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    Gives Claude governed access to a curated registry of go-to-market KPIs, with definitions, sources, and formulas, so it can draft a leadership business review from approved numbers rather than pasted-in data. It also validates every figure in the draft against its source KPI and flags anything unsupported before the review or 5-slide deck reaches leadership.
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides AI-enabled access to Amazon Business API documentation, sample code, and troubleshooting resources. Enables developers to search and retrieve API documentation, generate integration code, and get guided solutions for common errors during the API integration process.
    2
    2
    16 npm
    1
    Apache 2.0
  • A
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    quality
    B
    maintenance
    Enables agents to search and read public Ravensight documentation over unauthenticated remote HTTP, retrieving cited excerpts and Markdown sections with revision-aware pagination. Provides a browsable index of document IDs and sections, with read-only, free access that cannot touch customer studios or player data.
    MIT
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    maintenance
    MCP server that enables AI assistants to drive systematic literature review workflows, including screening, downloading, converting, and reviewing papers through natural language conversation.
    31
    AGPL 3.0
  • A
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    quality
    C
    maintenance
    Enables AI assistants to read Enterprise WeChat documents hosted on doc.weixin.qq.com using a browser cookie for authentication, converting documents, spreadsheets, smart sheets and mind maps into Markdown. Includes tools to save the cookie locally, verify whether it is still valid, and fetch a document by URL.
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP server for token-efficient access to Open Finance Brasil rules, enabling coding agents to search and retrieve specific regulations, OpenAPI specs, and business rules through progressive disclosure.
    4
    32 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides AI assistants with access to University of Alabama at Birmingham's Research Computing documentation, enabling users to search and retrieve information about the Cheaha HPC cluster, SLURM job scheduling, storage systems, and available software tools.
    5
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Comprehensive documentation lifecycle management powered by an MCP server. Automates documentation creation, maintenance, quality assessment, and synchronization for software projects.
    8
    6
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    MCP server for answering questions about Apache Software Foundation policies, offering tools to list, retrieve, and search policy documents on releases, licensing, branding, security, infrastructure, and incubator topics.
    4
    3
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides guidance on the W3C Authoring Tool Accessibility Guidelines (ATAG 2.0) to help authoring tool developers build accessible software.
    13
    51 npm
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A unified MCP server for Glyphs font design software, integrating handbook queries and API reference lookups. Enables searching documentation, managing plugins, and accessing development templates through Claude.
    2
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    DocOrbit is an agent-native documentation intelligence layer that discovers, versions, indexes, retrieves, and verifies software documentation for coding agents. It provides 14 native MCP tools for AST-based doc retrieval, OpenAPI inspection, version pinning, and code verification.
    15
    11 npm
    3
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Search and contribute to FixGraph — 25,000+ community-verified engineering fixes. Tools: fixgraph_search, fixgraph_get_fixes, fixgraph_submit_fix.
    3
    54 npm
    3
    MIT
  • A
    license
    B
    quality
    Not graded
    maintenance
    Enables direct access to raw Markdown content from files or directories without processing. Perfect for providing AI models with business rules, documentation, or knowledge bases exactly as written.
    1
    1
    -
  • A
    license
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    quality
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    maintenance
    A Best Practices Oracle that provides dynamic advice, checklists, and architectural patterns for various software technologies. Helps developers with refactoring, testing guidelines, security checklists, and deployment principles through technology-aware recommendations.
    2
    MIT
  • A
    license
    C
    quality
    C
    maintenance
    Read-only search over Ahrom Labs' published guides on Indian ERP requirements, IBR 2026 boiler forms, interior BOQs, TallyPrime integration and AI assistants for business data. Returns passages with the URL of the page each came from; no sign-in.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Canonical vocabulary server for autonomous business design. Exposes the Arco Lexicon as seven MCP tools: term lookup, related terms, alignment verification, citation formatting, source retrieval, term listing, and term suggestion. No authentication required. Streamable HTTP transport.
    MIT
  • A
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    quality
    D
    maintenance
    Generic MCP server that exposes Markdown documentation to LLMs, enabling them to search and answer questions about any software documentation.
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    Retrieves architectural information from ArchiMate models, enabling AI coding assistants to access architectural context during the software development lifecycle. Supports search and retrieval of views and elements in markdown, JSON, or YAML.
    10
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to search and traverse a cross-referenced knowledge base covering Microsoft Dynamics 365 Business Central official docs, source code, guidelines, videos, and community blogs.
    13
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Serves the prerendered technical guide and business wiki pages over the Model Context Protocol, letting assistants look up documentation content and the stable identifier URLs meant to be cited from code, issues and the chatbot. A companion Graph MCP server exposes the built code graph instead.
    MIT
  • A
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    quality
    D
    maintenance
    Provides up-to-date, version-specific documentation and code examples for software libraries directly to LLMs, enabling resolution of library identifiers and retrieval of relevant documentation with code snippets.
    MIT