Open-source CLI + GitHub Action that scans MCP/OpenAPI/SDK tool surfaces and generates Tool-Use Readiness Reports for AI agent release readiness.

ML release-gate checks for drift, performance regression, latency, and JSON/Markdown deployment reports.

Evidence-based quality gate for LLM deployments: evaluates telemetry against latency, cost, and error policies to produce auditable go/no-go release decisions for CI/CD.

Black-box-first skill suite for manual test design, risk-based prioritization, minimal test case synthesis, and release gate decisions. / ブラックボックス前提で、手動テストの観点出し・リスク優先度付け・最小ケース化・リリースゲート判定まで行う skills

Evaluation-first CI/CD for RAG, agents, chatbots & search. Significance-aware release gate (bootstrap CI + Mann-Whitney U), 13 evaluators (G-Eval, citation, trajectory, ECE), reproducibility manifest, OpenRouter routing for 10× cheaper OSS judges. FastAPI + Celery + Next.js.

Local-first CLI that turns TODO comments into a ranked maintenance queue.