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contextpull 0.1.0
First release. Pull, don't push: an always-in-context index plus five tools (index, search, read, grep, neighbours) that return exact document sections on demand, for Claude Code, any MCP host, or your own client.
- Zero-dependency Python core over SQLite + FTS5; heading-aware sections with stable ids; incremental ingest; flat/compact/hierarchical index under a token budget
- MCP server (
pip install "contextpull[mcp]"): stdio and streamable HTTP; index delivered via server instructions, tool and resource - PDF ingest (
[pdf]extra), optional embeddings with hybrid search, model-written summaries - Node package
contextpullon npm: store-native reader and MCP server, identical results to Python (23/23 conformance) - ragbisect adapters that put the agentic loop in the same benchmark table as bm25, dense and hybrid; first results in
benchmarks/
PyPI: https://pypi.org/project/contextpull/0.1.0/ · npm: https://www.npmjs.com/package/contextpull/v/0.1.0