Skip to main content

Evaluation-driven Claude Code skill development

Project description

skillet

CI License Python

Evaluation-driven Claude Code skill development.

Install

pip install pyskillet

Why

Anthropic recommends building evaluations before writing skills:

Create evaluations BEFORE writing extensive documentation. This ensures your Skill solves real problems rather than documenting imagined ones.

But they don't provide tooling:

We do not currently provide a built-in way to run these evaluations.

skillet fills that gap.

Workflow

1. Capture gaps with /gap

When Claude does something wrong, capture it:

> Write a code review comment for this SQL query...

● This code has a SQL injection vulnerability...

> /gap

● What did you expect instead?

> Should start with **issue** (blocking): using conventional comments format

● Gap saved to ~/.skillet/gaps/conventional-comments/001.yaml

2. Run baseline eval

skillet eval conventional-comments
Eval Results (baseline, no skill)
==================================
Gaps: 5
Iterations: 3 per gap
Total runs: 15

Pass rate: 0% (0/15)

3. Create the skill

skillet new conventional-comments
Found 5 gaps for 'conventional-comments', drafting SKILL.md...

Created plugins/conventional-comments/
├── .claude-plugin/
│   └── plugin.json
└── skills/conventional-comments/
    └── SKILL.md (draft from 5 gaps)

4. Eval with skill

skillet eval conventional-comments --skill plugins/conventional-comments
Eval Results (with skill)
=========================
Skill: plugins/conventional-comments
Gaps: 5
Iterations: 3 per gap
Total runs: 15

Pass rate: 80% (12/15)

5. Iterate

Edit SKILL.md, re-run eval, repeat.

Commands

skillet eval <name>                    # baseline eval (no skill)
skillet eval <name> --skill <path>     # eval with skill
skillet new <name>                     # create skill from gaps

Gaps

Gaps are stored in ~/.skillet/gaps/<name>/:

# ~/.skillet/gaps/conventional-comments/001.yaml
timestamp: 2025-01-15T10:30:00Z
prompt: "Write a code review comment for..."
actual: "This code has a SQL injection..."
expected: "Should start with **issue** (blocking):"

Roadmap

See ROADMAP.md for future ideas and planned features.

License

MIT

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

pyskillet-0.2.5.tar.gz (294.2 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

pyskillet-0.2.5-py3-none-any.whl (89.9 kB view details)

Uploaded Python 3

File details

Details for the file pyskillet-0.2.5.tar.gz.

File metadata

  • Download URL: pyskillet-0.2.5.tar.gz
  • Upload date:
  • Size: 294.2 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: uv/0.9.18 {"installer":{"name":"uv","version":"0.9.18","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

File hashes

Hashes for pyskillet-0.2.5.tar.gz
Algorithm Hash digest
SHA256 13b3735d152d31c5ad0841b31a329d7737b97736a0938ab6067422bf028aa1fd
MD5 d2e044546720638bc4714d83073ea8fc
BLAKE2b-256 c51397dddc3ea974a7b1edaa05d60bfeb3d9e04ac9c139ef91b621a70629ea82

See more details on using hashes here.

File details

Details for the file pyskillet-0.2.5-py3-none-any.whl.

File metadata

  • Download URL: pyskillet-0.2.5-py3-none-any.whl
  • Upload date:
  • Size: 89.9 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: uv/0.9.18 {"installer":{"name":"uv","version":"0.9.18","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

File hashes

Hashes for pyskillet-0.2.5-py3-none-any.whl
Algorithm Hash digest
SHA256 7567506d3fe45395e73fbc7905da8cae17c666653f9ffbc470a8f09e433b9b61
MD5 a2a02d01c3d488e358213e611e4f8382
BLAKE2b-256 f5f45ca6802919654b1c47fc0fe002290725599777ee88761fde9672b0fe8b6a

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page