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    A production-grade MCP server for FIX protocol trading operations that enables order management, session repair, and algorithmic execution. It provides specialized tools for monitoring session health, managing ticker reference data, and executing complex trading scenarios.
    22
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    Typed, validated FHIR tools for healthcare AI agents — build, read, validate, and code FHIR resources from a patient bundle, with terminology lookup and machine-readable validation reports built for fix-and-retry.
    8
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    Apache 2.0
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    Exposes OptiQra's full SEO/GEO/AEO audit and AI-fix/insight tools as MCP tools for AI clients like Claude, Cursor, and Windsurf. Use natural language to crawl URLs, analyze performance/a11y/security, and generate AI-driven fixes and strategy insights.
    4
    MIT
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    MCP server that gives text-only AI agents the ability to understand images via vision tools, including multi-image analysis, OCR, comparison, and structured extraction. It uses providers like OpenAI, Anthropic, Gemini, and OpenRouter to return plain text descriptions.
    4
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    31
    MIT
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    Simulate hundreds of AI agents to predict how communities react to events and policies. Upload any document (PDF, Markdown, text) and DeepMiro spawns a diverse swarm of AI agents that debate, share, and form opinions — then delivers a calibrated prediction report. Free and open-source.
    9
    7
    AGPL 3.0
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    Open-source TypeScript/Python → Swift compiler for Apple platforms. AI agents write 5–15× less code to generate App Intents, SwiftUI views, WidgetKit widgets, and full apps. MCP server with 6 tools for scaffolding, compiling, validating, and browsing templates.
    36
    150
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    Apache 2.0
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    AI-powered smart contract forge with an 8-agent adversarial security audit system. Generate, audit, fix, and compile Solidity and Anchor/Rust contracts across 8 chains.
    7
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    1
    MIT
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    MCP server that connects AI clients to RoASr ad-analytics for Meta, Google Ads, and Yandex Direct, enabling ad audit findings, KPI summaries, competitor creative spy, and Vision creative analysis. Read-only except for a Yandex Direct campaign pause/resume tool, scoped by API key permissions.
    18
    MIT
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    AI-powered multi-voice audiobook creation platform. Provides tools for pricing, language support, use cases, onboarding, FAQ, alternatives comparison, and cost estimation. npx echo3s-mcp
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    MIT
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    MCP server for querying and analyzing TensorBoard event files, enabling AI agents to extract scalar data, statistics, and correlations without a running TensorBoard server.
    6
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    GPL 3.0
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    Glass-box statistical analysis for time series and business data: 19 research-grade methods, cited findings, and measured detector false-fire rates shipped as a calibration corpus. Agents cite real math instead of inventing it.
    7
    5
    Apache 2.0