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Colin, a context engine for keeping agent skills fresh

Details

External ID
46769384
Source
HN
Company
—
Product
skills
Website domain
github.com
Launched
Jan. 26, 2026
Cohort
—
Upvotes
7
Upvotes percentile
0.3544137022397892
Tags
—
Fetched at
Sept. 7, 2026, 9:25 p.m.
Updated at
Sept. 7, 2026, 9:25 p.m.

Description

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 the idea of having an agent skill that includes relevant and timely data is so appealing!So: think of Colin as a skills-native templating engine. The goal is to compile context documents from dynamic sources (GitHub, Linear, Notion, MCP servers, etc.) in a way that makes them easy to automatically update. Colin traces dependencies to determine staleness and has intelligent caching to minimize the burden of recompiling. It's general purpose, but it turns out to be extremely useful for writing skills that contain dynamic knowledge and need to stay current.We've just released it. It's experimental and early, but it's a direction I'm actively exploring and would love feedback.Here's a post with more background, if interested: https://www.jlowin.dev/blog/colin

Enrichment

Theme
AI agent frameworks and developer tools
Vertical
Horizontal
Function
Agent / copilot
Audience
Developer
AI stance
AI-native
Project type
Commercial product
Normalized one-liner
context engine for agent skill management
Manually corrected
False

Could you build this?

Yes Colin is an open-source context/skill manager for MCP agents, which is fundamentally a stateful Python library and MCP server managing schemas and dynamic prompts.

Discussion

No comments on this launch.

Competitors

Other products that read as similar to this one — 314 launches clear the similarity bar, closest 8 shown.

Attention rank: #204 of 315 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 84 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a agent / copilot tool for Agriculture yet.