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.

7,812 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • A
    security
    F
    license
    A
    quality
    Enforces disciplined programming practices by requiring AI assistants to audit their work and produce verified outputs at each phase of development, following structured workflows for refactoring, feature development, and testing.
    Last updated -
    20
    3
    6
    TypeScript
  • A
    security
    A
    license
    A
    quality
    Make it easy for agents to build their context about your projects over time The server provides a set of tools to help agents accumulate knowledge about a project over time in a structured way.
    Last updated -
    10
    TypeScript
    MIT License
    • Apple
    • Linux
  • A
    security
    A
    license
    A
    quality
    A Model Context Protocol server that enables AI models to extract structured data from websites through the extract\_structured\_data tool.
    Last updated -
    1
    431
    JavaScript
    MIT License
    • Apple
  • A
    security
    A
    license
    A
    quality
    MCP Server enabling integration with Scrapezy to retrieve structured data from websites.
    Last updated -
    1
    431
    6
    JavaScript
    MIT License
    • Apple
  • A
    security
    A
    license
    A
    quality
    A server that provides AgentQL's data extraction capabilities enabling AI agents to get structured data from unstructured web
    Last updated -
    1
    609
    96
    JavaScript
    MIT License
    • Apple
    • Linux
  • A
    security
    A
    license
    A
    quality
    A server that leverages Cloudflare Browser Rendering to extract and process web content for use as context in LLMs, offering tools for fetching pages, searching documentation, extracting structured content, and summarizing content.
    Last updated -
    4
    7
    TypeScript
    MIT License
    • Apple

Interested in MCP?

Join the MCP community for support and updates.

