Skip to main content
Glama

Open-Source MCP servers

Production-ready MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

X
11,876 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • Text Analyzer

    suteeee
    -
    security
    F
    license
    -
    quality
    Provides comprehensive text analysis capabilities including character counting, word statistics, character type analysis, and text length validation for Korean and English text. Supports AI agents in analyzing and validating text content with detailed statistics and Unicode support.
    Last updated -
    • Apple
    • Linux

  • Webex Messaging MCP Serverofficial

    webex
    -
    security
    A
    license
    -
    quality
    Enables AI assistants to interact with Cisco Webex messaging through 52 comprehensive tools covering messages, rooms, teams, people management, webhooks, and enterprise features. Supports both personal and enterprise Webex environments with complete API coverage for messaging operations.
    Last updated -
    MIT License

  • MCP Chat

    hbd
    A
    security
    A
    license
    A
    quality
    A server that enables users to chat with each other by repurposing the Model Context Protocol (MCP), designed for AI tool calls, into a human-to-human communication system.
    Last updated -
    4
    5
    MIT License

  • Twilio Messaging MCP Server

    deshartman
    -
    security
    A
    license
    -
    quality
    An MCP (Model Context Protocol) server that lets users send SMS messages through Twilio API directly from Claude Desktop via natural language commands.
    Last updated -
    11
    4
    MIT License
    • Apple

  • mcp-text-editor

    tumf
    A
    security
    A
    license
    A
    quality
    A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.
    Last updated -
    6
    177
    MIT License
    • Apple
    • Linux

  • Chat Context MCP

    aolshaun
    -
    security
    F
    license
    -
    quality
    Enables AI to automatically search, retrieve, and organize your Cursor chat history across sessions. Supports tagging, nicknames, project-scoped search, and full-text search to maintain context between conversations.
    Last updated -
    • Apple
    • Linux

Interested in MCP?

Join the MCP community for support and updates.

RedditDiscord

  • Google Chat MCP Server

    KaranThink41
    -
    security
    A
    license
    -
    quality
    Enables posting text messages to Google Chat spaces through webhook-based integration, providing simple and secure message delivery without OAuth setup requirements.
    Last updated -
    MIT License

  • text-counter

    -
    security
    -
    license
    -
    quality
    An MCP server that calculates basic text metrics for input text.

  • MCP Chat Logger

    AlexiFeng
    A
    security
    A
    license
    A
    quality
    A tool that preserves chat history as Markdown files, automatically adding timestamps and supporting conversation identification through session IDs.
    Last updated -
    1
    5
    MIT License
    • Apple
    • Linux

  • GitHub Chat MCP

    AsyncFuncAI
    A
    security
    A
    license
    A
    quality
    An MCP server that enables analyzing and querying GitHub repositories through the GitHub Chat API, allowing users to index repositories and ask questions about their code, architecture and tech stack.
    Last updated -
    2
    69
    MIT License
    • Linux
    • Apple

  • HRFCO Service

    kwenhwang
    -
    security
    A
    license
    -
    quality
    Real-time hydrological information retrieval service that provides water level, precipitation, dam discharge data, and observatory location information.
    Last updated -
    1
    Apache 2.0
    • Linux
    • Apple

  • mcp-server-text-editor

    bhouston
    A
    security
    A
    license
    A
    quality
    An open source implementation of the Claude built-in text editor tool versions: text\_editor\_20241022 (Claude 3.5 Sonnet) text\_editor\_20250124 (Claude 3.7 Sonnet)
    Last updated -
    1
    39
    31
    MIT License

  • IDE Chat Summarizer

    RalphLi213
    A
    security
    F
    license
    A
    quality
    Transforms chat conversations with AI into structured markdown summaries and automatically saves them to organized files in your notes directory. Supports different summary styles, handles large conversations through chunking, and provides tools to manage your saved summaries.
    Last updated -
    4

  • Paws-on-MCP

    hemanth
    -
    security
    F
    license
    -
    quality
    A comprehensive Model Context Protocol (MCP) server implementing the latest MCP specification with tools, resources, prompts, and enhanced sampling capabilities that features HackerNews and GitHub API integrations for AI-powered analysis.
    Last updated -
    335

  • any-chat-completions-mcp

    pyroprompts
    A
    security
    A
    license
    A
    quality
    Integrate Claude with Any OpenAI SDK Compatible Chat Completion API - OpenAI, Perplexity, Groq, xAI, PyroPrompts and more.
    Last updated -
    1
    21
    144
    MIT License
    • Apple

