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decide v0.1.0 — Your agent reasons. Jev sorts.

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@alsoleg89 alsoleg89 released this 20 Sep 13:48
v0.1.0
2de22d8

Your agent reasons. Jev sorts.

decide is an MCP tool for bulk decisions over files, log lines, JSONL records or inline items. Send a path and a rubric; receive a compact summary, a complete local audit trail and the cases that need closer review. Global and per-label confidence cutoffs let you optimize cost for the quality your task needs. Review rate is an outcome, not a fixed 5% target.

Measured results

On 1,000 new UX reviews, decide + GPT-4.1 mini reduced complete tool-loop inference cost 48.9% ($0.04993 → $0.02551), while improving accuracy 84.2% → 90.2%, macro-F1 0.7803 → 0.8577, precision 58.4% → 72.0% and recall 76.8% → 84.7%. The routing policy was frozen before these records were evaluated. Mini reviewed 123 records.

UX protocol, predictions and mistakes

On 300 OpenCV issues, a different policy saved 77.3% and improved accuracy and macro-F1, but reduced feature recall. These are task-specific sample results from a guided tool loop, not a universal quality guarantee or proof of the globally cheapest policy. Failed runs and losing comparisons remain published.

Developer results · All evaluations

Install

Requires uv, Git and a TypeSafe API key. Configure your MCP client to launch:

uvx --python 3.11 --from git+https://github.com/alsoleg89/decide@v0.1.0 decide-mcp

Set TYPESAFE_API_KEY and DECIDE_ROOT in the server environment. Codex and Claude setup.

Release verification

  • MIT license included in both wheel and source distribution.
  • Wheel built from the source distribution; packaged server and README match the release source.
  • 257 offline checks passed on macOS/Python 3.11 and Linux/Python 3.12, with 97% server coverage.
  • Fresh wheel installation and real stdio MCP checks passed on macOS/Python 3.13 and Linux/Python 3.12, with zero paid requests.
  • GitHub Actions is not used. Windows remains unverified.
  • Wheel, source distribution and SHA256SUMS are attached. No PyPI publication.

Verification details

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