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    Enables coding agents to search and retrieve persistent repository memory created by Cliper, providing context, gaps, architecture, and timeline information via MCP tools.
    6
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Runs as an MCP server providing file system operations, shell execution, and system information tools, allowing Claude or any MCP client to edit files and control the machine.
    7
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Enables coding agents to navigate and query source code by providing context, symbols, and call graph information through a graph index.
    4
    MIT
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    maintenance
    Enables users to run shell commands with compressed output, extract information from large files, drive local opencode and Codex agents, perform browser-automation tasks, and monitor runs via a live dashboard.
    MIT
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    quality
    B
    maintenance
    Enables coding agents to query a parsed graph of a repository and to recall what earlier sessions learned about it, both stored in FalkorDB behind one traversal. It exposes eight MCP tools over stdio for locating symbols, tracing calls and impact paths, and writing or recalling user- and repo-scoped facts, procedures, and handoffs.
    126,812 npm
    MIT
  • A
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    quality
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    maintenance
    Enables coding agents like Cursor to access Figma design data, fetch layout and styling information, and implement designs in any framework.
    54,633 npm
    MIT
  • A
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    quality
    B
    maintenance
    https://gopls-mcp.org/ MCP server for golang projects development: Expand AI Code Agent ability boundary to have a semantic understanding and determinisic information for golang projects.
    60
    BSD 3-Clause
  • A
    license
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    quality
    A
    maintenance
    Enables AI coding agents to publish work mid-task and request review from real human reviewers, who return pinned comments anchored to the exact elements that are off along with an approval verdict. The agent then iterates on that human feedback until the work is approved, keeping users out of the revision loop.
    46 npm
    MIT
  • A
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    A
    maintenance
    Enables coding agents to inspect live browser runtime evidence, such as blocking elements and interaction surfaces, and to independently verify whether a code fix resolved the issue.
    4 npm
    1
    MIT
  • A
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    quality
    B
    maintenance
    Provides GitHub Copilot with 160+ AI agent personas and 1,400+ specialized skills, enabling developers to activate expert roles like backend architect or security engineer through natural language.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables STDIO-compatible AI assistants to queue coding work onto the official Google Antigravity CLI and track status, read reports or patches, query capabilities, or cancel running tasks without blocking. Supports trusted direct execution plus optional isolated or read-only modes depending on the platform.
    MIT
  • A
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    quality
    A
    maintenance
    Enables coding agents to read snapshots of inspected UI elements and attached notes, allowing visual feedback and context to be shared through MCP.
    6 npm
    1
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables managing Linux hosts and local coding agents from an MCP client through shell commands, files, background jobs, system information, instruction and skill discovery, and optional Claude Code, Codex, or Cursor CLI conversations. It provides privileged remote access with token authentication and can run longer work in the background.
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Local-first MCP server that indexes all projects on your machine and provides coding agents with briefings about each project's stack, services, and run instructions, so they can start sessions with context across all repos. No cloud, no accounts, no telemetry.
    3 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Gives LLMs full control over VS Code — click UI elements, type code, run commands, take screenshots, read editor state, and record GIFs.
    9 npm
    MIT
  • A
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    quality
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    maintenance
    Bridges Large Language Models with Language Server Protocol interfaces, allowing LLMs to access LSP's hover information, completions, diagnostics, and code actions for improved code suggestions.
    963 npm
    127
    MIT