Skip to main content

sit

English | 中文

Git-native versioning for AI Skill packages.

sit puts prompts, schemas, golden tests, and release artifacts under semantic version control. It knows what changed, classifies risk, and gates your commits and releases.

pip install sit-toolkit

The problem

When you version a prompt or schema with plain Git, you get +13 -2 lines. You don't know if it's a typo fix or a breaking behavior change. sit does.

$ sit diff v0.3.0..v0.4.0

Skill Diff
Baseline: paper-webpage-builder@0.3.0
Current: paper-webpage-builder@0.4.0
Risk: review-required
Suggested version bump: minor

[prompt]
  - PROMPT changed SKILL.md (+13 -2; headings: Core Rule, Workflow)

[script]
  - SCRIPT changed scripts/scan_paper.py (review required)

[reference]
  - REFERENCE changed references/design_principles.md (+27 -3)

Quick start

# New package
sit init my-skill && cd my-skill

# Existing project
sit standardize .

# Validate, test, review
sit install-hooks .
sit validate . && sit test .
sit diff HEAD~1..HEAD
sit review HEAD~1..HEAD
sit pr-summary HEAD~1..HEAD

# Release
sit release minor . --bundle

Commands

Lifecycle: sit init, sit standardize, sit onboard, sit doctor

Quality: sit validate, sit test, sit test --run, sit deps check

Diff & Review: sit diff, sit review, sit pr-summary, sit report, sit ci-summary

Release & Safety: sit install-hooks, sit commit, sit release, sit undo

Git passthrough: sit add, sit push, sit pull, sit branch, sit checkout, sit log

Agent integration

sit exposes its capabilities for AI agents via three interfaces:

Interface Usage
Auto-discovery sit onboard --agent — one-command setup for Codex, Claude Code, Cursor, etc.
Python SDK from sit.sdk import Sit — direct API calls
MCP Server pip install 'sit-toolkit[mcp]' — 12 tools over stdio
LLM Tool-Use from sit.tool_use import get_tools_openai — OpenAI & Anthropic schemas
Agent auto-discovery
# Add agent config to an existing skill package
sit onboard --agent ./my-skill

# Or combine with full onboarding
sit onboard --agent ./legacy-project

This generates .mcp.json (MCP server config) and AGENTS.md (agent rules). Codex reads AGENTS.md and will run the sit loop after Skill changes: git status --short, sit validate, sit test, and sit diff HEAD..WORKTREE for uncommitted working-tree review. Claude Code, Cursor, and other MCP-aware editors can also discover the sit MCP server through .mcp.json. Restart your editor after running if it needs to reload project instructions or MCP config.

Python SDK example
from sit.sdk import Sit

s = Sit("./my-skill-package")
s.info()            # package metadata
s.validate()        # structure checks
s.test()            # golden tests
s.diff("./old")     # semantic diff
s.pr_summary("./old")  # PR summary
s.report(compare="./old")  # full report
MCP Server config
pip install 'sit-toolkit[mcp]'
sit-mcp-server
{
  "mcpServers": {
    "sit": { "command": "sit-mcp-server" }
  }
}
LLM Tool-Use schema
from sit.tool_use import get_tools_openai, get_tools_anthropic

tools = get_tools_openai()      # OpenAI format
tools = get_tools_anthropic()   # Anthropic format

CI integration

sit init generates a GitHub Actions workflow that validates, tests, and posts a semantic summary to your PR:

- run: sit validate "$SIT_PACKAGE_DIR"
- run: sit test "$SIT_PACKAGE_DIR"
- run: sit test "$SIT_PACKAGE_DIR" --run
- run: sit ci-summary "$SIT_PACKAGE_DIR" --compare origin/main..HEAD >> "$GITHUB_STEP_SUMMARY"

License

Apache-2.0. See LICENSE.

Metadata

Release files for sit-toolkit 0.23.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for sit-toolkit 0.23.0
File Size Uploaded Provenance
sit_toolkit-0.23.0.tar.gz 86.0 kB With provenance Details

Built distribution (wheel)

Table of built distributions (wheels) for sit-toolkit 0.23.0
File Interpreter ABI Platform
sit_toolkit-0.23.0-py3-none-any.whl Python 3 none any Details

Total release size: 166.8 kB

Release files / sit_toolkit-0.23.0.tar.gz

Download URL sit_toolkit-0.23.0.tar.gz
Size 86.0 kB
Tags Source
SHA-256 checksum
How to use checksums
17d458b74972ad054a581027ab72cf86295fa2cc6614ffffa01246e5192f6355
BLAKE2b-256 checksum
How to use checksums
36f191b832bc279c8103d9e693113cbaa02193a70d796046de91e09c4fd6ec88
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.12

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jun 14, 2026.

Transparency log

Release files / sit_toolkit-0.23.0-py3-none-any.whl

Download URL sit_toolkit-0.23.0-py3-none-any.whl
Size 80.7 kB
Tags Python 3
SHA-256 checksum
How to use checksums
a4424042bdc751c0ec46df036f6127178c2bccb6a4832238d68ec1d850031e45
BLAKE2b-256 checksum
How to use checksums
69dc064c955d8bd029b138d7ebbedf8e0905d4158d0c0e74ad6baaa8826dd18b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/6.1.0 CPython/3.13.12

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jun 14, 2026.

Transparency log

Security for sit-toolkit 0.23.0

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

Full provenance

All 2 files in this release have been uploaded with provenance metadata.

Select from 2 files

Attestation for sit_toolkit-0.23.0.tar.gz

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Jun 14, 2026.

Transparency log

A note on package security

PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.

To learn more about protecting yourself from malicious actors, visit our package security documentation.

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page