RedditDiscord
  • A
    security
    F
    license
    A
    quality
    A CLI command execution server that enables running shell commands with structured output, providing detailed execution results including stdout, stderr, exit code, and execution duration.
    Last updated -
    2
    455
    4
    TypeScript
    • Apple
  • A
    security
    F
    license
    A
    quality
    Enables querying WolframAlpha's LLM API for natural language questions, providing structured and simplified answers optimized for LLM consumption.
    Last updated -
    3
    34
    TypeScript
  • A
    security
    A
    license
    A
    quality
    Enhances AI model capabilities with structured, retrieval-augmented thinking processes that enable dynamic thought chains, parallel exploration paths, and recursive refinement cycles for improved reasoning.
    Last updated -
    1
    15
    JavaScript
    MIT License
    • Apple
  • A
    security
    A
    license
    A
    quality
    A production-ready Model Context Protocol server that enables language models to leverage AI-powered web scraping capabilities, offering tools for transforming webpages to markdown, extracting structured data, and executing AI-powered web searches.
    Last updated -
    3
    33
    Python
    MIT License
    • Apple
  • A
    security
    A
    license
    A
    quality
    A server that provides web scraping and intelligent content searching capabilities using the Firecrawl API, enabling AI agents to extract structured data from websites and perform content searches.
    Last updated -
    5
    2
    TypeScript
    MIT License
    • Apple
    • Linux
  • A
    security
    F
    license
    A
    quality
    A custom MCP server that integrates Perplexity AI capabilities with Amazon Q CLI, providing structured responses with citations, search results, and performance analytics.
    Last updated -
    4
    21
    1
    JavaScript
  • -
    security
    A
    license
    -
    quality
    A TypeScript Model Context Protocol (MCP) server to allow LLMs to programmatically construct mind maps to explore an idea space, with enforced "metacognitive" self-reflection.
    Last updated -
    270
    20
    TypeScript
    MIT License
  • A
    security
    F
    license
    A
    quality
    Provide systematic thinking, mental models, and debugging approaches to enhance problem-solving capabilities. Enable structured reasoning and decision-making support for complex problems. Facilitate integration with MCP-compatible clients for advanced cognitive workflows.
    Last updated -
    11
    1
    JavaScript
  • A
    security
    A
    license
    A
    quality
    A Model Context Protocol server that provides Claude with a dedicated space for structured thinking during complex problem-solving tasks, helping improve its reasoning capabilities.
    Last updated -
    3
    425
    4
    TypeScript
    MIT License
    • Apple
  • A
    security
    F
    license
    A
    quality
    Enables AI systems to analyze documents and extract form data through Azure Form Recognizer/Document Intelligence, supporting various document types including receipts, invoices, and ID documents.
    Last updated -
    2
    424
    2
    TypeScript
    • Apple
  • A
    security
    F
    license
    A
    quality
    Analyzes codebases using Repomix and LLMs to provide structured code reviews with specific issues and recommendations, supporting multiple LLM providers including OpenAI, Anthropic, and Gemini.
    Last updated -
    2
    20
    JavaScript
  • A
    security
    A
    license
    A
    quality
    This server facilitates structured problem-solving by breaking down complex issues into sequential steps, supporting revisions, and enabling multiple solution paths through full MCP integration.
    Last updated -
    3
    535
    Python
    MIT License
    • Apple
  • A
    security
    A
    license
    A
    quality
    Provides efficient handling of large Excel files through automatic chunking and pagination, using MCP to enable seamless file reading and management features such as sheet selection and error handling.
    Last updated -
    1
    25
    JavaScript
    MIT License
  • A
    security
    A
    license
    A
    quality
    This MCP server provides tools for interacting with Cloudflare Browser Rendering, allowing you to fetch and process web content for use as context in LLMs directly from Cline or Claude Desktop.
    Last updated -
    5
    10
    TypeScript
    MIT License
    • Apple
  • A
    security
    A
    license
    A
    quality
    A Model Context Protocol server that extracts embedded data (such as i18n translations or key/value configurations) from TypeScript/JavaScript source code into structured JSON configuration files.
    Last updated -
    2
    426
    6
    JavaScript
    MIT License
  • A
    security
    A
    license
    A
    quality
    Integrates with Dumpling AI to provide data scraping, content processing, knowledge management, and code execution capabilities through tools for web interactions, document handling, and AI services.
    Last updated -
    27
    413
    22
    JavaScript
    MIT License
  • A
    security
    F
    license
    A
    quality
    An enterprise-grade MCP server that provides specialized tools for legal reasoning and analysis, automatically detecting legal domains and offering domain-specific guidance, templates, and citation formatting.
    Last updated -
    3
    11
    TypeScript
    • Apple
  • A
    security
    A
    license
    A
    quality
    A Model Context Protocol server that enhances AI-generated code quality through comprehensive analysis across 10 critical dimensions, helping identify issues before they become problems.
    Last updated -
    1
    54
    Python
    Apache 2.0
    • Linux
    • Apple
  • A
    security
    F
    license
    A
    quality
    Provides tools for managing project knowledge graphs, enabling structured representation of projects, tasks, milestones, resources, and team members.
    Last updated -
    6
    8
    TypeScript
    • Apple
    • Linux
  • A
    security
    F
    license
    A
    quality
    Provides tools for managing student knowledge graphs, enabling structured representation of courses, assignments, exams, concepts, and study resources.
    Last updated -
    6
    TypeScript
    • Apple
    • Linux
  • A
    security
    A
    license
    A
    quality
    MCP server that connects AI assistants to ReviewWebsite.com API for creating and managing website reviews, extracting data, converting URLs to markdown, and interacting with web content.
    Last updated -
    9
    1
    5
    TypeScript
    MIT License
  • A
    security
    A
    license
    A
    quality
    A Model Context Protocol server for managing prompt templates as markdown files with YAML frontmatter, allowing users and LLMs to easily add, retrieve, and manage prompts.
    Last updated -
    5
    6
    8
    TypeScript
    MIT License
    • Apple
  • A
    security
    A
    license
    A
    quality
    A Model Context Protocol server enabling AI assistants to scrape web content with high accuracy and flexibility, supporting multiple scraping modes and content formatting options.
    Last updated -
    4
    425
    2
    TypeScript
    MIT License
    • Linux
    • Apple
  • -
    security
    A
    license
    -
    quality
    A Context Engineering Framework that provides 9 battle-tested development workflows with smart validation to help AI models follow consistent processes.
    Last updated -
    TypeScript
    MIT License
  • A
    security
    F
    license
    A
    quality
    Provides tools for managing quantitative research knowledge graphs, enabling structured representation of research projects, datasets, variables, hypotheses, statistical tests, models, and results.
    Last updated -
    6
    7
    TypeScript
    • Apple
    • Linux
  • A
    security
    A
    license
    A
    quality
    An MCP server that allows AI assistants like Claude Code, Claude Desktop, and Cursor to interact with Things.app on macOS, enabling task creation, updates, viewing, scheduling, and organization through natural language.
    Last updated -
    6
    418
    1
    TypeScript
    MIT License
    • Apple