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116,282 servers. Updated
20 Best GitHub MCP Servers: compared and ranked, November 2026Ranked from 2,153 matching servers on stars, growth, downloads and maintenance. Updated .

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    MCP server for the Mamba Labs People Finder & Email Verifier actor on Apify. Give it a company domain, name or LinkedIn URL and it returns the people at that company who match your role, seniority and department filters, each as a structured contact record with an optional verified business email.
    1
    73 npm
    MIT
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    Extracts people (names and titles) from a company's team, leadership, or about page given a domain. Uses Apify to crawl and return structured data, with optional filters for seniority and email inclusion.
    1
    80 npm
    MIT
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    GitHunt MCP gives AI assistants access to developer talent-discovery engine. Search a pool of millions of GitHub developers by location, role, and skills; pull a single developer's ranked profile, or run deep analysis on a candidate. Results come back ranked by fit with transparent scoring, experience, commit activity, OSS contributions and the contact info, so an agent can build a shortlist.
    3
    105 npm
    MIT
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    Enables finding companies similar to seed domains or best customers, ranked by a 0–100 similarity score with supporting evidence for each match. Runs on Apify and returns Clay-ready results with optional business model, Reddit, and marketplace checks.
    1
    128 npm
    MIT
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    Allows searching and enriching companies, people, job postings, and social posts via the DataForB2B API, bringing lead generation and market intelligence into MCP-compatible clients like Cursor and Claude.
    6
    MIT
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    MCP server for Apollo.io B2B data discovery and enrichment, enabling company search, people search, contact enrichment, and organization firmographics through Apollo's REST API.
    8
    Apache 2.0
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    Enables users to find people who recently started matching roles at target companies within a specified lookback window, returning flat JSON rows with profile, title, start month, prior role, move type, and source.
    1
    119 npm
    MIT
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    Exposes NCBI PubMed as MCP tools for searching literature, fetching abstracts, exploring citation graphs, and finding author publications without requiring an API key.
    4
    MIT
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    Delivers comprehensive company intelligence in a single tool call, aggregating profiles, tech stacks, key people, news, and corporate data from any domain or company name. Sources data from Wikipedia, GitHub, OpenCorporates, and web scraping to provide structured business insights using only free public APIs.
    6
    87 npm
    4
    MIT
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    Academic peer-review (HAKEM), research-gap finding, journal recommender (1,214 venues with predatory flags), duplicate publication checker, and article writer tools from Science AI Journal. Free local FTS5 tools + LLM-backed tools that bill the caller's account.
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    39 npm
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    MIT
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    Enables first-order logic reasoning including theorem proving, model finding, counterexample detection, and category theory diagram verification using pure TypeScript with no external dependencies.
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    4
    MIT
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    Enables searching arXiv and top AI conferences, finding related papers, generating research insights, and managing a personal library via MCP tools.
    5
    52 npm
    MIT
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    ReLoop.me Role Intel: reads a job ad before you apply. Indicative level, title vs scope, requirement inflation, core capabilities and role shape. Free quick check, no key. Reads roles, never people.
    3
    40 npm
    MIT
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    Enables controlled, read-only access to research information in OSIRIS through typed, auditable MCP tools for searching activities, people, experts, and organizational metadata.
    12
    AGPL 3.0
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    Lets an AI assistant do everything you would do on Ancestry.com by hand: search records, read and edit trees (people, facts, sources, citations, notes, tags, media), review hints, attach records, look at DNA matches, and read or send messages.
    5
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    MIT
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    Aggregates tech and AI signals from HackerNews, arXiv, Lobste.rs, and GitHub into a structured briefing. No authentication required.
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    46 PyPI
    1
    MIT
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    Enables MCP clients to perform live Google searches and retrieve structured SERP data including organic results, AI Overviews, People Also Ask, AI Mode answers, news, shopping, and short-video results via eight read-only tools.
    10
    144 npm
    17
    MIT
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    Enables direct interaction with FamilySearch.org's shared Family Tree and historical records, including reading and adding people, facts, relationships, sources, notes, memories, record search, and image downloads, without needing a browser.
    3
    9
    MIT
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    MCP server offering verified bioinformatics tools for sequence utilities and statistics, backed by BioPython/scipy. Enables AI agents to perform accurate GC content, translation, ORF finding, motif scanning, and statistical tests through natural language.
    11
    MIT
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    Enables AI agents to run research queries across multiple public sources (Hacker News, Reddit, GitHub, Brave Search) in parallel, returning normalized results.
    5
    MIT
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    An MCP server that makes the OpenAIRE Graph more useful for replication by identifying high-impact work worth replicating, finding independent reusable tooling, and checking replication status with verdicts.
    6
    30 PyPI
    MIT
  • F
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    Enables agents to perform markets research by finding ticker symbols and dated headlines, researching asset quotes and price history, and comparing multiple assets on shared dates with related news.
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    Lets any MCP client call SWARM's live services — GitHub code-health scans, researched summaries and reports, and everyday utilities — paying per call in USDC on Base with no account or API key. Payments are metered by a spend cap and only settled after the work succeeds.
    4
    93 npm
    MIT
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    Enables people and company discovery, enrichment, identity resolution, and contact finding through unified MCP tools, with optional provider endpoint catalog access using your own API keys.
    12
    1
    Apache 2.0
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    An MCP server that enables intelligent searching, filtering, and exporting of Software Engineering papers on arXiv with tools for querying by keywords, authors, analyzing trends, and finding related research.
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    Provides access to FluentLab's funding database, enabling users to search for funding opportunities and retrieve document checklists required for specific funding programme applications.
    1
    9 npm
    MIT
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    Enables read-only access to private-market data across Southeast Asia, including funded companies, investors, funds, people, and service providers, with advanced filtering and detail lookups.
    11
    34 npm
    Do What The F*ck You Want To Public