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20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,247 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
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    Enables people to open a shared group chat as a card inside their own AI chat, where they and their AIs talk together and post, claim, and confirm tasks on a self-organizing board. Its tools also let any AI read the repository's code and submit a proposed change that becomes a pull request.
    MIT
  • A
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    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
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    quality
    C
    maintenance
    Enables scanning repositories for TODO and FIXME markers while avoiding false positives in strings and URLs, then reports each marker’s age, author, and staleness using git blame and history. It also counts suppression signals, long functions, and commented-out code inside real comments.
    MIT
  • A
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    quality
    C
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    Enables an agent to mine a repository's git history and answer questions a new teammate would ask: which files are riskiest based on churn, recency and author breadth, who actually knows each file based on surviving lines, which files secretly change together, which directories depend on one person, and what recent commits mean for release notes. All analysis runs through a read-only server sandboxed to a single directory.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables AI agents to inspect git working trees and history for exposed credentials without letting raw secrets reach the model, with false-positive filtering, baseline support, and remediation guidance.
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables asking natural-language questions about any GitHub repository and receiving answers grounded in the actual code, with read-only enforcement and automatic repository fetching.
    1
    5 npm
    MIT
  • A
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    A
    quality
    C
    maintenance
    RCP-1 is an enterprise-ready MCP server that connects AI assistants to SAP ABAP systems via the ADT REST API, with built-in security, access controls, and deployment options for BTP or on-premise.
    8
    MIT
  • A
    license
    A
    quality
    B
    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
    97 npm
    3
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to browse, read, search, blame, and diff files from any branch, tag, or commit in a self-managed GitLab instance without checking anything out or modifying the working tree. Content is served read-only from locally cached git mirrors or your own clones, so no GitLab REST API access is needed.
    16
    51 npm
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Fetches glasz-style spec files (product.md, tech.md, test-plan.md, and INDEX.md) from GitHub repositories, enabling LLMs to answer questions about features, stories, and acceptance criteria without cloning or pasting files.
    2
    -
  • A
    license
    A
    quality
    B
    maintenance
    Runs a project's Playwright or CTRF test suite and returns a redacted failure packet (failing test, file and line, console errors, failed requests, rerun command) so a coding agent can fix and rerun. Also reports whether a commit has a signed, passing test receipt on GitHub.
    3
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    An MCP (Model Context Protocol) server for handling GitHub URLs with validation and parsing capabilities. This server provides tools to convert between GitHub repository information and URLs, with intelligent validation to distinguish between public repositories, private repositories, and non-exist
    2
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to turn local git history into answers about recent activity, file hotspots, change coupling, stale or already-merged branches, contributors, ref comparisons, and drafted release notes. It runs locally over stdio with a git subcommand allowlist, so it is read-only, works offline and without shell access, and is safe to auto-approve.
    13
    63 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to ask read-only questions about a repository's history through GitHub APIs, including blame, path history, merge base, PR association, diffs, and file contents, with aggressive caching and no clone required.
    10
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that caches your GitHub starred repositories in a local SQLite database and lets you search, list, and retrieve details about them through any MCP client (Claude Desktop, Cursor, VS Code, etc.), with automatic freshness checks via GitHub's ETag mechanism.
    5
    1
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    MCP server integrating Google Search Console, Google Analytics 4, and GitHub, enabling AI clients to query search analytics, traffic data, and repository information.
    1
    -
  • A
    license
    A
    quality
    B
    maintenance
    Connects MCP-compatible AI coding agents to self-hosted instances so they can discover projects, repositories, and branches, then create or update pull requests from a local Git context and return the PR number and browser URL. An explicit repository allowlist restricts all repository and pull request reads and writes.
    5
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Lets MCP clients such as Claude or ChatGPT find the pull requests waiting on your review, read their details and changed files, check CI status, post comments, and submit approve, request-changes, or comment reviews. It runs locally over stdio with a personal token or as a remote server with its own OAuth 2.1 authorization server (PKCE, dynamic client registration, per-client consent, and refresh-token rotation) so GitHub is only used to sign the user in.
    6
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    Enables Claude or any MCP client to drive the GitHub Copilot cloud agent via its REST API, allowing it to research, edit, and open pull requests on repositories without manual intervention.
    11
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables retrieving comprehensive information about GitLab merge requests, including details, commits, diffs, discussions, approvals, and CI/CD status, through natural language.
    7
    729 npm
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables an agent to work a pull request end to end on a self-hosted Bitbucket Server or Data Center instance over REST 1.0: listing and reading PRs, checking merge state and veto reasons, reading activity threads, posting threaded comments, resolving tasks, toggling the draft flag, and merging. Host and credentials are read from environment variables, so it reaches older self-hosted instances that the official Atlassian offerings do not cover.
    9
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to answer questions about nixpkgs packages using nixkeeper's public data, covering outdated versions, Hydra build status and failures, update-bot attempts, related PRs and issues, CVEs, and what needs attention for a maintainer or team. It runs locally over stdio, reads only public data, and requires no account or token.
    10
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A git-native merge gate. mergelock check compares two branches before they meet and reports the conflicts git itself won't tell you about: a function whose signature changed on one branch while the other branch added calls to the old signature, a symbol deleted on one side but still used on the other, the same function written twice.
    2
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that enables AI agents to retrieve detailed GitHub Pull Request information using git commit hashes, branch names, or PR numbers. It automatically detects repositories and extracts comprehensive PR data including descriptions, labels, and reviews via the GitHub CLI.
    1
    1 npm
    ISC
  • A
    license
    A
    quality
    B
    maintenance
    Analyze and compare public GitHub repository line counts (SLOC) from any MCP client. Provides per-language files, code, comment, and blank totals via the OctoCounts API, with compare_repos for side-by-side diffs of two repos or refs.
    2
    22
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    For people who want their AI to run the build, read the error and check the dev server itself, instead of pasting output into chat. Works with Claude Desktop (one-click installer), Cursor, Claude Code and Cline. Runs locally over stdio or HTTP, no telemetry. A seatbelt for everyday mistakes, not a sandbox.
    20
    113 npm
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables interaction with the Tembo API to manage organization tasks and view enabled code repositories. Users can create, search, and list tasks or retrieve account information directly through MCP-compatible clients.
    5
    9 npm
    3
    MIT