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97,619 servers. Updated
20 Best GitHub MCP Servers: compared and ranked, October 2026Ranked from 1,788 matching servers on stars, growth, downloads and maintenance. Updated .

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  • F
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    Enables the generation of educational content such as multiple choice questions, lesson plans, and flashcards by connecting local Ollama models to Claude. It leverages the Educhain library to provide structured AI-powered learning tools through the Model Context Protocol.
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    Enables querying of a locally pinned snapshot of the Education-to-Workforce Indicator Framework — 99 indicators and 11.8M observations — to browse questions, describe metrics, resolve places, and fetch or rank data across national, state, county, and district levels.
    4
    MIT
  • A
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    Provides a beginner-friendly MCP server that exposes a safe arithmetic calculator tool and workshop documentation resources, letting AI agents discover and invoke tools and read resources over JSON-RPC. It also ships a deterministic mock LLM agent loop and examples so the full tool lifecycle can be explored without API keys.
    MIT
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    Enables Alexa+ to run spoken mock technical interviews by parsing a candidate's resume and target job description, generating tailored questions, and scoring each answer against Bar Raiser rubrics via Amazon Bedrock. It also produces a session report with score breakdowns, weak topics, and a concrete practice plan.
    MIT
  • A
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    Enables querying Schoox LMS data (users, courses, enrollments, etc.) via natural language using AI assistants, without writing API code.
    15
    13 npm
    MIT
  • F
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    Enables searching Brown University courses, getting detailed course info, and checking schedule conflicts via natural language, using the university's public course catalog API.
    5
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  • A
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    Enables searching and retrieving course listings, departments, and syllabi from National Chengchi University's public course API using natural language.
    3
    1
    MIT
  • A
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    A
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    Calculates Korean traditional Dangsaju 12 stars based on birth date and time, returning deterministic structured data with star attributes and period readings.
    2
    MIT
  • A
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    A
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    Enables browsing situation groups and reading full-text chapters from a curated library of 403 deep reads, with the model matching situations to entries instead of using keyword search.
    3
    MIT
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    Enables AI assistants to connect to D2L Brightspace and retrieve grades, assignments, announcements, and course content on demand via natural language, working across clients like Claude, ChatGPT, Cursor, and Windsurf.
    12
    4,720 npm
    MIT
  • A
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    Enables users to find books by keyword, ISBN, or author and check which branches hold copies of them and whether those copies are currently available for loan or when they are due back. Currently covers Shanghai's interlinked public library network of 900+ locations, with a design open to additional cities.
    3
    45 PyPI
    Apache 2.0
  • F
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    13,000+ IT certification practice questions for AI agents (AWS, Azure, GCP, CompTIA, CISSP, PMP, Kubernetes, Terraform, Cisco, Salesforce). Pay-per-call via x402 USDC on Base, or a prepaid API key. Tools: get_cert_questions, list_certifications.
    2
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