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Show HN: Colin, a context engine for keeping agent skills fresh

https://github.com/PrefectHQ/colin
7•jlowin•1h ago
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

Silver price hits fresh record above $112, up 45% in January

https://ts2.tech/en/silver-price-hits-fresh-record-above-112-as-haven-demand-bites-slv-jumps/
1•JumpinJack_Cash•21s ago•0 comments

1931 Ford Model a Hot Rod Bridges Generations with a Civic Type R Engine

https://www.thedrive.com/news/this-1931-ford-model-a-hot-rod-bridges-a-generational-gap-with-a-ci...
1•PaulHoule•4m ago•0 comments

AI Lazyslop and Personal Responsibility

https://danielsada.tech/blog/ai-lazyslop-and-personal-responsibility/
2•dshacker•4m ago•0 comments

When do most people have the day off?

https://www.not-ship.com/when-do-most-people-have-the-day-off/
1•speckx•9m ago•0 comments

Graviton: Create Complex Generative AI pipelines, auto-export as API

https://github.com/jaskirat05/Graviton
1•jaskirat05•11m ago•0 comments

How could Claude Code ever justify "a small game engine" (technical deepdive)

https://clifford.ressel.fyi/blog/drawing-monospace-text/
3•csressel•12m ago•1 comments

No US-Style AI Investment Boom to Drive EU Growth

https://www.oxfordeconomics.com/resource/no-us-style-ai-investment-boom-to-drive-eu-growth/
1•jandrewrogers•12m ago•0 comments

Show HN: PolyMCP Skills – Scalable Tool Organization for MCP-Based AI Agents

1•justvugg•14m ago•0 comments

Continuous Autoregressive Language Models (Calm): A New LLM Architecture [video]

https://www.youtube.com/watch?v=DDowKmd4qe4
1•znpy•17m ago•0 comments

The Three Projections of Doctor Futamura (2009)

http://blog.sigfpe.com/2009/05/three-projections-of-doctor-futamura.html
2•measurablefunc•18m ago•0 comments

Gold Price Tops $5k for First Time

https://www.wsj.com/livecoverage/stock-market-today-dow-sp-500-nasdaq-01-26-2026
1•bookofjoe•20m ago•1 comments

Notes on Not Posting

https://www.workingtheorys.com/p/notes-on-not-posting
2•imartin2k•21m ago•0 comments

Design System: the art of documented compromise

https://medium.com/doctolib/design-system-the-art-of-documented-compromise-04a7a5fab937
1•rognjen•23m ago•0 comments

Timeline of Diffusion Language Models

https://github.com/VILA-Lab/Awesome-DLMs
1•tilt•23m ago•0 comments

Silver Thursday

https://en.wikipedia.org/wiki/Silver_Thursday
1•ValentineC•23m ago•0 comments

Show HN: Minima – Open-source micro-learning LMS (alternative to Moodle)

https://github.com/cobel1024/minima
1•pigon1002•25m ago•0 comments

The Home Computer Hybrids: Atari, TI, and the FCC

https://technicshistory.com/2026/01/25/the-home-computer-hybrids/
2•cfmcdonald•25m ago•0 comments

Show HN: FilaMeter – Local-first filament inventory management for 3D printing

https://filameter.com/
1•ldrrp•25m ago•0 comments

Show HN: VLM Inference Engine in Rust

https://mixpeek.com/blog/building-a-production-ready-vlm-inference-server-in-rust
1•Beefin•25m ago•0 comments

Browsh the modern text-based browser

https://www.brow.sh/docs/installation/
1•ungawatkt•26m ago•0 comments

Home Lab Developments

https://zitseng.com/archives/25229
2•todsacerdoti•28m ago•0 comments

Show HN: Poast – Publish Quickly from Claude, Cursor, ChatGPT

https://www.poast.sh/post/acb2475e-7871-4f62-9f25-3e60d38861d4
1•k0mplex•29m ago•0 comments

Show HN: ScaleLighthouse – Bulk Lighthouse, Playwright smoke tests, CrUX metrics

https://github.com/acenji/lighthouse
1•acenji•30m ago•0 comments

The WABL Test: Would anything of value be lost if you delete this?

https://www.gkogan.co/would-anything-of-value-be-lost/
1•gk1•32m ago•0 comments

The "Bucket Bumping" problem of airline tickets

https://www.dodgycoder.net/2026/01/the-bucket-bumping-problem-of-airline-tickets.html
1•abnercoimbre•33m ago•1 comments

Tesla FSD vs. Snow Ice Emergency Avoidance Braking Lane Perception

https://www.youtube.com/watch?v=6nwhbIOipXQ
1•hnburnsy•33m ago•0 comments

What Are the Greatest Sequels of All Time? A Statistical Analysis (2025)

https://www.statsignificant.com/p/what-are-the-greatest-sequels-of
1•speckx•36m ago•2 comments

The Underground Node Network

https://github.com/mevdschee/underground-node-network/blob/main/README.md
3•insom•37m ago•0 comments

How animators and AI researchers made 'Dear Upstairs Neighbors'

https://blog.google/innovation-and-ai/models-and-research/google-deepmind/dear-upstairs-neighbors/
2•saikatsg•37m ago•0 comments

Dithering – Part 2: The Ordered Dithering

https://visualrambling.space/dithering-part-2/
4•ChrisArchitect•37m ago•2 comments