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  • A
    license
    Not graded
    quality
    C
    maintenance
    Exposes a governed dbt MetricFlow semantic layer to AI agents through three tools — list metrics, list dimensions and query metrics — so questions about federal contract spend are answered from defined metrics rather than raw tables. Guardrails reject undefined metrics, raw columns, SQL in filters and bulk exports, and no tool can execute SQL.
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to discover and query data federated across MySQL/MariaDB, PostgreSQL, ClickHouse, S3 and Kafka with SQL, exposing tools to list databases, schemas, tables and connections, describe columns, search objects, inspect table statistics, run EXPLAIN, and execute arbitrary statements. It runs locally over stdio against a PostgreSQL-wire endpoint and returns structured results or SQLSTATE-coded errors.
    8
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables ChatGPT users to view and inspect nodes, jobs, executions, recent errors, and bounded job logs in linked workspaces through read-only MCP tools, including sidebar views and mention-based queries.
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Exposes 31 normify_* tools as an MCP stdio server, letting MCP hosts such as Hermes directly call upstream dsh-normify functions for structured data operations with input guards and environment configuration.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to inspect schemas, walk Delta table history, run read-only DuckDB queries, and check data-quality and job-run status safely.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to inspect, query, test, and safely fix dbt projects and BigQuery warehouses under policy-enforced controls, with read-only direct queries and dbt-only allowlisted writes.
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Exposes materials-science data, simulations, workflows, and computing capabilities to MCP hosts through a plugin-agnostic, contract-governed engine with progressive capability discovery, bounded context, scoped permissions, and provenance-traceable artifacts. Concrete integrations such as a real OPTIMADE provider plugin stay separately packaged, so servers remain focused and evidence-backed rather than unrestricted.
    3
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables any MCP-speaking AI agent to drive QGIS directly by managing layers, editing features, running processing algorithms, rendering maps, and authoring layouts through 125 tools. It bridges agents to a running QGIS instance over a plugin socket connection, supporting QGIS 3.28-4.x and virtually any MCP client.
    1
    GPL 2.0
  • F
    license
    Not graded
    quality
    D
    maintenance
    Connect your business data to any MCP client. AgenticBI agents find the right data, join across systems, run queries, build dashboards, generate reports, and automate analytics workflows. No SQL required.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    A powerful and flexible Datagroom MCP server implementation to read the data and let the LLM handle the reasoning of the data.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server built with the mcp-framework designed to provide brokerage-related tools and functionality. It allows users to integrate financial brokerage services and data into the MCP ecosystem.
    -
  • F
    license
    Not graded
    quality
    B
    maintenance
    Control plane for AiiDA projects, managing project bindings and worker lifecycles, and exposing an MCP endpoint for the AiiDA ChatGPT plugin.
    1
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables MCP clients to access the eGordian JOC Service, including the AEO nine-stage deterministic estimating pipeline and the licensed Gordian CTC catalogue, with scoped authentication and deliberate safeguards.
    -
  • A
    license
    A
    quality
    C
    maintenance
    Tracks buying and momentum signals for companies, such as funding rounds, senior hires, office openings, customer wins, and partnerships, with each event carrying its date.
    10
    14 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Classifies job titles into department and seniority using deterministic rules, and optionally verifies if a person is listed on their employer's website via the Mamba Labs Contact Classifier Apify actor.
    1
    79 npm
    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
    663 PyPI
    932
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Deterministic encode, decode, hash and convert for agents, on the same pipeline engine as the String Utility Belt web app, CLI and editor extensions: a pipeline built and checked in the browser runs unchanged from its share link. Base64/hex/URL, JWT, hashes, JSON/YAML/CSV/XML, dates and regex; tools to search, describe and run utilities or whole pipelines, and to detect input formats. Runs locally
    12
    5
    4
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    A read-only MCP server that reports BI pipeline readiness, blockers, and the next allowed action for governed Power BI workflows. It never writes files, executes warehouse work, or grants human approvals.
    6
    10 npm
    2
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Yandex Metrica over MCP: 13 tools for counters, goals, Reporting API queries with period comparison, and the full Logs API export lifecycle with preview-first downloads.
    13
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A unified Model Context Protocol server for data engineering and analytics that lets LLM clients query, profile, transform, and visualize data using DuckDB and PySpark, while keeping raw data out of the model's context through read-only, bounded, and audited operations.
    8
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to interact with security data pipelines and map data to the Open Cybersecurity Schema Framework (OCSF) through Tenzir. Provides seamless integration for processing and analyzing cybersecurity data using natural language.
    15
    26 PyPI
    8
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    PreReason is a financial data MCP server and REST API for AI agents. Ask what a listed company reported, where Treasury yields stand or what the Federal Reserve decided, and one call returns a briefing reasoned in advance, across asset classes and regions, with every figure dated and every source named. Agents start at https://www.prereason.com/agents.md
    8
    276 npm
    8
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Answers "sales dropped since last week — where?" by comparing a target period against a weekday-adjusted baseline and localizing which attribute combinations (e.g. channel=web, or Tuesday nights) explain the shift. Runs fully offline on your own CSV — no API key, no ML training, read-only.
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables users to convert a vendor partner directory (such as PartnerPage or the Shopify Partner Directory) or a trade body member list into one company row per listing, each carrying website, domain, tier, tags, and location for Clay-ready output. It runs the extraction on Apify, returning dataset rows for up to 20 directory URLs with optional deduping, detail enrichment, and a cost cap.
    1
    71 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Lets AI assistants work on sensitive files by reasoning over schemas and masked output while deterministic local code handles raw data, never exposing real values to the model.
    5
    30 PyPI
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    AstroFabric is agentic AI for business intelligence. Autonomous AI agents identify the companies, find and verify the people, attach the buying signals, score the fit and deliver finished lists and audiences into the CRM, outreach tools and ad accounts your team already runs. Every workflow carries evidence, approval gates and credit ceilings.
    1
    1
    MIT