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Vault-native memory engine for Claude Code. FTS5 BM25, RRF-ready retrieval, gated Graphiti KG, and adaptive context tooling.

Project description

mneme-core

Python core for mneme: vault-native memory for Claude Code, also usable from Codex and any MCP client. mneme is Claude-Code-native by origin and client-neutral at the core.

This package provides:

  • FTS5 BM25 full-text indexer with language-aware normalization (Turkish casefold module included as utility).
  • RRF-ready retrieval pipeline at k=60, with FTS5 shipped and optional backends injectable by callers.
  • Graphiti bi-temporal knowledge graph adapter, gated by the full profile and local Neo4j.
  • Roadmap dense embedding adapter. The v1.0 standard profile reserves the runtime slot but does not ship packaged LEANN retrieval.
  • Background compression pipeline with 4-D rubric (Accuracy, Depth, Context, Continuity) and cost cap ledger.
  • Adaptive Context Layer: distill.shell_compress, distill.injection_dedup, distill.adaptive_topk, distill.compressed_format, and the mneme audit CLI.

Installation

pip install mneme-core

For development:

pip install -e ".[dev]"

Quality Gates

This package targets Python 3.11+ and passes ruff lint plus mypy --strict. Test coverage minimum is 80 percent for business logic.

License

MIT. See LICENSE in the repository root.

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