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  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to discover official public data sources, inspect their metadata and endpoint parameters, and execute live queries through a unified response envelope with a 500 ms budget.
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Enables declarative FDTD validation, guarded cloud-task workflows, and normalization of Tidy3D simulation results into metadata and bounded CSV observables, while keeping credentials and cloud-execution privileges isolated.
    8
    1
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to convert CSV text into JSON arrays with automatic delimiter detection and optional header-row handling, accessed through a pay-per-call x402 micropayment API.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server that turns operator-authorized local or synthetic source records into auditable research briefs, with every finding linked to exact excerpts and hashes. Exposes a single build_research_brief tool over deterministic, no-network stdio.
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables local, read-only product-data checks for reviewing product records, comparing feed snapshots, and comparing dimensions against source rules, returning match or hold decisions without fetching references or modifying feeds.
    3
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Give your AI agent the entire China A-share market: 55 datasets of prices, financials, capital flows, corporate events and futures/options, stored locally and queryable with read-only SQL. Built point-in-time with delisted stocks kept, so backtests don't lie — no account, no API key.
    12
    6
    753 PyPI
    883
    Apache 2.0
  • A
    license
    B
    quality
    B
    maintenance
    Enables local, offline ledger and replay operations for alpha research via five typed stdio tools, allowing status checks, report retrieval, method-card listing, replay execution, and run stopping without exposing live or submission capabilities.
    5
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Enables offline-first alpha research by providing a local stdio interface to query run status and reports, list approved method cards, execute replay runs, and stop runs, all without any submission capability.
    5
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An open-source MCP server that imports HR CSV data into an in-memory SQLite database for structured querying and metadata retrieval. It enables users to perform read-only SQL queries and structured searches on employee data through natural language.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Claude to list Iceberg tables and run read-only DuckDB SQL queries, including time travel by snapshot, with per-caller token authentication and audit logging.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An implementation that integrates with Odoo ERP systems, enabling AI assistants to interact with Odoo data and functionality through the Model Context Protocol.
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables auditing spending history to find transactions with missing or questionable categories and getting ranked, history-based category candidates for confirmation. Also supports writing approved category fixes back and importing missing transactions from bank statements, with preview-by-default writes.
    7
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A DataOps-focused Kafka MCP server with consumer lag diagnosis and broker health monitoring, featuring incident-based diagnosis logic derived from real CDC pipeline operational experience.
    4
    64 PyPI
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to protect, unprotect, and search sensitive data using Kustodyan's contextual transform engine with role-based access controls.
    8
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    Enables unified querying of GA4, Cloudflare Web Analytics, Vercel Analytics, and Google Search Console through a single MCP interface, with cross-tracker comparisons and discrepancy reporting.
    2
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables users to query a governed data catalog for dataset ownership, contracts, columns, classifications, LF-tag validity, and whether tag-based grants reach a dataset or its columns, without returning any data rows.
    5
    32 PyPI
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables MCP clients to analyze contact exports, identify duplicate people with evidence-based matching, merge them into a cleaned CSV, and report every conflicting value.
    4
    MIT