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116,601 servers. Updated
20 Best Web Scraping MCP Servers: compared and ranked, November 2026Ranked from 2,036 matching servers on stars, growth, downloads and maintenance. Updated .

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"How to fetch or scrape data from a website for use in training an LLM" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables coding agents to evaluate a single model over a golden set with trap cases, reporting accuracy overall and on traps, mean latency, cost per request, and failing cases. Also compares a baseline against a candidate model and returns a pass/fail gate verdict with failure reasons, so a model swap can be checked before it ships.
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables running SQL warehouse validation checks through natural-language questions in MCP clients, while reusing the same logic for automated pipeline and CI/CD runs.
    -
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables developers to manage Genesys Cloud Function Data Actions through natural language in Cursor, including validating, building, planning, and applying function deployments while enforcing safety controls like plan-before-apply and read-only mode.
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Publishes what an AI made — a page, a markdown or PDF doc, or a whole site — to a live HTTPS link. Runs locally over stdio from the @drop2run/mcp npm package, or hosted at https://mcp.dropto.run/mcp for chats that connect by URL.
    20
    3
    MIT
  • A
    license
    A
    quality
    A
    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
    license
    Not graded
    quality
    C
    maintenance
    Enables state-aware Terraform/OpenTofu plan evaluation against live AWS topology and CloudWatch telemetry, detecting reliability blast radius and FinOps waste before merge.
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    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
    Not graded
    quality
    B
    maintenance
    Enables authenticated clients to use ASC CLI capabilities from the cloud to list registered iOS apps, build and sign a selected PR or commit on a Mac, and privately distribute the resulting IPA through an authenticated fixed page.
    201 npm
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    . A good description should be concise and describe what the server enables users to do, e.g. * Enables to interact with WordPress sites...' Then a huge block? Actually the user message includes the README content inside tags, then after the readme, there is a large block of text starting with '{
    7,061 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    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%.
    58 PyPI
    5
    AGPL 3.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to interact with Argo CD applications, managing clusters, applications, and resources through natural language.
    Apache 2.0
  • F
    license
    Not graded
    quality
    Not graded
    maintenance
    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
    license
    A
    quality
    A
    maintenance
    Enables MCP clients to inspect Google Play releases, reviews, Android vitals, and scoped bulk reports, and to prepare explicitly authorized changes using locally supplied service-account credentials. Reads are default, while optional writes and sensitive reads require explicit configuration and single-use execution.
    2
    13
    31 PyPI
    AGPL 3.0
  • A
    license
    A
    quality
    A
    maintenance
    Supply-chain gate for AI agent skills and MCP servers: poison-scan tool definitions, hash-pin the vetted set into a lock file and verify drift in CI. truecopy-mcp is a drop-in stdio proxy that filters a live server's tools/list down to its pinned, unmodified, unpoisoned tools.
    2
    256 npm
    2
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Fail-closed merge gate for AI coding agents: verify_repo runs the tests that existed before the change against a git working tree and answers MERGE, BLOCK or INCONCLUSIVE. The agent names what to judge; the operator pins the baseline and the floors.
    2
    122 PyPI
    4
    AGPL 3.0
  • F
    license
    A
    quality
    A
    maintenance
    AI code review against your team's own rules from your repository, before the pull request: two tools, review_changes and get_team_rules. Closed-source binary distributed via GitHub Releases; published in the official MCP Registry as dev.reviewgate/reviewgate.
    2
    -