Skip to main content
Glama
78,959 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, August 2026Ranked from 2,701 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"Testing Web App Code Changes in Browser Using LLM for Console Logs" matching MCP servers:

  • llm-wiki-ops

    jinnnyang
    A
    license
    Not graded
    quality
    B
    maintenance
    Graph-level operations for Karpathy LLM Wiki knowledge bases, enabling LLM agents via MCP and humans via CLI to perform structured graph surgery including node/edge CRUD, wikilink management, index rebuilding, and graph metrics.
    MIT

  • llm-kosh

    rastogivaibhav
    A
    license
    Not graded
    quality
    A
    maintenance
    A local-first memory cartridge for MCP-compatible AI clients, providing durable, inspectable, and auditable memory storage with a read-only-by-default MCP server.
    1
    MIT

  • micro-app-mcp

    didengren
    A
    license
    Not graded
    quality
    D
    maintenance
    Provides semantic search and knowledge base management for the micro-app micro-frontend framework by ingesting its source code and documentation.
    18
    MIT

  • llm-memory-tool

    menoxz
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP server that enables persistent, hybrid, local memory for LLM agents, with vector + BM25 search, knowledge graph, and policy-driven retention, providing token-budgeted context injection for AI assistants.
    MIT

  • LLM Wiki Kit

    iamsashank09
    A
    license
    Not graded
    quality
    F
    maintenance
    Enables creation of persistent, compounding knowledge bases using Karpathy's LLM Wiki pattern with LLM-maintained markdown wikis. Supports automated ingestion, cross-referencing, synthesis, and linting of sources as an alternative to traditional RAG systems.
    61
    MIT

  • neuralpunk-app

    KaoticFocus
    F
    license
    Not graded
    quality
    B
    maintenance
    MCP server for the Neuralpunk.app Phase 1 slice, enabling AI agents to read approved capabilities, join resident debates, and propose Signals while preserving canon integrity.

  • llm-wiki-mcp

    GMRoadlander
    A
    license
    A
    quality
    B
    maintenance
    An MCP server for a plain-markdown LLM wiki vault with YAML frontmatter and Obsidian-style wiki-links, enabling headless full-text search, note reading, backlink discovery, and safe append/create-only writing with path traversal protection and an immutable raw/ directory.
    5
    MIT

  • Changes Memory MCP

    formonkey
    A
    license
    A
    quality
    B
    maintenance
    A local MCP server that stores user-approved corrections, preferences, and reusable criteria in plain Markdown files, with separate global and project memory. It provides tools to list, search, and retrieve relevant criteria to help agents avoid repeating mistakes.
    8
    MIT

  • llm-wiki-mcp

    jaronlu
    A
    license
    B
    quality
    B
    maintenance
    An MCP server that provides AI agents with a governed wiki requiring human approval before any formal page update, combining structured knowledge management with safe, auditable writes.
    14
    MIT
  • Axme-code by AxmeAI

    Axme-codeofficial

    AxmeAI
    A
    license
    Not graded
    quality
    A
    maintenance
    Persistent project memory + architectural decisions + pre-execution safety hooks for Claude Code. Local-only storage, multi-repo workspace, automatic knowledge extraction via background auditor.
    20
    14
    MIT

  • gramps-web-mcp

    Scormave
    A
    license
    Not graded
    quality
    A
    maintenance
    MCP server for Gramps Web. Gives AI agents structured, tool-based access to family trees through the Model Context Protocol. Built with .NET 8.
    9
    AGPL 3.0