  • Google Chat MCP Server

    chy168
    -
    security
    A
    license
    -
    quality
    Provides MCP (Model Control Protocol) tools for accessing and interacting with Google Chat spaces and messages through OAuth2 authentication.
    Last updated -
    9
    MIT License

  • MCP AI Chat LangChain

    badrinathvm
    -
    security
    F
    license
    -
    quality
    A basic Model Context Protocol server implementation that demonstrates core functionality including tools and resources for AI chat applications.
    Last updated -

  • Text-to-SQL MCP Server

    tmstack
    -
    security
    F
    license
    -
    quality
    A secure database query service built on FastMCP framework that allows users to query MySQL databases using natural language, with comprehensive permission management and security controls.
    Last updated -
    14

  • MCP Chat Analysis Server

    rebots-online
    -
    security
    A
    license
    -
    quality
    Facilitates semantic analysis of chat conversations through vector embeddings and knowledge graphs, offering tools for semantic search, concept extraction, and conversation pattern analysis.
    Last updated -
    12
    MIT License

  • URL Text Fetcher MCP Server

    alexandru2882
    A
    security
    F
    license
    A
    quality
    Enables fetching visible text content and extracting all links from web pages through URL requests. Designed specifically for LM Studio integration to provide web scraping capabilities.
    Last updated -
    2
    1

  • WarpGBM MCP Service

    jefferythewind
    -
    security
    F
    license
    -
    quality
    Provides GPU-accelerated gradient boosting model training and inference through a cloud service. Enables AI agents to train models on NVIDIA A10G GPUs and get fast cached predictions with portable model artifacts.
    Last updated -
    1

  • xrpl-mcp-service

    tedlikeskix
    -
    security
    F
    license
    -
    quality
    A Model Context Protocol (MCP) server providing comprehensive access to the XRP Ledger (XRPL). This service enables AI models to interact with XRPL through standardized endpoints.
    Last updated -
    3

  • ThinkDrop Vision Service

    lukaizhi5559
    -
    security
    F
    license
    -
    quality
    Provides screen capture, OCR text extraction, and visual language model scene understanding capabilities with continuous monitoring and automatic memory storage integration.
    Last updated -

  • Hello Service MCP Server

    felixboehm
    -
    security
    -
    license
    -
    quality
    A unified HTTP/HTTPS service that exposes Model Context Protocol (MCP) functionality over HTTP endpoints, allowing clients to list available tools and call them through a standardized API.
    Last updated -
    8

  • FastMCP Style Enforcer

    chinggu88
    -
    security
    -
    license
    -
    quality
    A server that automatically reviews code style and suggests improvements, with special focus on Flutter/Dart projects and general programming styles.
    Last updated -

  • MCP Translation Service

    xdfzx711
    -
    security
    -
    license
    -
    quality
    Provides multilingual text translation capabilities using Baidu Translate API with support for language detection and advanced features like context filling and zero-width character obfuscation for testing agent robustness.
    Last updated -

  • MCP Snowflake Service

    datawiz168
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables Claude to execute SQL queries on Snowflake databases with automatic connection lifecycle management.
    Last updated -
    42
    MIT License
    • Apple
    • Linux

  • Edgar MCP Service

    brettvtcrowe
    -
    security
    -
    license
    -
    quality
    Enables deep analysis of SEC EDGAR filings through universal company search, document content extraction, and advanced filing search capabilities. Provides AI-ready access to business descriptions, risk factors, financial statements, and full-text search across any public company's SEC documents.
    Last updated -

  • MCP Brain Service

    jomapps
    -
    security
    -
    license
    -
    quality
    Enables character management and semantic search for the Auto-Movie application through WebSocket communication. Supports creating characters with personality/appearance descriptions and finding similar characters using natural language queries with embedding-based similarity matching.
    Last updated -

  • mcp-discord-chat MCP server

    koladev32
    -
    security
    F
    license
    -
    quality
    Facilitates note storage and summarization through custom URIs, allowing users to manage, summarize, and update notes with varying detail levels in a collaborative environment.
    Last updated -
    • Apple

  • MCP Documentation Service

    alekspetrov
    A
    security
    A
    license
    A
    quality
    A Model Context Protocol implementation that enables AI assistants to interact with markdown documentation files, providing capabilities for document management, metadata handling, search, and documentation health analysis.
    Last updated -
    14
    68
    48
    MIT License
    • Apple
    • Linux

  • MCP Memory Service

    doobidoo
    -
    security
    A
    license
    -
    quality
    Provides semantic memory and persistent storage for Claude, leveraging ChromaDB and sentence transformers for enhanced search and retrieval capabilities.
    Last updated -
    3
    874
    Apache 2.0
    • Linux