Apache 2.0
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GET /v1/servers – MCP directory API reference- AlicenseNot gradedqualityCmaintenanceExposes a synthetic issue tracker and pipeline warehouse as callable tools so an agent can answer operational questions about tickets, pipeline health, runs, incidents, and governed metrics with every claim cited to the exact tool call it came from. All writes are proposal-only, requiring human approval through a gated apply path that logs each step for audit.MIT
- FlicenseNot gradedqualityDmaintenanceAn MCP server for Claude Desktop that allows users to check the status of their Airbyte connections.1-
- FlicenseNot gradedqualityCmaintenanceEnables Claude to diagnose and fix Azure Data Factory pipeline failures with automated rollback.1-
- FlicenseNot gradedqualityDmaintenanceEnables schema-aware exploration of JSON data by uploading samples, flattening nested structures, and using heuristic search with token overlap and fuzzy matching to find field paths for target names, accelerating ETL and API onboarding workflows.-
- FlicenseNot gradedqualityDmaintenanceAn auto-generated Multi-Agent Conversation Protocol server that enables interaction with professional golf data through the SportsData.io Golf v2 API.-
- FlicenseNot gradedqualityDmaintenanceAn MCP Server that enables interaction with Google's Data Labeling API, allowing users to manage datasets, annotations, and labeling tasks through natural language commands.-
- AlicenseAqualityBmaintenanceProvides a stateful local Spark session for running PySpark and SQL cells, enabling local data exploration before deploying to Microsoft Fabric.8Apache 2.0
- AlicenseAqualityAmaintenanceRead-only SQL across PostgreSQL, MySQL, S3-compatible buckets and folders of Parquet, CSV and JSON files — and one query can join across all of them, federated in-process by DuckDB. Sources are given as connection strings at startup, and no tool writes: they are absent rather than disabled.224MIT
- AlicenseAqualityBmaintenanceMCP server exposing Apache Airflow REST API operations as tools — list DAGs, inspect runs and task instances, trigger DAG runs, and check failed DAGs and scheduler health72MIT
- AlicenseAqualityCmaintenanceEnables preparing data, building and running Mplus input files, and reading the output back as tables, including fit indices, parameter estimates, and warnings.10MIT

JondaX MCP Serverofficial
AlicenseAqualityBmaintenanceEnables AI assistants to upload clinical documents and medical device images for health data extraction, normalization, and retrieval of structured coded results in formats such as JSON, FHIR, HL7, CSV, and Parquet.418 npmMIT- AlicenseAqualityBmaintenanceA meta-layer MCP server that treats connectors as objects and access paths as morphisms, enabling automated coherence checks across multiple data sources to detect inconsistencies. It provides tools to list sources, compare fingerprints for coherence, and identify divergent or unreachable sources.3AGPL 3.0
- FlicenseAqualityDmaintenanceAn MCP server that exposes Akahu (New Zealand open-banking) data to LLM agents, allowing them to list bank accounts, inspect investment holdings, and pull transactions for analysis.3-
- FlicenseAqualityAmaintenanceEnables LLM agents to query Apache Hive/HiveServer2 by listing tables and running read-only SQL, with results returned as JSON.2-
- AlicenseAqualityDmaintenanceSnowflake integration implementing read and (optional) write operations as well as insight tracking6184GPL 3.0
- AlicenseBqualityDmaintenanceA server that connects to PostgreSQL databases and provides tools for safely exploring schemas, running read-only SQL queries, and performing data analysis with pre-built templates.6284 npm1MIT
- AlicenseBqualityCmaintenanceEnables read-only exploration of SAP Datasphere tenants, letting users list spaces and modeling objects, read objects' raw CSN definitions, and trace upstream dependency graphs with evidence. It enforces read-only DEV/QAS/PRD access through the official SAP Datasphere CLI and OAuth, with no mutation, SQL, or arbitrary command capabilities.4Apache 2.0
- AlicenseBqualityDmaintenanceEnables read-only access to personal bank accounts via the TrueLayer API, allowing querying of accounts, balances, transactions, and generating financial analytics such as spending by category, subscriptions, and monthly summaries.91MIT
- AlicenseBqualityFmaintenanceProvides efficient handling of large Excel files through automatic chunking and pagination, using MCP to enable seamless file reading and management features such as sheet selection and error handling.129MIT