
openapisearch
Making APIs accessible to AI Codegen
Repository Info
About This Server
Making APIs accessible to AI Codegen
Model Context Protocol (MCP) - This server can be integrated with AI applications to provide additional context and capabilities, enabling enhanced AI interactions and functionality.
Documentation
OpenAPI-Search combines multiple OpenAPIs in a fast, organized, and searchable interface.
OpenAPIs are effectively closed if there isn't an accessible way to find and use them. Big commercial API directories such as https://rapidapi.com are currently dominating the search results and the # of APIs indexed, leading many developers to a non-open API gateway. Open Source is far behind.
The best OpenAPI directory as of yet is https://apis.guru but this doesn't even reach 10% of the amount of listed APIs and there is many room for improvement.
The vision of https://openapisearch.com is to make OpenAPIs truly open by making it accessible (easy to find what you're looking for) and improving listing quality.

Related work: https://github.com/janwilmake/oapis and https://github.com/janwilmake/oapis.npm and https://github.com/janwilmake/openapi-mcp-server
Goals
Targeted improvements compared to https://apis.guru:
- Easy navigation for agents
- Programmatic Registry
- Improved Website
Wishlist:
- E2E Testing of OpenAPIs
- AI Crawler for API Discovery
- AI Crawler to augment OpenAPI Metadata
- Adds authentication + scope info
- Adds useful links
- Adds reviews
- Adds pricing info, ratelimit info, etc
Non-goals
- Create a docs reference website like readme.com (there are many) - for this we're using stoplight now.
- Add weird custom logic that is non-standard to the OpenAPI. Instead, I aim to create a layer on top of openapis to improve the implementation of the standard. I'll use actionschema for this.
Changelog
- 2025-03-20 - I did lots of work in this area and left it all behind after moving to cloudflare. It's time to take some of this work and redo it with a new vision, taking in all learnings from the last months. My current intuition is as follows; 1) Don't focus on quantity, focus on quality of a few great OpenAPIs. Make it very easy to build with a particular OpenAPI, for example. 2) People want to see their own OpenAPIs, and aren't interested in 99% of all other OpenAPIs.
- 2025-03-23 - https://xymake.com/janwilmake/status/1903879996592242987.html
- 2025-03-29 - improved landingpage - https://xymake.com/janwilmake/status/1905974796426629437.html
- 2025-08-08 - improved landingpage, UX and incentivization of explorability (https://x.com/janwilmake/status/1953798491651633647)
On Agent-readiness for API products
- Make your OpenAPI super good.
Your OpenAPI is your source of truth. Common pitfalls include:
- Missing
operationId,summaryand/ordescriptionin your operations (summary should be up to 1 sentence, description up to a paragraph) - Unclear or vague
operationId,summary, ordescription. What matters is clarity to token ratio (a.k.a. signal to noise ratio) - Missing
servers[0].urlfield. - Missing authentication options.
- Not referencing
externalDocs.url. Almost nobody uses this. If you do, please ensure the url provided responds with markdown by default when accessed viacurl {url}. When browsers access it, it's fine to respond with html.
A good OpenAPI specification should allow an agent to navigate the entirety of your APIs and should be easily navigatable. To make the API more navigatable, I have developed openapi-for-llms which collapses your OpenAPI spec into a llms.txt compatible file that can be exposed on the web or in your repo. To make this file high-quality, it's important to provide a high-level overview to the APIs on how to use them. This can either be placed in info.description or as part of your tags[n].description fields. Tags will be leveraged to structure your llms.txt better, grouping the APIs per tag.
- Make your OpenAPI discoverable.
Unfortunately there has not been any conclusion on how OAS wants to be made discoverable still, but discussions have been plentiful. The easiest way to do make it discoverable, is redirecting to your openapi.json file from https://yourlanding.com/.well-known/openapi. Besides that, it's good practice to put your openapi.json at the root of your api tld. Read more in openapi-discovery
- Have all your APIs documented in a single OpenAPI file
Some large APIs have different files for different parts of their API. In that case, it's best to merge it in some way, for example with redocly
Quick Start
Clone the repository
git clone https://github.com/janwilmake/openapisearchInstall dependencies
cd openapisearch
npm installFollow the documentation
Check the repository's README.md file for specific installation and usage instructions.
Repository Details
Recommended MCP Servers
Discord MCP
Enable AI assistants to seamlessly interact with Discord servers, channels, and messages.
Knit MCP
Connect AI agents to 200+ SaaS applications and automate workflows.
Apify MCP Server
Deploy and interact with Apify actors for web scraping and data extraction.
BrowserStack MCP
BrowserStack MCP Server for automated testing across multiple browsers.
Zapier MCP
A Zapier server that provides automation capabilities for various apps.