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20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 4,794 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
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    maintenance
    Enables AI assistants to interact with Gitea repositories through intelligent tools for issue/PR management, workflow analysis, compliance checking, and content generation, plus 200+ CLI commands for complete CRUD operations.
    22
    84 npm
    6
    MIT
  • A
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    maintenance
    Enables intelligent management of Google Cloud Platform infrastructure using Terragrunt, with support for experimental stacks, parallel deployments, resource visualization, cost analysis, and comprehensive infrastructure operations through natural language.
    1
    GPL 3.0
  • A
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    A
    quality
    A
    maintenance
    Enables AI coding agents to compute a 0-1 diff risk score for the current branch or any pull request, exposing the driving signals, evidence, tier and resulting auto-approve or human-review policy decision. Agents can use it to decide whether a low-blast-radius, AI-reviewed PR is safe to merge automatically while flagging risky changes for a human.
    6
    333 npm
    2
    MIT
  • F
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    A
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    A multi-Jenkins server management and automation tool that enables intelligent scenario mapping, multi-server management, and complete CI/CD lifecycle operations through natural language interactions.
    11
    -
  • F
    license
    C
    quality
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    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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    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
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    A stdio MCP server that exposes Copado Release Data Template version control to AI coding agents, offering read-only inspection tools (status, history, diff, lint, plan, verify) plus git-only snapshots and two-step preview/apply tools for editing and restoring templates. Every organization write requires a single-use preview ID and explicit confirmation, and re-checks the live template so concurrent changes are never silently overwritten.
    MIT
  • A
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    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.
    10 npm
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to deploy, manage, and rollback websites via the Krexel API, supporting site uploads, deploys, logs, rollbacks, environment variables, and status checks.
    9
    30 npm
    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
    A
    maintenance
    MCP server enabling AI coding agents to seal work into cryptographically signed ProofPackets and verify them, catching forged completion claims and enforcing spec-bound acceptance criteria.
    MIT
  • A
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    Not graded
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    maintenance
    Enables AI clients to manage GitLab projects, merge requests, issues, pipelines, wiki, releases, tags, milestones, and repository operations via MCP over stdio, SSE, and Streamable HTTP. Supports personal access token and OAuth authentication plus read-only and modify permission modes.
    251,654 npm
    MIT