{
 "schema_version": 1,
 "generated": "2026-10-24",
 "repo": "bybit-exchange/kaas",
 "name": "kaas",
 "owner": "bybit-exchange",
 "slug": "bybit-exchange-kaas",
 "github": "https://github.com/bybit-exchange/kaas",
 "what": "KaaS is a self-hosted tool that compiles notes, documents and transcripts into a searchable Markdown wiki using LLM phases, and serves it to chat and MCP clients without embeddings.",
 "why": "151 stars, launched 87 days ago",
 "language": "Python",
 "requirements": [
  "An OpenAI-compatible LLM API key and endpoint (OpenAI, DeepSeek, Ollama, vLLM, Azure OpenAI, etc.)",
  "Docker, or a Linux amd64/arm64 or macOS arm64 machine for the CLI install",
  "Your source files, notes, or URLs to compile"
 ],
 "audience_note": "Teams and individuals with scattered notes or documents who want a queryable knowledge base, and developers whose coding agent should query that knowledge.",
 "risk": "sensitive",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Research",
 "url": "https://dedupedai.com/use-cases/bybit-exchange-kaas/",
 "use_case_count": 4,
 "use_cases": [
  {
   "id": "bybit-exchange-kaas--compile-personal-notes-into-wiki",
   "title": "Compile your notes into a searchable Markdown wiki",
   "best": true,
   "url": "https://dedupedai.com/use-cases/bybit-exchange-kaas/compile-personal-notes-into-wiki/",
   "json": "https://dedupedai.com/use-cases/u/bybit-exchange-kaas/compile-personal-notes-into-wiki.json"
  },
  {
   "id": "bybit-exchange-kaas--give-claude-code-access-to-wiki",
   "title": "Let Claude Code query your compiled wiki locally",
   "best": false,
   "url": "https://dedupedai.com/use-cases/bybit-exchange-kaas/give-claude-code-access-to-wiki/",
   "json": "https://dedupedai.com/use-cases/u/bybit-exchange-kaas/give-claude-code-access-to-wiki.json"
  },
  {
   "id": "bybit-exchange-kaas--share-wiki-with-remote-agents-over-mcp",
   "title": "Share the wiki with remote agents over MCP",
   "best": false,
   "url": "https://dedupedai.com/use-cases/bybit-exchange-kaas/share-wiki-with-remote-agents-over-mcp/",
   "json": "https://dedupedai.com/use-cases/u/bybit-exchange-kaas/share-wiki-with-remote-agents-over-mcp.json"
  },
  {
   "id": "bybit-exchange-kaas--keep-team-knowledge-when-people-change-roles",
   "title": "Keep team knowledge when people change roles",
   "best": false,
   "url": "https://dedupedai.com/use-cases/bybit-exchange-kaas/keep-team-knowledge-when-people-change-roles/",
   "json": "https://dedupedai.com/use-cases/u/bybit-exchange-kaas/keep-team-knowledge-when-people-change-roles.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}