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116,701 servers. Updated
20 Best Documentation MCP Servers: compared and ranked, November 2026Ranked from 2,545 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
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    quality
    B
    maintenance
    Enables conversion of business briefs or authenticated saved projects into structured handoffs for the Lovable plugin, with both anonymous basic mode and authenticated full mode including knowledge base, SEO, WCAG, security, and roadmap guidance.
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables fetching daily Product Hunt launches as dataset rows with maker names, product website and company domain, X and LinkedIn links, votes, rank, and topics. Users can filter by specific days or days back, topics, keywords, and minimum votes, or skip already-seen launches on a schedule.
    1
    272 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Read Layerdock website feedback in your coding agent. Each pin comes with the CSS selector, screenshot, page URL and the console and network trace captured when the client reported it. Fix the bug, reply on the thread and mark it resolved without leaving the editor. Works with Claude Code, Cursor, Codex CLI, Windsurf, VS Code, Zed and Antigravity.
    5
    20 npm
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    An MCP server for accelerator programs to query, review, and manage startup applications via natural language. It enables searching applications by sector or impact score, fetching full application details with reviewer notes, listing pending reviews, and flagging applications for panel discussion.
    4
    -
  • A
    license
    A
    quality
    B
    maintenance
    Enables fair random picks, team splits and wheel spins inside chat assistants and other MCP clients, with results shown in chat. It also runs certified draws that seal the winner before the spin and publish a verifiable public proof page, so anyone can check the outcome.
    8
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables mining Amazon product reviews for one ASIN per request — fetching paginated reviews, surfacing complaint signals from critical reviews, summarizing sentiment and rating trends over time, ranking complaint themes, and producing a combined per-ASIN report across 14 marketplaces.
    5
    172 npm
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables converting software development requirements into traceable estimates, WBS breakdowns, PERT calculations, risk registers, roadmaps, quotations, and professional PDF proposals or action plans. It supports reviewing assumptions, exclusions, scope gaps, and commercial documentation before sending deliverables to clients.
    14
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Connects MCP-compatible AI clients to landing-page intelligence, evidence packs, improvement suggestions, experiment drafting and review, preview scans, instrumentation validation, site configuration, and integrations. Customer-facing writes require explicit OAuth scopes and confirmation.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Official MCP server for FeatureJet, enabling agents to read and act on customer feedback boards: list/search posts, file feature requests, and pull top-voted planned items.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for managing Tokei pre-launch and waitlist campaigns, wrapping the Tokei v1 REST API. Enables querying pages, stats, leaderboards, signups, and performing write operations like cloning pages and uploading media through natural language.
    346 npm
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    A federated MCP server that combines IBM's engineering-ai-hub tools with its own authoring and orchestration tools for IBM ELM, enabling AI hosts to manage requirements, models, and compliance through a single interface.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables external agents to inspect and interact with a local single-project workbench via MCP, providing read-only tools for state, audit, resume, readiness, comparison, impact preview, and repair candidates, while proposals are saved for manual confirmation in the workbench.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Transforms raw business ideas into complete product strategies by orchestrating a specialized AI team for market research, competitive analysis, persona building, and financial modeling, culminating in a pitch-ready presentation.
    103 npm
    1
    Mozilla Public 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables ChatGPT to initiate a visible, evidence-backed UI/UX audit by returning an exact workspace URL through a read-only start_audit endpoint, where page-scoped Site Tools can measure and judge the target without claiming capture.
    AGPL 3.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables retrieval of App Store and Google Play reviews, ratings summaries, and ASO keyword rankings for any app using its store ID or package name.
    273 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server for noise-reduced X (Twitter) search planning and Feedback-to-Fix engineering handoffs. Enables AI agents to generate structured search plans, filter signals, and build handoff packages via MCP tools.
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Lets agents put a five-second question to fifty verified real people and get the split back, with tools to estimate cost and timing before spending, ask and cancel questions, add more heads, page through individual answers, target audiences and countries, and export results as CSV, PDF, or PNG.
    111 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A production-ready MCP server enabling AI assistants to interact with Jira projects, issues, sprints, users, attachments, and worklogs via natural language, with support for both local stdio and remote HTTP transports, dual authentication methods, and enterprise-grade security controls.
    19 PyPI
    2
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables an AI agent to audit a website for launch readiness, find suitable startup/SaaS/AI directories using filters like DR and link type, and submit product listings to SaaSCity as drafts.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Headless MCP server for Simpson Strong-Tie product data. Provides AI agents with structural connector lookups, load calculations, code compliance verification, and engineering specifications.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Claude Code to query a trained sentiment model and Amazon Electronics review analytics through typed, read-only tools. Supports sentiment classification, statistics, keyword and similar-review search, product summaries and comparisons, negative aspect analysis, and model information.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that provides a drag-and-drop UI for prioritizing list items, allowing users to reorder items interactively and send the prioritized list back to the chat. It supports MCP Apps UI rendering and falls back to text instructions for hosts without UI support.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to discover and validate SaaS opportunities mined from real user complaints across eight public sources, scoring ideas for commercial intent. Also allows fetching detailed dossiers on specific gaps with source complaints, MVP scope, pricing, competitors, and risks.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables users to create, rank, preview, and download tier lists entirely within chat, including custom tiers, embedded logos, and PNG exports. Board state is maintained conversationally for stateless, private collaboration.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    It exposes a public, authenticated, allowlisted MCP surface for AgentSam Brand and Campaign capabilities, enabling compatible hosts to retrieve brand context, inspect assets, draft and evaluate brand/campaign artifacts, rank concepts, plan, and save authorized records while avoiding private operator control-plane access.
    MIT