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90,314 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 3,330 matching servers on stars, growth, downloads and maintenance. Updated .

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"A local AI setup with LM Studio and a secure browser for real-time AI searches" matching MCP servers:

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  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.
    4
    -
  • A
    license
    B
    quality
    D
    maintenance
    A read-only MCP server that provides document awareness for agents by parsing local files into structured profiles, blocks, chunks, and search results, enabling agents to understand and cite document content without dealing with raw file formats.
    5
    24 npm
    3
    Apache 2.0
  • A
    license
    C
    quality
    C
    maintenance
    A simple AI development tool that helps users interact with AI through natural language commands, offering 29 tools across thinking, memory, browser, code quality, planning, and time management capabilities.
    35
    6 npm
    3
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    A proxy server that sits between MCP clients and servers, providing authentication, tool discovery, caching, and guardrail enforcement to protect MCP servers from malicious inputs.
    57
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    Open-source AI memory layer for LLM agents. Importance scoring, temporal decay, hierarchical memory (facts, summaries, themes), YMYL prioritization, and active retrieval with contradiction detection. Supports OpenAI, Anthropic, Ollama. Local-first with SQLite + FAISS.
    49
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    Persistent memory for any AI assistant. Zero token cost until recall. Stores memories in local SQLite, ranks by 6-factor scoring, returns results 79% smaller than JSON. Works with Claude, ChatGPT, Grok, Cursor, Windsurf, and any MCP client.
    52
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables searching, indexing, and recovering past AI chat sessions and agent actions from local AI coding tools, with optional vector database semantic search and direct filesystem access.
    -
  • A
    license
    Not graded
    quality
    D
    maintenance
    Integrates with the Datalog Studio REST API to explore projects, tables, and assets within a workspace. It enables users to understand data schemas and upload plain text content directly for AI processing.
    400 npm
    1
    BSD 3-Clause
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables natural language queries over financial reports, with multimodal retrieval across text, tables, and charts via an agentic RAG system.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    An AI apprentice system that allows users to train AI through demonstration, correction, and review, with structured task execution and emphasis on packaging design workflow.
    1
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Generates a complete suite of AI readiness files (llms.txt, ai.txt, schema, RAG indexes) for any website to optimize representation in ChatGPT, Claude, Gemini, and Perplexity.
    3
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