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    Enables visualizing GeoJSON data on an interactive map directly in Claude Desktop, allowing users to request maps of information found or generated.
    MIT
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    An MCP server that reduces AI coding agent token usage by 80-99% through a queryable knowledge graph of code, change tracking, and persistent memory across sessions.
    43 npm
    3
    MIT
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    B
    quality
    B
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    A CDP-native MCP server that lets AI agents drive a real Chrome browser with deep network/console inspection, robust page interaction, and the ability to reverse-engineer a site's API flow into runnable code with dependency chaining and replay verification.
    52
    15 npm
    3
    MIT
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    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
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    quality
    D
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    Enables AI agents to perceive and control a live MapLibre GL map over MCP, allowing querying rendered features, reading popups, navigating, and toggling layers.
    13 PyPI
    1
    MIT
  • A
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    quality
    C
    maintenance
    A navigable symbol map of your codebase for coding agents, enabling efficient code navigation and reading only relevant symbols instead of entire files.
    MIT
  • F
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    A production-grade MCP server that provides tools to fetch historical stock data, company information, and technical indicators (SMA, EMA, RSI, MACD, Bollinger Bands) via yfinance, and includes a Flask web dashboard for visual analysis.
    -
  • A
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    A
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    maintenance
    Provides a structured map of 120 practical AI prompts across 6 business domains, enabling users to quickly generate complete prompts for specific tasks using slash commands or tools.
    2
    2 npm
    MIT
  • A
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    C
    quality
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    maintenance
    MCP server that launches Mesen/MesenCE headlessly and exposes the emulator's debugger-face Lua API over MCP JSON-RPC, enabling AI agents to load ROMs, step frames, inspect memory/registers, manage breakpoints/watches, trace execution, and export Code/Data Logger maps for SNES, NES, PC Engine, and Game Boy Advance.
    22
    GPL 3.0
  • A
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    quality
    B
    maintenance
    Enables a small local LLM to build and maintain a project map by offloading event ID/date generation, batching, synchronization, recovery, and finalization to the server, so the model only decides what to read and how to classify.
    MIT
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    quality
    B
    maintenance
    MCP server that provides a navigable map of an Obsidian vault for coding agents, with tools to outline notes, fetch sections, query frontmatter, and grep content, reducing token usage compared to reading whole notes.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables agents to search Bilibili, read video details and comment threads, and post comments with built-in confirmation, rate limiting, and length safeguards. Also fetches Douyin video metadata on a best-effort basis and can open Douyin links in the default browser.
    2
    MIT
  • A
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    D
    maintenance
    Compiles codebases into a layered knowledge graph, providing an MCP server with 16 tools for AI to navigate, understand, and analyze code before making changes.
    2
    MIT
  • A
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    B
    maintenance
    Enables agents to generate a JSON sitemap of how a path through a TypeScript/JavaScript codebase runs, capturing the summary, areas, every step with its file, lines, description, calls and data, and the links between services. The resulting document can be opened in a viewer that draws the same map as a single page, and rebuilt in CI to keep system documentation current.
    576 npm
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Connects AI assistants and agents to the Topaz Video AI engine so they can inspect frames, detect faces, pick optimal upscale models, preview and run headless background renders, and track job progress with anti-plastic photorealism presets. Automates smart resolution rules, texture blending, and before/after comparisons for realistic video enhancement.
    MIT
  • F
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    Not graded
    quality
    D
    maintenance
    MCP server that visualizes git branch genealogy and worktree locations within a repository, marking the current session position. Supports creating branches/worktrees, safe deletion/cleanup, and session navigation with fallback guidance.
    2
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