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    An MCP server for indexing and searching local text files using late-interaction retrieval (ColBERT-style MaxSim), enabling token-level relevance matching.
    2
    MIT
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    Enables data analysis and visualization operations such as loading CSV/Excel/JSON files, computing summary statistics, generating charts, and exploring datasets via SSE/HTTP.
    MIT
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    quality
    C
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    Provides MCP tools for checking URL accessibility, evaluating whether webpage content is recently updated, and updating markdown tables keyed by URL, letting AI agents offload deterministic tasks to code and reduce token usage.
    3
    MIT
  • F
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    MCP server adapter that exposes A-share stock data tools, prompts, and resources via FastMCP, enabling querying of stocks, K-lines, financials, sectors, and market hot spots through natural language.
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  • F
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    An MCP server for data analysis and visualization supporting CSV and Excel files. It enables users to generate statistical summaries and create multi-dimensional charts like heatmaps and bar plots through natural language.
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  • F
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    quality
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    maintenance
    An MCP server that answers natural-language questions over CSV, Excel, and SQL data by providing deterministic tools for loading, profiling, querying, cleaning, statistical analysis, visualization, and reporting. It enables LLMs to plan and interpret while all computation is done exactly through MCP tools.
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  • F
    license
    B
    quality
    B
    maintenance
    Enables natural-language data analysis by loading and inspecting datasets in CSV, JSON, Excel, and Parquet formats, with session management and secure file handling.
    22
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    license
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    quality
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    maintenance
    A local-first MCP server that provides safe, governed read-only SQL access to SQLite and PostgreSQL, with validation, limits, task tracking, and report generation.
    20
    MIT
  • A
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    quality
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    Deterministic JSON validation and repair for AI agents. Validates, repairs, schema-checks, and diffs JSON so long-running agents don't corrupt their session state with malformed writes.
    MIT
  • F
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    Not graded
    quality
    F
    maintenance
    A lightweight MCP server implementation that provides a simple tool for fetching website content, demonstrating how tools can be exposed and interacted with using the MCP protocol.
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  • F
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    quality
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    maintenance
    Provides MCP-compatible tools for data analysis, including file reading, Python/SQL execution, and hypothesis testing. Enables autonomous data analysis agents to interact with a sandboxed environment.
    1
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  • F
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    quality
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    maintenance
    Extracts clean text content and metadata from website URLs using Beautiful Soup through a standardized interface for AI agents. It supports both Bearer token authentication and a blockchain-based pay-per-use protocol for flexible access.
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  • A
    license
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    quality
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    maintenance
    AI-powered terrain analysis for any location on Earth. Uses super-resolution and computes environmental risk metrics including erosion, water flow, and a composite Site Intelligence Score.
    3
    MIT