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    Enables users to draw GIS geometry on an interactive map and get clean, validated GeoJSON to hand off to other GIS MCP servers such as FEMA flood screening and USGS hydrography.
    3
    -
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    An MCP server for the iNavi Maps API that gives AI assistants iNavi Maps API specifications and ready-to-use HTML templates for interactive map visualizations (geocoding, POI search, route planning).
    6
    139 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Screen-reader navigation cost analyzer. Measures how hard it is for assistive-technology users to discover, reach, and operate interactive targets on the web.
    9
    64 npm
    1
    Apache 2.0
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    Enables AI assistants to search places and addresses, compute driving, walking, and kickboard routes, optimize waypoints, and calculate distance and time matrices. Results can be displayed as interactive maps within conversations.
    12
    68 npm
    MIT
  • A
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    Install premium, production-ready Three.js/WebGL 3D web components, templates and interactive scenes into Claude Code, Cursor & Codex. A hosted MCP for premium 3D web you own, from AETumi.
    6
    1
    MIT
  • A
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    Product management over a shared product spine — link customer feedback and insights to features, tasks, sprints and releases, then read closed-loop analytics (customer 360, funnels, retention, NRR) on the same records. Local stdio server via npx @aioproductoscom/mcp; also a 38-tool hosted remote (OAuth 2.1).
    71
    MIT
  • A
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    Free certification prep for the Claude Certified Architect exam. 390 scenario-based questions, guided capstone build, 30 concept handouts, 6 reference projects, practice exams, interactive UI with clickable answer cards, progress dashboard, spaced repetition, and deterministic grading. Everything runs locally — no cloud, no accounts, no telemetry.
    18
    32 npm
    38
    MIT
  • A
    license
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    quality
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    Code dependency graph and AI context engine. 10 MCP tools that give Claude, Cursor, and any MCP client full codebase context — impact analysis, dependency tracing, architecture summaries, and interactive arc diagram visualization. Supports TypeScript, JavaScript, Python, and Go.
    24
    426 npm
    69
    Business Source 1.1
  • A
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    Connects AI agents to over 2,700 interactive precision scientific, engineering, horological, and bullion calculators, returning verified formulas and step-by-step mathematical proofs without login or API keys.
    5
    MIT
  • A
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    Provides a workspace-scoped terminal and file tools over MCP, enabling an agent to run commands, manage interactive sessions, and read, list, search, and edit files.
    3
    Apache 2.0
  • A
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    A
    quality
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    MCP server that transforms cognitive state into generative music by mapping 13 epistemic vectors to Strudel live coding patterns, with mood presets and a web UI for interactive control.
    5
    4
    MIT
  • A
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    A
    quality
    A
    maintenance
    Provides a complete agency operating system with 20+ roles (strategy, creative, marketing, etc.) accessible via MCP and includes a Pixel Office visualizer for interactive simulation.
    3
    31 PyPI
    2
    PolyForm Noncommercial 1.0.0
  • A
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    quality
    F
    maintenance
    Enables management of PagerDuty incidents, services, schedules, and more directly from MCP-enabled clients, with embedded interactive UIs for incident command center, on-call management, and other features.
    63
    79
    Apache 2.0
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    Enables AI agents to become geospatially intelligent assistants with tools for location search, smart routing, round trip planning, reverse geocoding, isochrone analysis, route visualization, geofence management, and interactive map display.
    8
    17 npm
    7
    Apache 2.0
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    Enables AI agents to access and modify Todoist accounts to manage tasks and projects on the user's behalf. It provides a suite of tools for task operations and supports interactive UI widgets for a rich visual experience in AI chat interfaces.
    49
    7,700 npm
    563
    MIT
  • A
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    WhoDB CLI - a powerful database management tool with interactive TUI, programmatic commands, and MCP server for AI assistants.
    156
    5,052
    Apache 2.0
  • A
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    Enables 3D visualization capabilities through PyVista integration, allowing users to generate and export interactive 3D shape grids as HTML files. It provides tools for creating visual representations of geometric objects like cylinders, spheres, and arrows.
    7
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables ChatGPT and Claude conversations to display accessible interactive charts and lets models navigate readers through data points using speech, braille, and sound.
    60 PyPI
    1
    GPL 3.0
  • A
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    Enables AI agents and trading desks to query institutional quantitative market telemetry, 100-bin auction profiles, order-book crowd sentiment, conformal volatility cones, macro session radar, and prop-risk metrics across 130+ global assets. It also renders interactive market-intelligence micro-app frames inside MCP-compatible chat clients.
    Apache 2.0
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    Lets AI assistants search and browse a continuously verified feed of live retail and travel deals, filtering by category, store, discount, or hot status, and fetch individual deal details with current live/expired state. Results render as interactive cards in MCP Apps clients or structured text elsewhere, always linking to the deal page where the price is re-verified.
    MIT
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    Enables Claude Code and other processes to control the lys interactive multi-dimensional data analysis and visualization platform by executing Python commands in it and viewing the resulting lys and matplotlib graphs. It connects over a local socket or TCP to a lys instance running in remote mode.
    GPL 3.0
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    Enables AI agents to undergo interactive METTLE verification sessions by starting sessions, answering procedurally generated challenges, and retrieving signed credentials or tier evidence.
    90 PyPI
    Apache 2.0
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    Enables AI agents to drive interactive browser sessions and reviewed backend operations (HTTP, PostgreSQL, Kafka, S3, Kubernetes) with typed inputs, execution limits, and shared evidence journals for assessing application behavior.
    37 PyPI
    3
    MIT
  • A
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    Provides access to thousands of interactive self-awareness scenarios, behavioral archetypes, and breakthrough exercises from the Levels of Self development game. It enables AI assistants to guide users through pattern recognition and developmental coaching across seven levels of self-awareness.
    48 npm
    MIT
  • A
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    Enables interactive sprite operations, inspection, palettes, text, style presets, dream-animation automation, QA gates, and export backends such as PNG sheets, WASM-4, TIC-80, and VoidSprite file interop, with all paths project-root bounded.
    Apache 2.0
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    Public, read-only MCP server exposing structured metadata about the Makuri EdTech platform, including tools for platform info, languages, subjects, pricing, safety, compliance, tech stack, contact, free resources, and interactive panels. Designed for AI assistants to query platform details without accessing user data.
    MIT
  • A
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    Persistent Linux environments for AI agents, with interactive terminals, input-wait event feedback, background tasks, file transfers, and HTTPS previews. Connect through a local stdio MCP server. Requires an agend account; bring your own agent and model.
    MIT
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    MCP server for operating and testing Android devices with AI agents. Provides observation and action tools for interactive control and spreadsheet-driven test runs.
    Apache 2.0
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    Enables AI assistants to perform quality control analysis on high-throughput sequencing data using FastQC and MultiQC. It supports single-file and batch processing of FASTQ/FASTA files and generates comprehensive, interactive summary reports.
    MIT
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    An MCP server that lets coding agents ask their human via interactive UIs like sliders, forms, diffs, and live previews.
    MIT
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    Provides Claude Desktop access to Defense.com threat intelligence data for risk assessment, threat analysis, and workload management. It also features interactive security training tools and supports over 200 source type aliases for simplified querying.
    3
    MIT
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    Integrates Archaic's AI-powered architecture analysis with Claude Code, enabling interactive exploration of component connections, data flows, and system structure through natural language.
    7 npm
    MIT