MCP API Catalog Recommender
Rank #111,380glama/bandham-manikanta/mcp-catalog-agent
Enables semantic search over an OpenAPI catalog to find and recommend API endpoints based on natural language queries.
MCP API Catalog Recommender is a Model Context Protocol (MCP) server published by bandham-manikanta. It ranks #111,380 of 137,492 servers tracked on MCP Toplist. MCP API Catalog Recommender is listed on Glama, and ships as a single rolling release with no explicit version metadata. It was first listed on Jun 29, 2026.
Ranks ahead of 26,112 of 137,492 servers on MCP Toplist.
Use MCP API Catalog Recommender
Requires user-supplied configuration before first use — typically an API key, token or connection string set via environment variables.
This server doesn't publish a machine-readable install config — see the repository README for install instructions.
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[](https://mcptoplist.com/server/glama%2Fbandham-manikanta%2Fmcp-catalog-agent)<a href="https://mcptoplist.com/server/glama%2Fbandham-manikanta%2Fmcp-catalog-agent"><img src="https://mcptoplist.com/badge/glama%2Fbandham-manikanta%2Fmcp-catalog-agent.svg" alt="MCP Toplist: #111,380 of 137,492" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 1 registry
bandham-manikanta
Not versioned
This server is published through a registry that does not expose explicit version metadata, and no GitHub release tags were found on the linked repository. The listing tracks a single rolling release.
Frequently asked questions
- Who maintains MCP API Catalog Recommender?
- MCP API Catalog Recommender is maintained by bandham-manikanta, which publishes 1 MCP server (0 total versions) tracked on MCP Toplist.
- Is MCP API Catalog Recommender listed on the Official MCP Registry?
- MCP API Catalog Recommender is not on the Official MCP Registry. It is listed on Glama.
- How many versions does MCP API Catalog Recommender have?
- MCP API Catalog Recommender ships as a single rolling release with no explicit version metadata.
- Where can I find the source code for MCP API Catalog Recommender?
- The source code for MCP API Catalog Recommender is hosted at github.com/bandham-manikanta/mcp-catalog-agent.
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