colin-py 0.0.1

A context engine for the AI era

Colin

A context engine that keeps agent skills fresh.

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Colin is a context engine. Write templates that reference live sources like GitHub files, MCP servers, and other documents. Colin compiles them, tracks dependencies, and rebuilds only what's stale.

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name: deployment-process
description: How to deploy code to staging and production
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# Deployment

{{ colin.github.file('acme/platform', 'docs/DEPLOY.md').content }}

## Environments

{{ ref('infrastructure/environments').content }}

## Recent Incidents

{{ colin.mcp.pagerduty.resource('incidents?team=platform&days=30') | llm_extract('deployment-related issues and how they were resolved') }}

Run colin run. Colin fetches the deployment guide from GitHub, resolves the reference to your environments doc, extracts incident summaries through an LLM, and writes the compiled skill. Run it again tomorrow—if nothing changed upstream, nothing rebuilds. If the deployment guide in GitHub was updated, Colin detects the new commit and recompiles.

Install

pip install colin-py

Documentation

Full documentation at colin.prefect.io/docs.

Quick Start

colin init my-skill
cd my-skill

Edit models/hello.md or create new documents in models/. Each document can reference others with ref() and pull from external sources.

colin run

Colin compiles your documents to output/. Update a source file and run again—only affected documents recompile.

Output to Claude Code

Configure Colin to write directly to Claude Code's skills folder:

[project.output]
target = "claude-skill"
scope = "user"

Skills appear in ~/.claude/skills/ and become available immediately.

How It Works

When Colin compiles a document, it records what sources were used and their versions—commit SHAs for GitHub files, timestamps for HTTP resources, version identifiers for MCP resources. This information is stored in a manifest alongside the compiled output.

On subsequent runs, Colin checks the manifest against current source versions. Documents whose sources haven't changed skip compilation entirely. When a source does change, Colin recompiles the affected document and any documents that depend on it.

LLM calls are cached separately by input hash. If a document recompiles but the input to an LLM block is unchanged, the cached LLM response is reused.

About the Name

Colin stands for Context Lineage. It's also a nod to Colin the robot from the Hitchhiker's Guide to the Galaxy—a security robot who feels genuinely delighted whenever he's being helpful.

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Colin is built with 💙 by Prefect.