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AI · January 26, 2026

Colin, a context engine for keeping agent skills fresh

Hi HN — I'm the creator of FastMCP and wanted to share a new project we've open-sourced called Colin. I obviously love MCP, but I also use skills extremely heavily in my day-to-day work. Being exposed to both has made me very aware of a tension: - Anything with dynamic information, I ship over MCP. This takes work to set up and requires conversational boilerplate to refresh in every conversation. - Anything behavioral, I put in skills. They're lightweight, used automatically, and feel great. But I would never put dynamic information in a skill because keeping it up to date is a pain. And yet…

Colin, a context engine for keeping agent skills fresh launched on January 26, 2026 with 7 votes, #1,609 of 14,584 launches that month and more than 75% of that year's launches.

Visit github.com ↗Alternativestop 11% of January 2026

What it does

A context engine that treats skills as software. Contribute to PrefectHQ/colin development by creating an account on GitHub.

Colin is a context engine. Write templates that reference live sources—GitHub, Linear, Notion, HTTP endpoints—and other documents. Colin compiles them, tracks dependencies, and rebuilds only what's stale. --- name : team-status description : Current state of platform team work colin : cache : expires : 1d --- # Team Status ## In Progress {% for issue in colin.linear.issues(team='Platform', state='In Progress') %} - {{ issue.identifier }}: {{ issue.title }} ({{ issue.assignee }}) {% endfor %} ## Summary {{ ref('team/weekly-notes.md').content | llm_extract('key blockers and priorities') }} Run colin run . Colin fetches the Linear issues, resolves the reference to your weekly notes, extracts…from github.com

In the maker’s words, at launch

Hi HN — I'm the creator of FastMCP and wanted to share a new project we've open-sourced called Colin. I obviously love MCP, but I also use skills extremely heavily in my day-to-day work. Being exposed to both has made me very aware of a tension: - Anything with dynamic information, I ship over MCP. This takes work to…

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