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  • A
    license
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    Enables natural-language interaction with Ladybug Tools for building performance simulation, 3D modeling, and data visualization, allowing agents to perform complex environmental analysis tasks without CAD software.
    3
    35 PyPI
    12
    GPL 3.0
  • A
    license
    A
    quality
    C
    maintenance
    Enables validating IFC models against IDS requirements with coverage reporting, auditing LOD by project stage, and extracting quantity take-offs, including combined audit summaries and full BIM health checks. It exposes these capabilities as MCP tools for Claude Desktop, producing Excel, HTML, and BCF reports.
    5
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables users to create, validate, view, and export system stock-and-flow maps from a versioned JSON model through MCP-capable hosts over local stdio or hosted Streamable HTTP. Supports causal-loop and nested-level mapping while keeping submitted model content with the caller and requiring no LLM provider key.
    5
    64 npm
    GPL 3.0
  • A
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    Not graded
    quality
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    maintenance
    Enables Codex to control a Gephi 3D network view through natural language, including network generation, 3D layout, node focus and neighbor highlighting, layered views, and PNG/PDF export.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    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
  • F
    license
    Not graded
    quality
    B
    maintenance
    Options analytics an agent can drive: import a permitted chain, solve implied volatility, build a sixteen-Greek ladder, map dealer gamma walls, rank twenty-three structures, run a GARCH-t simulation with a convergence gate, and backtest with modelled premiums. Twelve stdio tools; every output is a schema-validated JSON file with source, assumptions and a degraded flag. Research only, no orders.
    5
    -
  • A
    license
    A
    quality
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    maintenance
    Renders word-sized charts — sparklines, bars, bullets and 100+ more types — to self-contained SVG with generated alt text, small enough to sit inline in a model's reply or a table cell. Three tools: find the right chart for a question, get its wiring, and render it.
    3
    5,624 npm
    205
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI agents to render interactive user interfaces such as forms, dashboards, charts, tables, and wizards directly in MCP-compatible clients. Supports structured data collection and richer interactions beyond text responses.
    6
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Exposes the WCC event, mentorship, and analytics pipeline tools as MCP endpoints with per-group authentication and dry-run support, enabling agents to manage events, mentors, and analytics.
    10
    -
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    license
    A
    quality
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    maintenance
    An MCP server for the Xe Currency Data API that brings live FX rates, historical analysis, and quant-flavored tools into AI tools, working out of the box with zero credentials via Frankfurter/ECB data.
    12
    4 npm
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables natural language interactions with Salesforce data, metadata, and reports, including report creation, discovery, and schema inspection.
    21
    7 npm
    1
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Enables natural-language interaction with Power BI REST API through MCP tools, allowing GenAI applications to access approved business intelligence capabilities and analytics.
    2
    8
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  • A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server providing mathematical and scientific computing capabilities via NumPy, pandas, SciPy, and Matplotlib, with 19 tools for linear algebra, statistics, numerical methods, data processing, and plotting.
    19
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server for rendering common ECharts visualizations from structured tool arguments, exposing per-chart opener tools that map to independent HTML app resources.
    18
    6 npm
    2
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to connect to YNAB budgets, providing tools for accounts, transactions, categories, payees, and analytics, including search, bulk operations, and delta sync.
    47
    AGPL 3.0
  • A
    license
    A
    quality
    C
    maintenance
    Connects AI assistants to YNAB budgets, providing over 30 tools for managing budgets, accounts, transactions, categories, and analytics with delta sync and caching.
    47
    264 PyPI
    42
    AGPL 3.0
  • A
    license
    B
    quality
    C
    maintenance
    Enables Hermes agents to build and run auditable startup financial models, validate inputs, execute linked-statement scenarios, verify results, summarize outcomes, and perform sensitivity analyses through six finance tools.
    6
    1
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    MCP server for introspecting PostgreSQL databases, providing tools to list tables, describe schemas, foreign keys, and generate DOT ER diagrams.
    5
    14 npm
    MIT
  • A
    license
    C
    quality
    C
    maintenance
    Enables teams to manage and automate Grafana operations through natural-language prompts and 100 Portuguese-language tools, including dashboard creation, query validation for PromQL/LogQL/TraceQL/SQL, multi-format reporting, and role-based safe execution across Grafana versions.
    100
    MIT
  • F
    license
    C
    quality
    D
    maintenance
    Exposes a broad mathematics toolkit including symbolic algebra, calculus, numerical methods, linear algebra, statistics, discrete math, graph theory, rendering, and optional GPU acceleration via MCP tools for use with Claude Desktop and other MCP hosts.
    51
    3
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  • A
    license
    C
    quality
    C
    maintenance
    A Model Context Protocol server for Metabase that enables AI assistants to interact with Metabase instances, providing 418 tools across 58 categories for database, card, dashboard, collection, user, permissions, and more management.
    100
    5 npm
    3
    MIT