the last year

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More: download files, languages, topics and project record

Download files, v0.1.0-rc.2

  • Mac1 file, 22 downloads
  • Linux2 files, 40 downloads

All files on GitHub (opens in new tab)

Languages

  • Python 53%
  • Go 29%
  • TypeScript 17%
  • Shell 1%

Topics

  • ai-agents
  • claude-code
  • golang
  • knowledge-base
  • knowledge-management
  • llm
  • markdown
  • mcp
  • model-context-protocol
  • openai-api
  • personal-knowledge-management
  • python

Project record

  • JobRAG and search
  • StatusListed
  • Commits49
  • Forks20
  • Watching2
  • Stars in 28 days+3
  • CreatedJul 29, 2026
  • First seen by usNov 7, 2026
  • CheckedNov 7, 2026

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