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118,349 servers. Updated
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 local AI setup with LM Studio and a secure browser for real-time AI searches" matching MCP servers:

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  • A
    license
    Not graded
    quality
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    maintenance
    A-MEM is a self-evolving memory system for coding agents that automatically organizes knowledge into a Zettelkasten-style graph with dynamic relationships, enabling semantic and structural search.
    126 PyPI
    35
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Turns a codebase into a persistent knowledge graph so AI coding agents can answer structural questions about functions, call chains, routes, and cross-service links through graph queries instead of reading files one by one.
    MIT
  • F
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    Not graded
    quality
    D
    maintenance
    A local-first MCP server that manages developer memory for coding agents, enabling shared project context, permissions, and audit trails across different agents.
    1
    -
  • A
    license
    A
    quality
    B
    maintenance
    Simple, fast, long-term memory for your AI chatbots, agents, and MCP tools. Give your LLM a persistent memory using a local SQLite file. No complex database servers, no heavy cloud setup, and zero C++ compilation errors. Works everywhere.
    14
    5
    132 npm
    1
    MIT
  • A
    license
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    quality
    D
    maintenance
    Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.
    1
    MIT
  • A
    license
    A
    quality
    Not graded
    maintenance
    An MCP server for managing work logs, research results, and task checkpoints to enable seamless collaboration and state recovery between AI agents. It provides a persistent memory layer for tracking project history and resuming workflows across different sessions or tools.
    7
    3
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  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides durable project context for coding agents, including project maps, session history, and explicit memories, all stored locally.
    87 npm
    7
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Provides a read-only interface to audit and continue coding agent sessions by extracting plans, intents, and edit authorship from history across multiple agents (Claude, Codex, OpenCode, Antigravity, Pi) via MCP, CLI, and Python SDK.
    18
    30 PyPI
    3
    MIT
  • 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
    57 npm
    3
    Apache 2.0
  • F
    license
    B
    quality
    D
    maintenance
    A productivity coaching assistant designed for ADHD support that provides intelligent task management, goal tracking, and personalized recommendations. It utilizes a persistent memory system to learn user patterns and preferences, helping to reduce decision paralysis through actionable suggestions.
    28
    1
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  • A
    license
    B
    quality
    B
    maintenance
    Personal multi-LLM memory repository using Markdown as source of truth, SQLite FTS5 for retrieval, and MCP tools for search, context, and write proposals.
    74
    Apache 2.0
  • A
    license
    B
    quality
    B
    maintenance
    Enables LLMs to read a user-owned, local-first memory store kept in a portable folder (USB, SSD or laptop), with per-profile permissions limiting what each client can see and access cut off when the pocket is locked or unplugged. Also lets models propose new memories for the user to review and approve, keeping provenance and keeping canonical memory free of direct model writes.
    8
    Apache 2.0
  • A
    license
    C
    quality
    D
    maintenance
    AI development assistant with 36 specialized tools for memory management, code analysis, project planning, and problem-solving through natural language interactions in Korean and English.
    36
    3
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to search, create, and manage knowledge graphs in Aiqbee brains for architecture, portfolio, and digital strategy.
    7
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides LLM clients with persistent memory tools for searching, reading, creating, and updating notes, retrieving backlinks, listing recent notes, and managing tasks using self-hosted MySQL storage.
    87 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    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.
    14 PyPI
    50
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Turn editor chat history (Cursor/Claude Code/Windsurf/Copilot/Codex CLI) into typed Markdown memories + AGENTS.md + Cursor Rules via MCP. Local-first, git-trackable.
    39 npm
    44
    MIT
  • A
    license
    Not graded
    quality
    B
    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.
    56
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    A group chat for AI agents. Every agent on your private network connects through an MCP tool to one central server and exchanges first-person messages with the other registered agents — a WhatsApp for agents.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to operate through a local, signed boundary that blocks prompt injection and secret leakage, verifies outputs, preserves cross-session memory, and provides offline-verifiable receipts. It also exposes 900+ MCP tools for discoverable agent actions.
    7
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables MCP clients to retrieve relevant memories and save confirmed durable facts through authenticated access backed by PostgreSQL provenance and Qdrant semantic search.
    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.
    -