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    Enables agents to query curated metrics through a registry-backed semantic layer, preventing ad-hoc SQL and enforcing consistent definitions. Every numeric claim is verified against the underlying query result before it is allowed to be sent.
    4
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Exposes read-only PostgreSQL queries as typed MCP tools, enabling natural-language data analysis while keeping raw tables hidden and enforcing safety limits.
    MIT
  • A
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    Not graded
    quality
    F
    maintenance
    Enables agents and Claude Desktop to query a single canonical source for multifamily marketing metrics, with 22 tools for retrieving metric definitions and values from a synthetic portfolio database.
    MIT
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    quality
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    Enables agents to query governed metrics through MCP, including describing metrics, running deterministic SQL against a warehouse, explaining join path preferences, and searching semantically ambiguous terms.
    8
    MIT
  • A
    license
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    quality
    A
    maintenance
    An MCP server that enables AI agents to query Apple Health data (190+ metrics) in natural language, including trends, comparisons, and structured exports.
    14
    77 npm
    4
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Query SQL databases (SQLite, PostgreSQL, BigQuery, Databricks) in natural language through a business semantic layer — glossary, metrics, and a data dictionary grounded against your real schema. Read-only by default, with an embedded SQLite + sqlite-vec metadata store and no external infra required.
    25
    2
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to query Grafana datasources (Prometheus/Loki metrics and SQL databases like ClickHouse/Postgres/MySQL) and search or inspect dashboards through natural language, using read-only access to Grafana's API.
    6
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that enables automated analysis and conversion of SSIS packages into Azure Data Factory JSON artifacts directly through GitHub Copilot. It streamlines ETL modernization by detecting complex patterns, translating script tasks, and generating production-ready pipelines following Microsoft best practices.
    5
    MIT
  • A
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    A
    quality
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    maintenance
    Read-only PostgreSQL performance auditing via MCP. Collects metrics from PostgreSQL system views, applies deterministic checks for index, query, vacuum, configuration, and connection issues, and returns structured findings for MCP clients.
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A Model Context Protocol server that enables LLMs to retrieve and analyze OpenTelemetry traces and metrics from Logfire, supporting exception tracking and custom SQL queries against telemetry data.
    4
    15,889 PyPI
    161
    MIT
  • A
    license
    A
    quality
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    maintenance
    Exposes a governed semantic layer to AI agents so they select metrics and dimensions from a closed, engineer-declared vocabulary instead of writing SQL. Validates every typed call against the contract, rejects out-of-contract requests with structured errors and suggestions, and returns query rows together with the compiled SQL and dbt lineage for auditing.
    4
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides specialized analytics tools for querying VSee's Elasticsearch stats-\* indices, including account/group metrics, visit trends, platform breakdowns, rating distributions, and subscription tier analysis.
    8
    52 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A read-only MCP server for ClickHouse that enables AI agents to discover schema, sample data, and run read-only SQL queries to investigate observability data like logs, metrics, and traces.
    6
    12 npm
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Enables natural-language (Chinese or English) querying of a socioeconomic survey microdata warehouse covering five survey programs and over a thousand tables, by exposing standard tools for exploring surveys and sections, semantically searching variable metadata, generating read-only SQL, computing weighted statistics, and rendering charts. Results, SQL, and tool calls are returned in-chat, and it can be attached to Claude Desktop or Claude Code as well as its bundled web interface.
    14
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  • A
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    maintenance
    Enables grounded bilingual English/Tagalog question answering over the Metro Manila flood-exposure atlas by generating read-only SQL and searching public-safety briefs, with validation that every numeric claim is grounded in tool output.
    5
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Enables secure analytics on an SQLite database of an online store via six specialized tools covering schema, customer metrics, product sales, category revenue, period revenue, and order leaders.
    6
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  • F
    license
    A
    quality
    B
    maintenance
    An MCP server for internal data platforms that enables search, viewing, tracing, and read-only querying of business assets like dashboards, metrics, and events.
    8
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