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20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 4,794 matching servers on stars, growth, downloads and maintenance. Updated .

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    Enables agents to synthesize typed MCP tool schemas at runtime, validate Python ASTs for unsafe imports, compile sandboxed callable handlers, and hot-plug them into an active MCP runtime. It provides a zero-dependency, standard-library-only MCP server for safe just-in-time tool creation and execution.
    7
    MIT
  • A
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    A
    quality
    A
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    Explains known developer errors offline and deterministically (CORS, ESM/CommonJS, npm ERESOLVE, Next.js builds, Postgres connection and DATABASE_URL errors). One tool, explain_error; no LLM, no network.
    1
    28 npm
    MIT
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    quality
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    Provides intelligent error detection and debugging capabilities across multiple programming languages with real-time monitoring of build, lint, runtime, console, and test errors. Offers AI-enhanced error analysis with automated resolution suggestions and context-aware debugging.
    2
    MIT
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    The Time MCP Server is a Model Context Protocol (MCP) server that provides AI assistants and other MCP clients with standardized tools to perform time and date-related operations. This server acts as a bridge between AI tools and a robust time-handling back
    103 npm
    26
    MIT
  • F
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    Enables LLMs to perform addition calculations through a stdio-based MCP server with an add_numbers tool and type-safe validation.
    34 npm
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    Provides current local time and time in any IANA timezone, along with timezone listing and NTP-based time retrieval with clock offset information.
    4
    MIT
  • F
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    An MCP server that enables Claude to learn from user corrections by recording them as persistent rules in CLAUDE.md files. It manages project-specific or global guidelines to ensure the assistant avoids repeating the same mistakes in future sessions.
    2
    4
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    Giving LLMs Time Awareness Capabilities. Empower your LLMs with time awareness capabilities. Access current time, convert between timezones, and get timestamps effortlessly. Enhance your applications with precise time-related functionalities.
    6
    1,743 npm
    72
    MIT
  • A
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    A time processing tool for the Model Context Protocol that provides features for retrieving current time, performing calculations, and converting timezones. It supports global timezones and automatically recognizes various timestamp and date formats.
    1
    MIT
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    Lightweight MCP server providing system time tools (current time, date, datetime, time components, unix timestamp) for LLM applications.
    1
    MIT
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    Provides AI agents with accurate current time and date, including the Jalali (Persian) calendar, timezone-aware with automatic DST handling, via an MCP server.
    1
    1
    MIT
  • A
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    MCP server for parsing Chinese fuzzy time expressions (e.g., '昨天', '下午3点', '中秋节') into standard datetime formats.
    1
    20 PyPI
    MIT
  • A
    license
    A
    quality
    F
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    A Model Context Protocol server that provides a scratchpad tool for LLMs to organize thoughts, take notes, and plan approaches to complex problems.
    1
    6 npm
    1
    MIT
  • A
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    quality
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    maintenance
    MCP router that fronts your other MCP servers behind a few small generic tools, so their tool definitions stay out of the context window and are discovered on demand.
    6
    523 npm
    167 PyPI
    2
    MIT
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    A simple MCP server that returns the current date and time with timezone information in ISO 8601, Unix timestamp, and human-readable formats.
    1
    MIT
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    quality
    F
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    MCP server providing various date/time functions including current time, timezone conversion, and relative time calculations. Supports both local stdio and remote HTTP access via Cloudflare Workers.
    2
    6
    331 npm
    3
    MIT