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AI readability score for your documentation

https://docsalot.dev/tools/docsagent-score
1•fazkan•7m ago•0 comments

NASA Study: Non-Biologic Processes Don't Explain Mars Organics

https://science.nasa.gov/blogs/science-news/2026/02/06/nasa-study-non-biologic-processes-dont-ful...
1•bediger4000•10m ago•2 comments

I inhaled traffic fumes to find out where air pollution goes in my body

https://www.bbc.com/news/articles/c74w48d8epgo
1•dabinat•10m ago•0 comments

X said it would give $1M to a user who had previously shared racist posts

https://www.nbcnews.com/tech/internet/x-pays-1-million-prize-creator-history-racist-posts-rcna257768
2•doener•13m ago•1 comments

155M US land parcel boundaries

https://www.kaggle.com/datasets/landrecordsus/us-parcel-layer
2•tjwebbnorfolk•17m ago•0 comments

Private Inference

https://confer.to/blog/2026/01/private-inference/
2•jbegley•20m ago•1 comments

Font Rendering from First Principles

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1•krapp•24m ago•0 comments

Show HN: Seedance 2.0 AI video generator for creators and ecommerce

https://seedance-2.net
1•dallen97•28m ago•0 comments

Wally: A fun, reliable voice assistant in the shape of a penguin

https://github.com/JLW-7/Wally
2•PaulHoule•29m ago•0 comments

Rewriting Pycparser with the Help of an LLM

https://eli.thegreenplace.net/2026/rewriting-pycparser-with-the-help-of-an-llm/
2•y1n0•31m ago•0 comments

Lobsters Vibecoding Challenge

https://gist.github.com/MostAwesomeDude/bb8cbfd005a33f5dd262d1f20a63a693
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E-Commerce vs. Social Commerce

https://moondala.one/
1•HamoodBahzar•31m ago•1 comments

Avoiding Modern C++ – Anton Mikhailov [video]

https://www.youtube.com/watch?v=ShSGHb65f3M
2•linkdd•33m ago•0 comments

Show HN: AegisMind–AI system with 12 brain regions modeled on human neuroscience

https://www.aegismind.app
2•aegismind_app•37m ago•1 comments

Zig – Package Management Workflow Enhancements

https://ziglang.org/devlog/2026/#2026-02-06
1•Retro_Dev•38m ago•0 comments

AI-powered text correction for macOS

https://taipo.app/
1•neuling•42m ago•1 comments

AppSecMaster – Learn Application Security with hands on challenges

https://www.appsecmaster.net/en
1•aqeisi•43m ago•1 comments

Fibonacci Number Certificates

https://www.johndcook.com/blog/2026/02/05/fibonacci-certificate/
2•y1n0•44m ago•0 comments

AI Overviews are killing the web search, and there's nothing we can do about it

https://www.neowin.net/editorials/ai-overviews-are-killing-the-web-search-and-theres-nothing-we-c...
4•bundie•49m ago•1 comments

City skylines need an upgrade in the face of climate stress

https://theconversation.com/city-skylines-need-an-upgrade-in-the-face-of-climate-stress-267763
3•gnabgib•50m ago•0 comments

1979: The Model World of Robert Symes [video]

https://www.youtube.com/watch?v=HmDxmxhrGDc
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Satellites Have a Lot of Room

https://www.johndcook.com/blog/2026/02/02/satellites-have-a-lot-of-room/
3•y1n0•55m ago•0 comments

1980s Farm Crisis

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https://github.com/skorotkiewicz/fsid
1•modinfo•1h ago•0 comments

Show HN: Holy Grail: Open-Source Autonomous Development Agent

https://github.com/dakotalock/holygrailopensource
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Show HN: Minecraft Creeper meets 90s Tamagotchi

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Show HN: Termiteam – Control center for multiple AI agent terminals

https://github.com/NetanelBaruch/termiteam
1•Netanelbaruch•1h ago•0 comments

The only U.S. particle collider shuts down

https://www.sciencenews.org/article/particle-collider-shuts-down-brookhaven
3•rolph•1h ago•1 comments

Ask HN: Why do purchased B2B email lists still have such poor deliverability?

1•solarisos•1h ago•3 comments

Show HN: Remotion directory (videos and prompts)

https://www.remotion.directory/
1•rokbenko•1h ago•0 comments
Open in hackernews

Show HN: PolyMCP – open-source toolkit to expose MCP tools and run agents

1•justvugg•2w ago
Hi HN — I’m the author of PolyMCP (MIT).

PolyMCP is a toolkit/runtime for the Model Context Protocol (MCP): it helps you build MCP tool servers (expose Python functions as tools over HTTP/stdio), connect multiple MCP servers, and run agents that orchestrate them with deploy-friendly guardrails.

Latest update is mostly reliability work: - OAuth2 (RFC 6749): client credentials + authorization code flows, refresh handling, basic retries - Docker executor cleanup fixes (Windows + Unix) - Better skills/tool matching + stdio server support - CodeAgent async handling + error recovery - Health checks, structured logging, and rate limiting

Repo: https://github.com/poly-mcp/Polymcp

If you’ve deployed MCP/agent systems: what tends to bite you first (auth, rate limits, observability, sandboxing)? I’m especially interested in OAuth2 edge cases and container lifecycle issues.

Comments

kxbnb•2w ago
Nice work - the "deploy-friendly guardrails" framing resonates. Too many MCP tools assume local dev only.

To your question about what bites first: in our experience at keypost.ai, the order is usually:

1. *Auth* - OAuth token refresh edge cases, especially when agents run long tasks that span token expiry 2. *Rate limits* - not having them, then having them but too coarse (per-tool vs per-endpoint vs per-argument) 3. *Observability* - specifically, correlating agent intent with actual tool calls when debugging why something failed 4. *Sandboxing* - usually comes up after the first "oops" moment

One pattern we've found useful: separating "can this identity call this tool" (auth) from "should this specific call be allowed" (policy). They're often conflated but have different failure modes and different owners (security team vs product team).

Curious how you're handling policy in PolyMCP - is it config-driven or code-driven?

justvugg•2w ago
Sorry for the late response. Thanks a lot for your suggestion! Policy now: config-driven allow/deny lists + metadata constraints + budgets/redaction. Auth separate (OAuth2 auto-refresh). Planning hooks.

How do you do policy at keypost.ai?