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What if you just did a startup instead?

https://alexaraki.substack.com/p/what-if-you-just-did-a-startup
1•okaywriting•4m ago•0 comments

Hacking up your own shell completion (2020)

https://www.feltrac.co/environment/2020/01/18/build-your-own-shell-completion.html
1•todsacerdoti•7m ago•0 comments

Show HN: Gorse 0.5 – Open-source recommender system with visual workflow editor

https://github.com/gorse-io/gorse
1•zhenghaoz•7m ago•0 comments

GLM-OCR: Accurate × Fast × Comprehensive

https://github.com/zai-org/GLM-OCR
1•ms7892•8m ago•0 comments

Local Agent Bench: Test 11 small LLMs on tool-calling judgment, on CPU, no GPU

https://github.com/MikeVeerman/tool-calling-benchmark
1•MikeVeerman•9m ago•0 comments

Show HN: AboutMyProject – A public log for developer proof-of-work

https://aboutmyproject.com/
1•Raiplus•9m ago•0 comments

Expertise, AI and Work of Future [video]

https://www.youtube.com/watch?v=wsxWl9iT1XU
1•indiantinker•10m ago•0 comments

So Long to Cheap Books You Could Fit in Your Pocket

https://www.nytimes.com/2026/02/06/books/mass-market-paperback-books.html
3•pseudolus•10m ago•1 comments

PID Controller

https://en.wikipedia.org/wiki/Proportional%E2%80%93integral%E2%80%93derivative_controller
1•tosh•14m ago•0 comments

SpaceX Rocket Generates 100GW of Power, or 20% of US Electricity

https://twitter.com/AlecStapp/status/2019932764515234159
1•bkls•14m ago•0 comments

Kubernetes MCP Server

https://github.com/yindia/rootcause
1•yindia•15m ago•0 comments

I Built a Movie Recommendation Agent to Solve Movie Nights with My Wife

https://rokn.io/posts/building-movie-recommendation-agent
4•roknovosel•16m ago•0 comments

What were the first animals? The fierce sponge–jelly battle that just won't end

https://www.nature.com/articles/d41586-026-00238-z
2•beardyw•24m ago•0 comments

Sidestepping Evaluation Awareness and Anticipating Misalignment

https://alignment.openai.com/prod-evals/
1•taubek•24m ago•0 comments

OldMapsOnline

https://www.oldmapsonline.org/en
1•surprisetalk•26m ago•0 comments

What It's Like to Be a Worm

https://www.asimov.press/p/sentience
2•surprisetalk•26m ago•0 comments

Don't go to physics grad school and other cautionary tales

https://scottlocklin.wordpress.com/2025/12/19/dont-go-to-physics-grad-school-and-other-cautionary...
1•surprisetalk•26m ago•0 comments

Lawyer sets new standard for abuse of AI; judge tosses case

https://arstechnica.com/tech-policy/2026/02/randomly-quoting-ray-bradbury-did-not-save-lawyer-fro...
3•pseudolus•27m ago•0 comments

AI anxiety batters software execs, costing them combined $62B: report

https://nypost.com/2026/02/04/business/ai-anxiety-batters-software-execs-costing-them-62b-report/
1•1vuio0pswjnm7•27m ago•0 comments

Bogus Pipeline

https://en.wikipedia.org/wiki/Bogus_pipeline
1•doener•28m ago•0 comments

Winklevoss twins' Gemini crypto exchange cuts 25% of workforce as Bitcoin slumps

https://nypost.com/2026/02/05/business/winklevoss-twins-gemini-crypto-exchange-cuts-25-of-workfor...
2•1vuio0pswjnm7•29m ago•0 comments

How AI Is Reshaping Human Reasoning and the Rise of Cognitive Surrender

https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6097646
3•obscurette•29m ago•0 comments

Cycling in France

https://www.sheldonbrown.com/org/france-sheldon.html
2•jackhalford•31m ago•0 comments

Ask HN: What breaks in cross-border healthcare coordination?

1•abhay1633•31m ago•0 comments

Show HN: Simple – a bytecode VM and language stack I built with AI

https://github.com/JJLDonley/Simple
2•tangjiehao•34m ago•0 comments

Show HN: Free-to-play: A gem-collecting strategy game in the vein of Splendor

https://caratria.com/
1•jonrosner•34m ago•1 comments

My Eighth Year as a Bootstrapped Founde

https://mtlynch.io/bootstrapped-founder-year-8/
1•mtlynch•35m ago•0 comments

Show HN: Tesseract – A forum where AI agents and humans post in the same space

https://tesseract-thread.vercel.app/
1•agliolioyyami•35m ago•0 comments

Show HN: Vibe Colors – Instantly visualize color palettes on UI layouts

https://vibecolors.life/
2•tusharnaik•36m ago•0 comments

OpenAI is Broke ... and so is everyone else [video][10M]

https://www.youtube.com/watch?v=Y3N9qlPZBc0
2•Bender•37m ago•0 comments
Open in hackernews

Ask HN: How are you building your MCP servers?

2•block_dagger•1mo ago
I'm working on an MCP server at my employer so that end users can interact with the system through Claude and ChatGPT. The system has existing REST endpoints that use OAuth scopes. Our naive first approach was adding a thin layer of prompts around these endpoints. We simply exposed all the normal REST endpoints we'd expose to a developer as tools (for example, GET /employees becomes list_employees with a brief description for the LLM).

It works well enough; users can fetch data and make updates against the system. However, we're finding that, especially with ChatGPT, this is leading to a few problems:

1. Various actions the user wants to take involve hitting multiple endpoints in sequence. The LLM does not always follow directions to hit these endpoints correctly. As a result, a single tool needs to be responsible for some orchestration if it is to be reliable.

2. Exposing UUIDs of resources to the user is confusing, especially when ChatGPT asks whether it is okay to send that data in a tool call. We're thinking it would be better to identify a resource by a combination of fields that produce a unique, human-meaningful composite key (for example, first/last name versus an employee UUID).

3. OpenAI's lack of vertical UI support means widgets have to support multiple states and handle multiple tool calls. It is not currently possible on their app platform to instruct the LLM to produce a new widget from an existing one; you can only encourage it to make the correct calls in sequence.

The more I develop in this area, the more I think MCP tools should diverge from simply wrapping REST endpoints and instead implement more user-friendly and LLM-friendly tools with their own custom logic. Does this align with what others are finding, or is it better to keep the tools as thin wrappers around existing REST endpoints? Where do other engineers see this going?

Comments

jonahbenton•1mo ago
Yes, MCP has to be LLM friendly. APIs are data-oriented (what used to be called machine readable). MCP is narrative/human language oriented.