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  • A
    license
    A
    quality
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    maintenance
    VisionPower enables AI agents to analyze images, read text from screenshots, and interpret charts using any OpenAI-compatible vision model. It supports local images, URLs, base64, and multiple images with order preservation.
    1
    3
    MIT
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    license
    B
    quality
    A
    maintenance
    Provides 75 tools for the Kinetic Gain Protocol Suite, including validation, inspection, and attestation for 12 specs such as AEO, Prompt Provenance, Agent Cards, and DefenseTech modules. Enables agents to interact with these protocols directly in MCP-compatible clients.
    2
    75
    361 npm
    AGPL 3.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Gives MCP clients a suite of AI photo-editing and design tools — background removal, upscaling, object/watermark erasing, sky and background replacement, retouching, generative fill — along with multi-layer design composition and rendering to PNG, JPEG or PDF. Every call is proxied with an API key to the snapnedit API, so no models run locally.
    MIT
  • A
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    quality
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    maintenance
    AI search intelligence + Ahrefs-class SEO suite as 59 MCP tools. Track your brand across ChatGPT, Google AI Overview, Gemini, Claude, and Perplexity with persona-anchored Brand Radar dispatches.
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Enables agents to browse and retrieve benchmark reasoning tasks, deterministically grade submitted answers, run the evaluation suite against a model provider, and inspect data provenance and the ranking-stability index entry. It also supports scoring stability analysis across repeated runs and prompt variants via its tools.
    MIT
  • A
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    Not graded
    quality
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    maintenance
    Provides a suite of AI tools for web search, mathematical calculations, and tech news aggregation via MCP, leveraging Groq LLMs.
    1
    GPL 3.0
  • A
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    Not graded
    quality
    B
    maintenance
    An MCP server suite for administering LiteLLM gateways, exposing tools to manage models, keys, teams, users, and spending, along with an admin GUI and an encrypted reverse proxy for secure access.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides a comprehensive suite of tools for interacting with AWS services like S3, EC2, and Lambda using natural language commands. It enables AI assistants to inspect, manage, and operate AWS resources directly through the Model Context Protocol using your local credentials.
    30 npm
    1
    Apache 2.0
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI coding assistants and agents to natively generate images, videos, 3D meshes, Gaussian splats, and speech, and to manage media assets, through natural language commands or automated scripts over the Model Context Protocol. It exposes 55 tools alongside a Python CLI automation suite for batch generation, camera-orbit passes, credit/cost estimation, and companion API bridge integration.
    19
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  • F
    license
    Not graded
    quality
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    maintenance
    Enterprise MCP gateway suite providing 22 unified tools across hardware telemetry, security auditing, AES-256-GCM encrypted storage, HMAC verification, and Amazon Bedrock media generation.
    1
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  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables users to learn and experiment with the Model Control Protocol through a FastAPI-based server that integrates FastEmbed embeddings and LangChain with Groq for model management and deployment.
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  • F
    license
    Not graded
    quality
    D
    maintenance
    A versatile MCP server that enables natural language software development tasks using multiple LLM providers (OpenAI, Anthropic) with real-time visualization, cost management, and a comprehensive tool suite.
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  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to analyze RenderDoc GPU frame captures for graphics debugging and performance analysis through a headless Python API. It provides a comprehensive suite of tools for inspecting pipeline states, shader bindings, and exporting frame resources like textures and meshes.
    175
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