Korpora

Audit report

anysearch-ai/anysearch-mcp-server

https://github.com/anysearch-ai/anysearch-mcp-server

Type: mcp · Audited 2026-05-22

56grade F
Fix in Claude

Top fixes

  • high

    Add a server.json manifest

    Add a server.json manifest. It is the machine-readable declaration of your server that the MCP registry and agents read directly.

  • high

    Expand the Tools section

    Expand the Tools section. Each tool needs a description of what it does and when an agent should call it, not just a name.

  • high

    Add usage examples showing a real tool call

    Add usage examples showing a real tool call. Examples are how an agent learns the expected inputs.

  • high

    Add an open-source license

    Add an open-source license. Some agents will not run or recommend code with no SPDX license.

  • high

    Get the server into public MCP config files

    Get the server into public MCP config files. Few or none reference it today, and real adoption is the strongest trust signal an agent has.

Sub-scores

Discoverability

100 / 100
weight 15%

Agents can only recommend tools they can find. llms.txt and open robots.txt are the fastest wins.

Passing

  • Repository has a clear description (52)
  • Repository has topics/tags (6)
  • Identifiable as an MCP server
  • README opens with a one-line summary

Installation

80 / 100
weight 20%

Config-file appearances are the closest thing to a real install count for MCP servers.

Missing

  • Ships a package manifest

Passing

  • README shows an MCP client config block
  • README has an install or run command
  • Transport or configuration is documented

Tool definitions

30 / 100
weight 25%

Structured markup lets agents extract facts reliably instead of guessing from prose.

Missing

  • Ships a server.json manifest
  • Tools are described, not just named
  • README shows usage examples

Passing

  • README enumerates the tools

Documentation

55 / 100
weight 15%

Thin or poorly-described content gives agents nothing to summarise or cite.

Missing

  • README states what the server is for
  • Versioned releases or a changelog

Passing

  • Substantive README (1200+ chars) (9938)
  • README is organized into sections (28)

Trust & adoption

35 / 100
weight 25%

Models pattern-match provenance signals before recommending — missing basics trigger silent skips.

Missing

  • Open-source license (none)
  • Appears in public MCP config files (0)
  • Has tests or CI
  • Has tagged releases (none)
  • Discussed on Hacker News or Reddit (0)

Passing

  • Pushed in the last 90 days (0)
  • Multiple contributors (2)
  • 25+ GitHub stars (460)

Generated llms.txt

Drop this at /llms.txt on your domain.

Generating your llms.txt with Claude...

Embed badge

Paste this into your README to display your live score.

Agent readiness badge
[![Agent Readiness](https://mcprank-green.vercel.app/api/badge/github.com-anysearch-ai-anysearch-mcp-server-9b40ae)](https://mcprank-green.vercel.app/r/github.com-anysearch-ai-anysearch-mcp-server-9b40ae)

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Discovery Report · free

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