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114,552 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,034 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    A
    quality
    C
    maintenance
    Provides LLMs with secure, read-only access to local documentation by scanning directories, extracting content from PDF, DOCX, Markdown, and text files, and performing keyword searches.
    3
    3 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A unified context layer that connects your local data — repositories, documents, remote machines, and notes — to LLM interfaces through the Model Context Protocol (MCP).
    3
    MIT
  • A
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    quality
    C
    maintenance
    Enables local, bounded routing and evidence judgments for Codex tasks, with tools for reading file context, checking outputs, and selecting registered workflows while keeping execution and review with the client.
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    Provides AI agents with secure, read-only file system access to analyze and understand project codebases, enabling multi-repository context aggregation and cross-project code tracing.
    36 PyPI
    5
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    A thin, local, read-only MCP gateway that exposes governed context documents and producer manifests as logical resources, enabling AI clients to access them without arbitrary filesystem access.
    1
    -
  • A
    license
    A
    quality
    D
    maintenance
    MCP server that helps AI coding agents understand a repository by providing lightweight tree/map, code search, and token-budgeted context packing tools without dumping the entire monorepo into the prompt.
    3
    26 npm
    104
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Provides tools to monitor host system health including CPU load, disk usage, and network status while enabling file system management tasks like searching and moving files. It includes built-in safety guards to prevent operations on critical system directories.
    11
    -
  • A
    license
    B
    quality
    D
    maintenance
    Enables managing personal information with dynamic topic-based organization (tasks, meetings, contacts, etc.), supporting optional OTP authentication and AES-256 encryption for sensitive data with automatic backups.
    10
    6
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Codex to gather bounded, read-only source evidence through literal search, optional file inventory, and exact line-range reads instead of automatically receiving entire files.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Provides a bulk_read_files tool that reads specified files and forwards them to a remote backend for summarization, so agents receive concise summaries instead of raw file contents.
    9 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP clients to inspect local Git repositories through five focused, read-only tools for repository trees, literal text search, numbered file reads, bounded git diffs, and project summaries while confining paths, skipping secret-like and binary files, and enforcing output limits.
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    MCP server providing filesystem allowlist and pack-aware Qdrant RAG search. Enables reading files, listing directories, and performing filtered RAG searches with case and pack IDs.
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Efficiently loads, caches, and delivers project file context for AI agents using the Model Context Protocol, reducing multiple file reads to a single call with LRU caching and security validation.
    3
    5 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to read, search, and analyze local file systems with tools for reading file contents, listing directories, searching by patterns, and analyzing folder structures for context-aware queries.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents to interact with both frontend and backend projects by providing file system access and context through the MCP protocol, facilitating full-stack development assistance.
    1
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  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to access a local-first personal context and memory layer through MCP tools for bootstrapping user context, semantically searching Markdown vault knowledge, reading files, listing topics, and adding controlled memories. It provides deterministic context retrieval, provenance-cited vector search, and secure vault operations while keeping data local and model-independent.
    6
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Enables comprehensive directory analysis and file management operations including project structure exploration, intelligent file search, full CRUD operations on files and directories, batch operations with rollback capabilities, and Git integration.
    13
    4
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides a standardized way to interact with MinIO object storage, allowing access to text files, binary files, and bucket contents while supporting operations like listing buckets/objects, retrieving objects, and uploading files.
    6
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to read, search, create, and append Markdown notes from a local vault (e.g., Obsidian) via MCP, allowing natural-language note management through compatible clients.
    -