Skip to main content
Glama
82,921 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 2,831 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"Chrome Web Store" matching MCP servers:

GET /v1/servers — MCP directory API reference
  • A
    license
    A
    quality
    A
    maintenance
    Analyze V8/Chrome CPU profiles in Next.js & Node.js apps. Hotspots, package cost attribution, and optimization suggestions for MCP clients like Claude Code and GitHub Copilot
    9
    633
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server that scans code repositories for app store rejection risks by mapping API usage to required declarations and policy deadlines, enabling agents to catch issues before submission.
    5
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides AI coding assistants with persistent memory, AST-based project indexing, and tools for live context management and hallucination detection. It enables saving lessons to local files, trimming conversation history, and verifying code symbols to prevent errors.
    14
    1
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    MCP server for managing Adastrea game project information and Unreal Engine integration, enabling AI agents to store, retrieve, and manage comprehensive game development details.
    44
    1
    -
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI coding assistants to automatically scan, store, and query API endpoints from codebases, providing instant lookup and semantic search to reduce context switching and token consumption.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to search code by meaning, explore codebase structure, store and query knowledge with temporal facts, and read source code through a set of MCP tools.
    481
    7
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A collection of self-hosted, open-source tools that enable AI agents to perform web searching, content crawling, and code analysis tasks like linting and security scanning. It provides power-user capabilities for MCP-compatible clients without requiring external accounts or third-party infrastructure.
    5
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables an AI assistant to control and read a locally running desktop charting application via Chrome DevTools Protocol, supporting Pine Script development, chart navigation, drawing, alerts, replay, and screenshots.
    552
    -
  • F
    license
    Not graded
    quality
    A
    maintenance
    Bridges MCP-capable AI assistants to a locally running TradingView Desktop app via Chrome DevTools Protocol, enabling chart analysis, Pine Script development, drawing tools, alerts, and workflow automation through natural language.
    552
    -
  • A
    license
    A
    quality
    A
    maintenance
    coldstart gives coding agents durable memory of a specific codebase, with no embeddings, no vector store, and no API key. Agents write notes after real tasks — what a file is for, how a flow spans files, which invariants hold — and those notes are surfaced automatically to a later session whose task matches, so nothing gets rediscovered from scratch. Every note is anchored to real files by content
    8
    589
    9
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Free deterministic security scan of a public git repository (GitHub, GitLab, Codeberg, Bitbucket): vulnerable dependencies via OSV.dev, secret patterns, and config lint, returned as structured JSON. Tools: scan_repository(url), audit_pricing(). Runs locally over stdio (python3 web/mcp_stdio.py or the Dockerfile) and is also hosted at https://project-feldspar.com/mcp. MIT licence, stdlib-only. Buil
    2
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI coding assistants to debug and analyze JavaScript code in web pages through breakpoint debugging, function hooking, network analysis, and runtime inspection of scripts including minified code.
    24
    1,291
    2,677
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Integrates Google Gemini 3.1 with Claude Code to provide web search, large codebase analysis, multimodal image understanding, and creative brainstorming, leveraging Gemini's 1M token context and Google Search grounding.
    5
    63
    142
    MIT