Provides a deterministic MCP server environment for building and running code-generating agents, streamlining the development of agentic applications across multiple programming languages.

Manages documents and enables semantic, natural‑language search for large language models, providing long‑term memory and Retrieval‑Augmented Generation capabilities.

Integrates SonarQube Server or Cloud to evaluate code quality, security issues, and code snippets directly within the agent context.

Provides access to Ragie's knowledge base retrieval capabilities via the Model Context Protocol, enabling AI models to query and obtain relevant information.

Provides a Model Context Protocol (MCP) server integration for Tinybird, enabling analytics agents to communicate with Tinybird's data platform.

Provides translation capabilities via a Model Context Protocol server, supporting language detection, context‑aware translations, and management of translation memories, all accessible through HTTP or STDIO interfaces.

Provides a Model Context Protocol server exposing read‑only VictoriaMetrics APIs, enabling seamless monitoring, observability, and automation through AI‑driven assistants.

Provides zero‑config, AI‑managed end‑to‑end testing and live session monitoring for web applications.

A bridge that connects Keboola projects with AI agents, exposing storage, component configurations, SQL transformations, job execution, workflow orchestration, and Data Apps through the Model Context Protocol.

Enables large language models to manage and operate Heroku platform resources directly through the Heroku CLI, exposing a set of tools for app, dyno, add‑on, pipeline, database, and team operations.

Enables AI models to access, render, and extract clean, structured data from any website through a single API.

Enables AI‑driven automation of the PlayCanvas Editor using language‑model commands through an MCP server.

Provides AI-powered financial research and analysis by integrating with the Octagon Market Intelligence API, enabling extraction of insights from public filings, earnings call transcripts, financial metrics, stock market data, and private market transactions within Claude Desktop and other popular MCP clients.

Enables AI assistants to perform PDF creation, editing, conversion, digital signing, OCR, redaction, and other document operations through the Nutrient DWS Processor API.

Provides automatic security vulnerability remediation for code via a command‑line interface and an MCP server, leveraging findings from popular SAST tools such as Checkmarx, CodeQL, Fortify, and Snyk.

Interact with Optuna APIs through Model Context Protocol, providing primitive functions for study management, trial suggestion, result reporting, visualizations, and a web dashboard.

Provides a Model Context Protocol interface for managing MariaDB databases and performing embedding‑based vector search, enabling AI‑driven data workflows with both relational and semantic queries.

Creates flashcards from chat notes or PDFs via the Model Context Protocol, interfacing with the Rember API.

A Model Context Protocol server that lets AI assistants interact with OpenSearch clusters to perform searches, retrieve mappings, manage shards, and execute a wide range of cluster‑level operations via stdio or streaming transports.

A Rust‑based command‑line utility that discovers and documents MCP Server capabilities, with flexible output formats including terminal, Markdown, HTML, plain text, JSON, or custom Handlebars templates.

Provides a Model Context Protocol server that enables searching, metadata retrieval, lineage traversal, and SQL query listing for DataHub entities.