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  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server that provides impact preview and approval workflow for AI agent actions, allowing users to see diffs and risk assessments before any changes are executed.
    36 PyPI
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Analyzes code changes using static code-graph and git co-change history to identify likely affected files, returning tiered confidence reports with evidence. Exposes tools for AI assistants to inspect current changes, static impact, historical co-change patterns, and detailed explanations.
    5
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A local MCP server for intelligent PDF management that converts papers to markdown and enables hybrid grep and semantic search, allowing token-efficient exploration of academic documents.
    6
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides MCP tools to search, retrieve, and answer questions from the public Open Finance Brasil Confluence documentation using BM25-based local indexing.
    4
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Exposes digital twin device data capabilities as MCP tools, allowing MCP clients to query device status, read real-time metrics, fetch time-series data, and check alerts. Includes a simulated PLC driver with a clean interface for connecting real devices via OPC-UA, Modbus, or gateway APIs.
    6
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI assistants to query the Vanoe Market Intelligence API directly for stock verdicts, trend-stage analysis, Point & Figure signals, sector breadth, macro regime, SEC filings, and macro calendar data via MCP tools.
    10
    341 PyPI
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    Enables large language models to automatically report customer-facing issues with Azure resources by parsing natural language requests and submitting impact reports through the Azure Management API.
    1
    2
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  • A
    license
    B
    quality
    B
    maintenance
    Enables researchers to query and reconcile taxonomic data from the Lacewing Digital Library and Neuropterida Species of the World, including accepted names, type localities, distributions, references, and phylogeny records.
    21
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables authenticated MCP clients to automate UI-only operations on Digital Invoicing Software via Playwright, including login/session checks, navigation, dashboards, invoice validation/edit/duplication/export, reporting, screenshots, and user management with per-tenant isolation.
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  • F
    license
    Not graded
    quality
    C
    maintenance
    Provides business intelligence, compliance tools, and economic data for Latin America, including Brazilian company lookups, tax ID validation for multiple countries, and economic indicators from official government sources.
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