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Glama

MCP Agent Platform

A modular Model Context Protocol (MCP) agent platform built with Python.

This project allows an LLM-powered agent to work with both local tools and tools exposed by external MCP servers. It provides MCP server management, dynamic tool discovery, tool registration, tool execution, and multi-step tool calling.


🚀 Project Overview

The MCP Agent Platform acts as a bridge between an LLM and multiple tools.

The agent can:

  • Register local Python tools

  • Connect to external MCP servers

  • Discover tools dynamically from MCP servers

  • Convert MCP tools into OpenAI-compatible function schemas

  • Allow the LLM to decide which tool to use

  • Execute the selected tool

  • Send tool results back into the LLM context

  • Execute multiple tools sequentially when required

  • Return the final natural-language response

  • Manage MCP server connections through REST APIs

  • Expose an MCP server over Streamable HTTP


Related MCP server: MCP-NG

🏗️ Architecture

                         ┌──────────────────────┐
                         │        User          │
                         └──────────┬───────────┘
                                    │
                                    ▼
                         ┌──────────────────────┐
                         │      Agent / LLM     │
                         │    OpenAI API        │
                         └──────────┬───────────┘
                                    │
                         Tool selection
                                    │
                                    ▼
                         ┌──────────────────────┐
                         │    Tool Registry     │
                         └──────────┬───────────┘
                                    │
                  ┌─────────────────┴─────────────────┐
                  │                                   │
                  ▼                                   ▼
        ┌───────────────────┐              ┌───────────────────┐
        │   Local Tools     │              │    MCP Tools      │
        │                   │              │                   │
        │ get_weather       │              │ External MCP      │
        │ get_datetime      │              │ Servers            │
        └─────────┬─────────┘              └─────────┬─────────┘
                  │                                   │
                  │                                   ▼
                  │                         ┌──────────────────┐
                  │                         │   MCP Manager    │
                  │                         └────────┬─────────┘
                  │                                  │
                  │                                  ▼
                  │                         ┌──────────────────┐
                  │                         │  MCP Server(s)   │
                  │                         │ Streamable HTTP  │
                  │                         └────────┬─────────┘
                  │                                  │
                  └──────────────────┬───────────────┘
                                     │
                                     ▼
                              Tool Result
                                     │
                                     ▼
                                  LLM
                                     │
                                     ▼
                              Final Response

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections. Dates show when Glama detected each change.

No tool schema history has been recorded yet.

Maintenance

ActivityMaintained
ResponsivenessNo issues

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