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  • F
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    Provides a collection of MCP servers for computational chemistry tasks including molecular generation and retrosynthesis. Also offers property prediction and molecule pricing capabilities.
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    Flask-based Model Context Protocol (MCP) server for Python. Drop it into any Flask app or run it standalone.
    8
    MIT
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    Flask-MCP-Plus enables developers to create MCP servers using Flask, with support for defining tools, resources, and prompts with automatic schema generation and type safety.
    9
    Apache 2.0
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    maintenance
    Video feedback for AI agents via Flask (flask.do). Agents upload renders for human review and get the feedback back as transcribed, timestamped comments over MCP, with annotated frames and versioned revisions.
    26
    MIT
  • F
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    A Flask-based reference implementation demonstrating how to build an MCP server with stateless HTTP transport, including example tools for generating random numbers and sentences.
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  • A
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    Live sports betting player props MCP server covering NBA, MLB, NFL, NHL, NCAA, and soccer. Unified from real sportsbooks into one REST API and a real MCP server (Streamable HTTP). Free tier, no card required.
    5
    MIT
  • A
    license
    A
    quality
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    maintenance
    A unified MCP server for scaffolding project structures across multiple frameworks including Spring Boot, React, Vue, Next.js, FastAPI, Django, Flask, Express, and more.
    2
    24
    1
    MIT
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    license
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    quality
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    maintenance
    Arbitrage detection across DEXes on Base. Scan pairs, detect price gaps, estimate profit, simulate flash loan routes.
    7
    62
    1
    MIT
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    Enables comprehensive security vulnerability scanning and code quality analysis for Python applications. Provides detailed reports with scoring, actionable suggestions, and comparison tracking specifically designed for backend developers working with frameworks like Django, Flask, and FastAPI.
    5
    1
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    A universal Model Context Protocol implementation that serves as a semantic layer between LLMs and 3D creative software, providing a standardized interface for interacting with various Digital Content Creation tools through a unified API.
    17
    Apache 2.0
  • A
    license
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    quality
    C
    maintenance
    Manual listener MCP server that bridges OpenCode with local security tools via a Flask HTTP service, enabling AI-assisted security operations.
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    Automatically converts Python web backends (FastAPI, Flask, Django) into MCP servers by exposing API routes as MCP tools with near-zero boilerplate.
    MIT