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20 Best Web Scraping MCP Servers: compared and ranked, November 2026Ranked from 2,071 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
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    A Model Context Protocol server implementation that allows AI models to interact with and manage Spinnaker deployments, pipelines, and applications through a standardized interface.
    5 npm
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Checks the outcome after an agent handoff, when a request, 200 or ack only shows the handoff. Reads one field of one exact public HTTPS JSON record, with a same-site known-good control, for 20-120 s. Returns PROVED, DISPROVED or INCONCLUSIVE with a signed receipt you can verify. 5 free checks, then USD 1 per completed check, by card (Stripe Checkout) or existing Link wallet. INCONCLUSIVE is free.
    10
    Apache 2.0
  • A
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    maintenance
    Enables comprehensive GitHub workflow automation including Actions monitoring, PR management, code search, file operations, and repository management through a code-first architecture that reduces token usage by 98%.
    429 PyPI
    5
    AGPL 3.0
  • A
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    C
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    Enables AI assistants to interact with Argo CD applications, managing clusters, applications, and resources through natural language.
    Apache 2.0
  • F
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    A remote MCP server that provides AI agents access to the Rootly API for incident management, allowing users to query and manage incidents, alerts, teams, services, and other incident management resources through natural language.
    -
  • A
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    A
    quality
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    maintenance
    Record an agent's MCP tool-call workflow once, replay it deterministically for zero tokens, and get a receipt β€” a snapshot-testing and deterministic-execution layer for Agent Skills.
    5
    125 npm
    3
    MIT
  • A
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    A
    quality
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    Provides disposable email inboxes for AI agents to automatically receive and extract OTPs and magic links, enabling seamless email verification during autonomous workflows.
    3
    345 npm
    MIT
  • A
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    A
    quality
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    maintenance
    Developers are constantly feeding context files to AI tools like Cursor, Windsurf, Copilot Workspace, and Claude Code. If your agent doesn't understand your real database schema, it writes code that fails in production. LintBase acts as the bridge. It connects directly to your database, reads the ground truth of your live documents, and generates structured context optimized for AI. πŸ€– Stops AI
    3
    3
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP server that analyzes GitHub Actions workflow performance, audits configuration for optimization, and provides billing and cache usage insights.
    3
    31 npm
    2
    MIT
  • A
    license
    A
    quality
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    maintenance
    A specialized MCP server for QA engineering. It provides tools for user story analysis, test strategy, BDD/Gherkin scenarios, contract testing, integration tests, performance plans, security checklists, and CI/CD pipeline generation, accessible from any MCP-compatible IDE or client.
    11
    MIT
  • F
    license
    A
    quality
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    maintenance
    A demonstration MCP server built with FastMCP v2.0 that provides basic mathematical calculations and greeting functionality. Features Docker containerization, comprehensive testing, and CI/CD automation for learning MCP development patterns.
    2
    -
  • A
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    quality
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    maintenance
    A TypeScript starter template for building Model Context Protocol (MCP) servers with built-in support for tools, testing, and CI/CD pipelines. It provides a complete development environment for creating custom AI assistant integrations for tools like Claude, Copilot, and Cursor.
    1
    92 npm
    MIT
  • F
    license
    C
    quality
    Not graded
    maintenance
    A feature-complete TypeScript project template for rapidly developing Model Context Protocol tools with integrated best practices for code quality, testing, and automated deployment.
    1
    -
  • A
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    Not graded
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    B
    maintenance
    Enables agents to plan and run requests from OpenAPI documents, verify live API responses against specs, diff spec versions for breaking changes, and snapshot or compare MCP servers including tool descriptions.
    33
    Apache 2.0
  • A
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    maintenance
    Enables git-based version control for n8n workflows with automatic credential remapping, allowing AI tools to pull, push, and manage workflows across environments.
    6 npm
    MIT
  • A
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    maintenance
    Enables querying Swarmia's Export API for engineering metrics including pull request analytics, DORA metrics, investment balance, and effort reporting through an MCP interface.
    8
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    MCP server for Zuul CI/CD with 25 tools for builds, pipelines, queue management (enqueue/dequeue/promote), infrastructure visibility, and autohold management. Supports stdio, HTTP, and SSE transports.
    MIT