The all-in-one platform to design, document, manage, and observe your APIs. Built for the developers shipping them, the customers integrating them, and the agents now calling them at scale.
A quick note on why this launch matters to us personally.
When we started Theneo, we made one bet: AI was going to change how APIs get documented. We were right, but we underestimated the second half of that bet. AI didn't just change how docs get written. It changed who calls APIs in the first place.
Over the past 18 months, our customers have shown us things we couldn't have predicted. Fintechs watching agents hit their endpoints in ways no human ever would. Engineering teams spending weeks hand-rolling MCP servers that crash in production. PMs realizing their API catalog was last updated two years ago and nobody knows what half the endpoints do anymore.
Elva is what came out of those conversations.
A few things I'd love your honest take on:
Does the agent-readiness audit actually surface things you didn't know about your own APIs? (I'm hoping yes. Push back if no.)
The production-grade MCP claim is bold. Try it on a real repo and tell me where it breaks.
What's missing that would make you replace your current API client tomorrow?
I'll be in the comments all day. The harder the question, the better.
Honestly the easiest API doc tool I've used. Saved me a ton of time. Postman import was smooth and the output looks really clean. Big time-saver.
Curious how the Postman import works — I have years of collections that I never want to re-document
API docs are one of those things that age badly — great at launch, three major updates later and half the examples are stale. We hit this constantly at our IT services company managing integrations for clients. The "for humans and agents" angle is what caught my eye. Curious how Theneo handles the AI agent use case specifically — are you generating structured output optimized for tool-calling (OpenAPI/JSON Schema), or is it more about natural language API discovery? The two feel very different to optimize for and I haven't seen many platforms nail both.
I love the API catalog audit feature. When you are an early stage startup this is one of the hardest thing!
Do you offer that as a standalone product in itself. :)
Hey Ana, congrats on shipping. The framing ... "it's not just how docs are written, it's who's reading them now" ... is the most interesting thing in this post. Most API doc tools are still optimizing for humans skimming on a Tuesday afternoon.
Two questions on the agent-readiness audit:
What does "agent-readable" actually mean in your audit? Is it stuff like consistent error shapes and idempotency hints, or are you scoring something fuzzier?
When an agent hits an endpoint "in ways no human ever would" ... what does that look like in practice? Curious whether it's pathological retry loops, weird param combinations, or something else entirely. Feels like a goldmine of edge cases nobody documents.
Good luck with the launch! 🚀
As someone who deals with complex API integrations, the idea of an 'agent-readiness audit' is huge. It’s one thing to have docs for humans, but another entirely to have them structured for an autonomous agent. Does Elva suggest specific schema improvements, or does it try to wrap the existing mess into a more 'consumable' MCP layer?
the api catalog audit is a smart angle.. most companies have no idea half their endpoints are outdated until something breaks in production. curious how theneo handles versioning tho, like when an api changes does it auto update the docs or does someone still need to trigger that manually
Claiming production-grade MCP (Model Context Protocol) servers is definitely a bold swing! Most of the ones I’ve seen are basically toy projects. How do you handle authentication and rate-limiting when spinning these up directly from a repo? @mariam_lekveishvili1
A lot of API tools feel overwhelming unless you’re technical, so I like the focus on making API management easier for both builders and users
Designing APIs for AI consumption is a very specific challenge. How does Theneo help with auto-generating documentation that agents can actually parse effectively?
About Theneo on Product Hunt
“The API management platform for humans and agents”
Theneo launched on Product Hunt on May 14th, 2026 and earned 220 upvotes and 23 comments, placing #4 on the daily leaderboard. The all-in-one platform to design, document, manage, and observe your APIs. Built for the developers shipping them, the customers integrating them, and the agents now calling them at scale.
Theneo was featured in API (98.1k followers), Developer Tools (512.4k followers) and Pitch Dubai (2 followers) on Product Hunt. Together, these topics include over 78.4k products, making this a competitive space to launch in.
Who hunted Theneo?
Theneo was hunted by Rajiv Ayyangar. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
Want to see how Theneo stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
Hey Product Hunt 👋
Ana here, co-founder of Theneo.
A quick note on why this launch matters to us personally.
When we started Theneo, we made one bet: AI was going to change how APIs get documented. We were right, but we underestimated the second half of that bet. AI didn't just change how docs get written. It changed who calls APIs in the first place.
Over the past 18 months, our customers have shown us things we couldn't have predicted. Fintechs watching agents hit their endpoints in ways no human ever would. Engineering teams spending weeks hand-rolling MCP servers that crash in production. PMs realizing their API catalog was last updated two years ago and nobody knows what half the endpoints do anymore.
Elva is what came out of those conversations.
A few things I'd love your honest take on:
Does the agent-readiness audit actually surface things you didn't know about your own APIs? (I'm hoping yes. Push back if no.)
The production-grade MCP claim is bold. Try it on a real repo and tell me where it breaks.
What's missing that would make you replace your current API client tomorrow?
I'll be in the comments all day. The harder the question, the better.