Agent capability

eval-driven-dev

Improve AI application with evaluation-driven development. Define eval criteria, instrument the application, build golden datasets, observe and evaluate application runs, analyze results, and produce a concrete action plan for improvements. ALWAYS USE THIS SKILL when the user asks to set up QA, add tests, add evals, evaluate, benchmark, fix wrong behaviors, improve quality, or do quality assurance for any Python project that calls an LLM model.

MIT Compatible agent runtimes 21 files 171,153 bytes

Runtime provisioning

Provision this capability

The provisioning flow resolves the versioned manifest, verifies every SHA-256 digest, and applies the package atomically.

Shared Agent Skills

User scope: ~/.agents/skills/eval-driven-dev

curl -fsSLo /tmp/mm-skills-install.sh __MM_RUNTIME_ORIGIN__/install.sh && bash /tmp/mm-skills-install.sh eval-driven-dev --client agents --scope user --registry __MM_RUNTIME_ORIGIN__

Codex

User scope: ~/.agents/skills/eval-driven-dev

curl -fsSLo /tmp/mm-skills-install.sh __MM_RUNTIME_ORIGIN__/install.sh && bash /tmp/mm-skills-install.sh eval-driven-dev --client codex --scope user --registry __MM_RUNTIME_ORIGIN__

OpenCode

User scope: ~/.config/opencode/skills/eval-driven-dev

curl -fsSLo /tmp/mm-skills-install.sh __MM_RUNTIME_ORIGIN__/install.sh && bash /tmp/mm-skills-install.sh eval-driven-dev --client opencode --scope user --registry __MM_RUNTIME_ORIGIN__

Antigravity

User scope: ~/.gemini/config/skills/eval-driven-dev

curl -fsSLo /tmp/mm-skills-install.sh __MM_RUNTIME_ORIGIN__/install.sh && bash /tmp/mm-skills-install.sh eval-driven-dev --client antigravity --scope user --registry __MM_RUNTIME_ORIGIN__
Windows PowerShell
$installer = Join-Path $env:TEMP 'mm-skills-install.ps1'; Invoke-WebRequest '__MM_RUNTIME_ORIGIN__/install.ps1' -OutFile $installer; & $installer -Skill 'eval-driven-dev' -Client 'agents' -Scope 'user' -Registry '__MM_RUNTIME_ORIGIN__'

Artifact integrity

Versioned package contents

Inspect manifest
PathBytesSHA-256
LICENSE.txt 1,059 e32449d23085399a…
references/1-a-project-analysis.md 5,883 ae4ca94629f12e14…
references/1-b-entry-point.md 2,348 1ca870ff6b8c95ee…
references/1-c-eval-criteria.md 7,700 d6fd399ad610f7dd…
references/2a-instrumentation.md 7,447 3a3e03d6ae22ce84…
references/2b-implement-runnable.md 7,535 885df118e7aa6a12…
references/2c-capture-and-verify-trace.md 5,815 8ea63dce59fdbd45…
references/3-define-evaluators.md 10,571 97d04840adb1015b…
references/4-build-dataset.md 22,080 97307710d6122650…
references/5-run-tests.md 6,105 ee23d3c3e51a2033…
references/6-analyze-outcomes.md 16,606 c7bd8f28c2dba162…
references/evaluators.md 17,977 0f4b9792fbc069ff…
references/runnable-examples/cli-app.md 2,022 946cb0dbcef4da49…
references/runnable-examples/fastapi-web-server.md 4,149 31114e24828244b8…
references/runnable-examples/standalone-function.md 1,811 d8726623e0471c7c…
references/testing-api.md 16,684 8ff719243f80adbe…
references/wrap-api.md 8,984 57af731780a7790e…
resources/setup.sh 3,169 3917afb5af193abf…
resources/verify_step6_completion.py 4,525 8048ae2e7f7005c5…
SKILL.md 18,016 e8418e08b54407e2…
SOURCE.md 667 ae0f377ed6451987…