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Turn APIs into MCP servers without code

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Hi HN! We built Zalor. It turns an OpenAPI spec into an MCP server, so you can make your APIs callable by Claude or ChatGPT without writing any code. Here's a list of specs you can try: https://github.com/ZalorAI/test-data/tree/main/openapi, but feel free to use your own.For background, MCP is a protocol that standardizes how you connect tools to AI assistants. We're both engineers at large software companies, and when we worked on MCP integrations we saw how long setup took and how often the spec was changing. So we built a platform to handle the MCP infrastructure, letting you keep doing normal API work and expose it to AI when you're ready.Right now we're creating a 1:1 mapping from APIs to MCP tools, but we're working on improving tool discovery so the AI doesn't get overwhelmed by 100 endpoints at the start of every conversation.Still early. Would love feedback!

HN · launched Dec 4, 2025 · 15 upvotes (top 40%) · 0 views

Niche: model context protocol tools · 465 launches, 13 in the last 7 days ▼ -24% · Explore this niche →

Category and tags

  • Horizontal
  • Dev tools
  • Developer
  • AI-native
  • Commercial product

Visit website ↗ Source listing ↗

Could you build this?

Yes Translating OpenAPI specification schemas into Model Context Protocol (MCP) tool definitions is straightforward JSON schema mapping and API forwarding.

Discussion

4 comments analyzed.

Competitors

Other products that read as similar to this one : 343 launches clear the similarity bar, closest 8 shown.

Attention rank: #157 of 344 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 29 days after the earliest competitor.

  • openapi-mcp · ph · 2026-10-29 · 1 upvotes · similarity 0.62
  • API to MCP · ph · 2026-06-19 · 195 upvotes · similarity 0.60
  • MCPCore · ph · 2026-11-05 · 64 upvotes · similarity 0.59
  • Web MCP Bridge · ph · 2026-11-04 · 1 upvotes · similarity 0.52
  • MCP Server by XWiki · ph · 2026-10-30 · 175 upvotes · similarity 0.52
  • Karada.ai · ph · 2026-10-15 · 3 upvotes · similarity 0.51
  • Model Tools Protocol (MTP) · hn · 2026-02-10 · 9 upvotes · similarity 0.50
  • CLI-use · hn · 2026-04-21 · 7 upvotes · similarity 0.50

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