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mnelo v0.1

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@chinesewebman chinesewebman released this 18 Jul 10:32
· 461 commits to main since this release

mnelo v0.1 — Initial Public Release

Local-first knowledge-graph memory layer for AI agents. Single SQLite file + sqlite-vec + MCP + RRF. Bilingual (English + 中文).

Languages / 语言

Highlights

  • Storage: single SQLite file (~24 MB @ 4500 chunks, 4600 entities)
  • Vector: sqlite-vec (vec0) + BAAI/bge-small-zh-v1.5 (512-dim, CN-native)
  • Graph: native relations table, 2-hop BFS traversal
  • Recall: 4-way concurrent (vec + graph + meta + entity) → RRF fusion
  • Protocol: MCP over SSE (127.0.0.1:8086), 7 tools
  • Latency (warm): p50 = 12.5 ms, p95 = 36 ms
  • Bilingual: English + 中文 (auto-detect locale)
  • Test coverage: 50 tests passing

Install

git clone https://github.com/chinesewebman/mnelo
cd mnelo
pip install "mcp[cli]>=1.26.0" "sqlite-vec>=0.1.9" "fastembed>=0.8.0"
python scripts/init_db.py

Full docs: see RUNBOOK.md in this repo.

License

MIT