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io.github.javierfajardo85-rgb/aiaam

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by javierfajardo85-rgb ยท Python

MAI-1 registry: search 100+ verified AI tool contracts with live reliability scores in one call.

io.github.javierfajardo85-rgb/aiaam (MAI-1 Registry MCP Server)

A lightweight MCP server that exposes a registry of AI tool contracts with live reliability scores. It aggregates over 100 verified contracts in a single call, enabling fast discovery and evaluation of tool reliability for AI agents within the Model Context Protocol ecosystem.

๐Ÿ› ๏ธ Key Features

  • Exposes MCP-compliant endpoints for tool discovery and context integration
  • Regarded as a MAI-1 registry: 100+ verified AI tool contracts
  • Live reliability scores returned in a single request
  • Built with FastAPI for performance and simplicity
  • Topics include ai-agents, llm-tools, mcp, and tool-discovery
  • Supports MCP-server workflows and agent-tools integration

๐Ÿš€ Use Cases

  • Retrieve a comprehensive list of verified tool contracts with current reliability
  • Supply model-context with trusted tool contracts in MCP workflows
  • Accelerate tool discovery for AI agents and tool orchestration
  • Integrate with MCP-based tool discovery in multi-agent scenarios

โšก Developer Benefits

  • Clear MCP server data model (name, description, toolCount, topics)
  • Single-call access to 100+ contracts and reliability scores
  • Easy integration with FastAPI-based services
  • Aligns with MCP and model-context protocol standards

โš ๏ธ Limitations

  • Data reflects live registry at query time; scores may fluctuate with updates
  • Descriptions and counts derived from available fields; may require source refresh for accuracy
  • Limited to the provided tool contracts and topics listed in the source data

Topics

ai-agentsfastapillm-toolsmcpmcp-servertool-discoveryagent-toolsmodel-context-protocol