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README.md

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  +-[ kiro-cli-notes ]--------------------------------------+
  |  knowledge base search system for kiro cli developers  |
  |  semantic search . mcp . ollama . indexdb              |
  +---------------------------------------------------------+

internal documentation search system for kiro cli developers. semantic search across all kiro cli setup patterns, tutorials, and best practices. runs local via ollama -- no external api keys required.

features

  • semantic search via local ollama embeddings (nomic-embed-text)
  • filtering by content type, tags, and source
  • indexdb-based client-side storage -- offline capable
  • real-time updates when content changes

repository structure

knowledge-base/
  mcp-server/          -- mcp server with ollama embeddings
  export-pipeline/     -- content extraction and processing
  static-site/         -- web interface and search
  knowledge-bases/     -- organized content storage
video-content/         -- video transcripts and analysis
docs/                  -- setup documentation
configs/               -- configuration files
agents/                -- custom agent profiles
hooks/                 -- automation hooks
steering/              -- development standards
workflows/             -- sdlc workflows
tools/                 -- utility scripts
scripts/               -- setup and maintenance

quick start

complete setup:

./scripts/setup-knowledge-base.sh

basic kiro cli only:

./scripts/setup.sh

manual setup:

  1. set up the mcp server:
cd knowledge-base/mcp-server
npm install && npm run build
ollama pull nomic-embed-text
  1. export content:
cd ../export-pipeline
npm install && node export-knowledge.js
  1. start the search interface:
cd ../static-site
./start-server.sh

knowledge base stats

  • 48 content chunks indexed with semantic embeddings
  • content types: setup (16), video tutorials (31), workflows (1)
  • top tags: mcp, integration, tutorials, setup, aws, agents

content sources

based on 10 professional kiro cli tutorial videos:

  • aws re:invent 2025 presentations
  • community tutorials and best practices
  • production deployment patterns

speakers: derek and kieran (aws), girish (cloud evangelist), jack carrington (blue collar coder)

related

video transcription agent -- technical implementation for video processing

style guide: https://github.com/BryanChasko/heraldstack-mcp/blob/main/STYLE_GUIDE.md