Skip to main content
Glama
115,990 servers. Updated

Matching MCP tools:

Matching MCP Connectors:

"A guide to conducting thorough web-based research" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    A
    quality
    F
    maintenance
    A deep-research MCP server exposing a single task-augmented tool that runs GPT-Researcher with Tavily search, Anthropic Claude, and OpenAI embeddings, streaming progress via MCP tasks and Upjack entity stream.
    7
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    MCP server that parses web pages into clean markdown via Crawl4AI's HTTP API, exposing parse_page and health-check tools with configurable proxy and timeout.
    2
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Converts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.
    3
    39 PyPI
    29
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Provides LLMs with real-time web search and content extraction capabilities, including text/news search, full-text URL reading, and targeted technical documentation search.
    3
    25
    MIT
  • A
    license
    C
    quality
    A
    maintenance
    Enables AI agents and users to query Perplexity AI's premium models (GPT-5.4, Claude 4.6 Opus, Gemini 3.1 Pro, etc.) via MCP tools, CLI, or API, with support for deep research, model council, and multi-turn conversations.
    30
    451 PyPI
    206
    MIT
  • A
    license
    C
    quality
    F
    maintenance
    MCP server providing 22 tools to query Perplexity AI's premium models (GPT-5.4, Claude 4.7 Opus, etc.) with citations, source discovery, and rate limit checking for AI agents.
    23
    20
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Automates competitive research for startup ideas by executing a 7-step pipeline including idea understanding, competitor discovery, profile extraction, feature comparison, market gap analysis, innovation scoring, and report generation.
    8
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An AI-powered research assistant that enables students to discover papers, generate summaries, and build bibliographies with cross-device session continuation using MCP and LangGraph.
    11
    1
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    A FastMCP-based server providing a comprehensive toolset for the RunningHub AI application platform. It enables users to configure nodes, upload media, submit AI tasks, and manage task execution and results through persistent storage.
    8
    2
    -
  • A
    license
    A
    quality
    A
    maintenance
    Integrates public APIs from the Brazilian Compras.gov.br procurement ecosystem to support price research, supplier sanctions, contract analysis, and procurement planning.
    100
    7
    MIT
  • F
    license
    B
    quality
    B
    maintenance
    Exposes web research tools to MCP agents so they can search the web, open and read pages, grep fetched content, manage a local SQLite corpus, and generate citations. Includes a containerized fetcher for headless browsing and PDF extraction.
    7
    -
  • F
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol server framework featuring dynamic tool loading and automatic tool discovery from a dedicated directory. It leverages FastMCP to provide a robust environment for building, configuring, and testing individual Python-based tools.
    1
    -
  • A
    license
    C
    quality
    D
    maintenance
    A comprehensive MCP server for X/Twitter featuring over 70 tools for research, engagement, and publishing with granular permission-based access control. It includes specialized Playwright-powered tools for fetching X articles and supports extensive account management and thread operations.
    63
    19
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    MCP server for business-day arithmetic with country-aware holiday calendars. It offers tools to check, calculate, and list business days and holidays for over 60 countries.
    9
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables Claude to plan trips by performing live searches against Google Flights, hotels, vacation rentals, activities, and events, plus weather and currency conversion.
    11
    5
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A personal memory engine and MCP server that stores durable facts in markdown files managed via git, enabling hybrid search (lexical + semantic) through an MCP interface for persistent context across LLM sessions.
    3
    2
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Connects AI agents to ROS 2 robots via rosbridge, enabling observation, inspection, and control of robot topics, services, and actions through natural language.
    11
    2
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to search and filter Azure platform updates, including previews, general availability, and retirements, through natural language queries.
    1
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables querying git commit history to analyze when and why code changes happened, providing authorship context and diffs for specific modules.
    1
    Creative Commons Zero v1.0 Universal
  • A
    license
    A
    quality
    C
    maintenance
    An open-source MCP server for live Apple App Store competitor research, enabling AI agents to search apps, fetch metadata, compare competitors, and retrieve reviews and top charts as structured JSON.
    7
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables a Claude Code agent to drive Big Interview ResumeAI locally over stdio, exposing six tools for checking auth status, listing, starting, monitoring, retrieving feedback for, and deleting resume scans. Every call returns structured success or error payloads for reliable agent workflows.
    6
    2
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Read-only MCP server for the Bucharest Stock Exchange, exposing instrument data, OHLCV candles, and fundamentals through a public backend with no authentication.
    9
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A secure MCP server that stores and retrieves API keys and credentials, featuring encrypted storage, masked retrieval, and AI-powered recommendation via MCP sampling.
    7
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Code-mode MCP server (docs_search + execute_code two-tool surface) backed by a unified capability manifest across three sandbox kernels (in-process node:vm, WASM via QuickJS / Pyodide / Wasmtime, and remote microVM via E2B / Cloudflare Sandbox). At N=30 tools the bootstrap-context cost drops to 13.6% of direct tool-use. Apache-2.0.
    2
    7
    Apache 2.0