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20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 4,365 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
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    maintenance
    Lets an MCP client drive a real Playwright browser by describing desired outcomes one step at a time, while a Typesafe System One model picks elements, actions, and values and flags done, blocked, error, or irreversible states. It also exposes snapshotting, reading, checking, screenshots, direct acting, and page-registered WebMCP tools for taking manual control.
    730 npm
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    A browser-automation MCP server that lets a calling LLM state one desired outcome at a time while a separate model decides the element, action, value, and completion status per round, enabling navigation, form filling, verification questions, page reading, and invocation of WebMCP tools a site registers.
    730 npm
    MIT
  • A
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    A
    quality
    A
    maintenance
    Five-layer agent memory over MCP. zenbrain_store routes each memory: steps to a procedure, emotional weight to an episode, high confidence to a pinned core memory, the rest to a semantic fact. zenbrain_recall returns results with id and layer; zenbrain_forget deletes one plus what consolidation linked to it; zenbrain_consolidate runs one sleep-like pass. Local SQLite, no account, no network call.
    5
    27
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Provides AI assistants with real-time web search, reasoning, and research capabilities through Perplexity's Agent API and Search API, enabling tools for search, conversational Q&A, deep research, and advanced reasoning.
    4
    9,439 npm
    MIT
  • A
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    A
    quality
    A
    maintenance
    Provides local, deterministic scoring and detailed auditing of text for AI-writing patterns via two read-only tools, with no network calls or language models.
    2
    5 npm
    3
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Bazi (Four Pillars) charting MCP server with true solar time correction and multilingual output in Chinese, English, Japanese, and Korean.
    1
    11
    MIT
  • A
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    A
    quality
    D
    maintenance
    Real human judgment as agent tools -- an AI agent can ask a question and get back a structured, schema-validated JSON answer from a real quality-scored human. 16 response types (yes/no, ratings, rankings, A/B tests, sentiment, image/video/audio review, voice/video/photo capture). Fully programmatic signup with a $5 free trial credit, no card required.
    7
    40 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Connect AI agents to Jev AI (jev-ai.pro) for classification, scoring, yes/no checks, advisory action assessment, batched typed decisions and saved judges. Returns structured answers and probabilities using your Jev AI API key.
    6
    MIT
  • A
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    A
    quality
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    maintenance
    Furl folds repeated tool output into a hash-addressed marker, keeps the line that matters, and returns any original byte-exact the moment the agent asks for it. No summary. No guessing. Nothing thrown away.
    6
    191 PyPI
    5
    Apache 2.0
  • A
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    A
    quality
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    maintenance
    Two self-hosted MCP servers: manage a local model machine (Ollama pull/switch, LoRA training) and bridge to local Ollama/vLLM for pure language processing tasks (writing, summarizing, classifying, extraction) without giving the calling agent tools or file access.
    4
    MIT