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  • A
    license
    Not graded
    quality
    B
    maintenance
    Classifies agent errors and provides clear recovery actions (retry, escalate) with configurable categories and strategies, plus MCP tools for direct agent use.
    8 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables coding agents to capture and inspect running projects, resolve real assets from free sources, and check source for design tells, providing an evidence loop for improving websites, games, and motion.
    10
    1
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    A Python MCP server for deterministic fuzzy text matching using RapidFuzz. It enables text normalization, string comparison, best-match ranking, duplicate grouping, and match explanation via configurable profiles and strategies.
    5
    -
  • A
    license
    B
    quality
    B
    maintenance
    Local-first MCP server for building and running reproducible Backtrader strategies offline, with tools to inspect datasets, manage drafts, and execute backtests via controlled subprocess runs. It supports multiple hosts including Claude, Codex, OpenCode, and OpenClaw through stdio.
    30
    1
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Analyzes, refines, and optimizes prompts for AI assistants by fixing grammar, improving clarity, applying best practices like chain-of-thought and few-shot learning, and scoring prompt quality across multiple dimensions.
    3
    16 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Zero-trust local MCP bridge that exposes read-only database tools and structured book navigation to AI agents, with two-tier PII redaction and MPS audit integration.
    6 npm
    2
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    A unified hub for centrally managing and dynamically orchestrating multiple MCP servers/APIs into separate endpoints with flexible routing strategies.
    860 npm
    2,461
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to discover trading domains, inspect bots, backtest and submit crypto trading strategies for validation and live deployment, and monitor tournament and leaderboard status via MCP tools.
    9
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    AMZScout Skill + MCP gives AI agents live access to real Amazon marketplace data across 14 Amazon marketplaces. Analyze any ASIN, validate product ideas, research niches, compare competitors, discover profitable keywords, and build data-driven PPC strategies using trusted Amazon insights instead of AI assumptions. Works with Claude, ChatGPT, Cursor, and any other MCP-compatible AI client.
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Provides advanced OCR capabilities with multiple state-of-the-art backends (DeepSeek-OCR, Florence-2, DOTS.OCR, PP-OCRv5), supporting document processing, scanner integration, and multi-format output with layout preservation.
    22
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    SkillMesh is a retrieval router for MCP/LLM tool catalogs. It selects top-K relevant expert cards instead of loading every tool, reducing prompt size, by improving tool selection, and lowering token cost. Supports Claude MCP, Codex skills, and OpenAI-style function schemas.
    7
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for managing an OKF markdown knowledge base, enabling AI agents to query, read, write, and auto-sync architectural decisions and rules via Git.
    MIT
  • A
    license
    Not graded
    quality
    Not graded
    maintenance
    Enables AI-assisted code review with bias mitigation strategies through cross-model evaluation and bias-aware prompting. Detects AI-generated code from commit authors and provides structured reviews with security, performance, and maintainability analysis.
    -