by IBM
Build, run, and deploy tools for AI agents, enabling seamless integration with LLM frameworks, data sources, and cloud endpoints.
by webflow
Provides a Model Context Protocol (MCP) server that lets AI agents call Webflow's Data API for site, page, component, CMS, and custom‑code operations.
by upstash
Provides an MCP server enabling natural‑language management of Upstash Redis databases via Node.js or Docker.
by Skyvern-AI
Automates browser‑based workflows by leveraging large language models and computer‑vision techniques, turning natural‑language prompts into fully functional web interactions without writing custom scripts.
by modelcontextprotocol
A Model Context Protocol server that provides time and timezone conversion capabilities.
by modelcontextprotocol
An MCP server implementation that provides a tool for dynamic and reflective problem-solving through a structured thinking process.
by modelcontextprotocol
A basic implementation of persistent memory using a local knowledge graph. This lets Claude remember information about the user across chats.
by modelcontextprotocol
A Model Context Protocol server for Git repository interaction and automation.
by modelcontextprotocol
A Model Context Protocol server that provides web content fetching capabilities.
by modelcontextprotocol
Model Context Protocol Servers
by microsoft
Provides fast, lightweight browser automation using Playwright's accessibility tree, enabling LLMs to interact with web pages through structured snapshots instead of screenshots.
by Arize-ai
Open-source AI observability platform enabling tracing, evaluation, dataset versioning, experiment tracking, prompt management, and interactive playground for LLM applications.
by useparagon
Provides an embeddable integration platform that exposes Paragon ActionKit capabilities through a Model Context Protocol server, enabling AI agents to invoke SaaS services such as Google Calendar, Salesforce, and Slack.
by mem0ai
Manage coding preferences by storing, retrieving, and semantically searching code snippets, patterns, and documentation through an MCP‑based SSE server powered by Mem0.
by axiomhq
Enables AI agents to query Axiom data using Axiom Processing Language (APL) through a set of Model Context Protocol tools.
by Adfin-Engineering
Enables Claude Desktop to communicate with Adfin services for tasks such as credit control checks, invoice creation, and bulk invoice uploads via a Model Context Protocol server.
by ClickHouse
Enables AI assistants to run read‑only ClickHouse queries, list databases and tables, and execute embedded chDB queries through an MCP interface.
by AudienseCo
Provides Claude and other MCP-compatible clients with direct access to Audiense Insights, extracting demographic, cultural, influencer, and content engagement data for marketing analysis.
by Aiven-Open
Provides access to Aiven PostgreSQL, Kafka, ClickHouse, Valkey, and OpenSearch services via Model Context Protocol, enabling LLMs to interact with Aiven resources for full‑stack solutions.
by 21st-dev
Generate modern UI components instantly from natural language descriptions, with seamless integration into supported IDEs and full TypeScript support.
by Klavis-AI
Provides production‑ready MCP servers and a hosted service for integrating AI applications with over 50 third‑party services via standardized APIs, OAuth, and easy Docker or hosted deployment.
by apache
Provides SQL query execution and business‑intelligence capabilities over IoTDB, supporting both Tree and Table dialects, metadata retrieval, data selection, and export of results to CSV or Excel formats.
by apache
Provides an MCP backend service built with Python and FastAPI to interact with Apache Doris databases, enabling natural language to SQL conversion, query execution, metadata extraction, and comprehensive enterprise data governance.
by upstash
Provides up-to-date, version‑specific library documentation and code examples directly inside LLM prompts, eliminating outdated information and hallucinated APIs.
by GoogleCloudPlatform
Deploy applications to Google Cloud Run via MCP, enabling AI agents, CLI extensions, and IDE integrations to perform deployments, list services, retrieve logs, and manage GCP projects.
by ahujasid
Enables Claude AI to control Blender for prompt‑assisted 3D modeling, scene creation, and manipulation via a socket‑based Model Context Protocol server.
by Azure
Enables AI agents to interact with Azure services through a unified server that implements the MCP specification, offering a rich set of commands for resource discovery, management, and automation.
by awslabs
Provides specialized servers that expose AWS capabilities through the Model Context Protocol, enabling AI assistants to retrieve up-to-date documentation, execute API calls, and automate infrastructure workflows directly within development environments.
by firstorderai
Provides seamless access to two‑factor authentication codes and passwords for AI agents, enabling automated login while maintaining security.
by auth0
Provides a local MCP server that exposes Auth0 management operations as tools for AI assistants, enabling natural‑language control of Auth0 tenants.
by atla-ai
Provides a standardized interface for large language models to evaluate their responses using the Atla API.
by datastax
Enables large language models to interact with Astra DB by exposing CRUD and query tools through a Model Context Protocol server.