Example MCPs you can create to give your agents (and optionally others) access to your tools.
MCP server for agents to query product information and return product details, features, integrations, multimedia assets and other relevant information.
MCP server that estimates pricing that is extremely specific to your business and the potential customer's needs, based on input criteria like usage, plan and customer requirements.
MCP server that helps guide new users through product setup and onboarding steps.
MCP server for authenticated customers to access and operate the product's core functionality, including account management, service operations, and real-time analytics.
MCP server for agents to query internal documentation and return contextual answers.
Existing MCPs you can configure to give your agents access to 3rd-party tools.
MCP server integrating Brave Search API for web and local search capabilities.
MCP server for retrieving web content and converting HTML to markdown for LLM consumption.
MCP server providing secure file system operations with configurable access controls.
MCP server enabling local Git repository interactions (status, diff, commit, etc.) via LLMs.
MCP server for GitHub API integration, supporting repository management and file operations.
MCP server for GitLab API, enabling project management and repository operations via LLMs.
MCP server integrating Google Drive, allowing listing, reading, and searching files via LLMs.
MCP server for Google Maps services, providing location search and directions via Maps API.
MCP server implementing a persistent memory system using a local knowledge graph.
MCP server enabling read-only PostgreSQL database access with schema inspection via LLMs.
MCP server providing browser automation and web scraping capabilities using Puppeteer.
MCP server integration for Sentry.io, retrieving and analyzing issue data from Sentry projects.
MCP server providing a tool for dynamic, structured problem-solving via sequential thought processes.
MCP server for Chroma, providing embeddings, vector search, document storage, and full-text search via the open-source Chroma vector database.
MCP server for Exa, a search engine designed for AI, allowing AI agents to perform web search through Exa’s API.
MCP server for Graphlit, allowing ingestion of data from Slack, Gmail, podcast feeds, web crawling, etc., into a searchable Graphlit project.
MCP server for Inkeep that enables Retrieval-Augmented Generation (RAG) searches over a user’s content via Inkeep’s platform.
MCP server that allows AI agents to perform web searches using the Kagi search API, returning results for use in conversations.
MCP server for Meilisearch that lets AI agents perform full-text and semantic search queries on a Meilisearch index.
Production-ready RAG (Retrieval Augmented Generation) MCP server that lets AI search and retrieve data from documents out-of-the-box.
MCP server connecting to Perplexity.ai’s Sonar API, enabling real-time web-wide research in conversational AI sessions.
MCP server providing a unified API for search, web crawling, and sitemap data (via Search1 API), so AI agents can search and extract information.
MCP server for Tavily – a search engine for AI agents – providing both search and content extraction capabilities via the Tavily API.
MCP server for Vectorize.io that provides advanced retrieval, private deep research, anything-to-Markdown file extraction, and text chunking capabilities for AI agents.
GitHub’s official MCP server, allowing AI assistants to interact with GitHub (repositories, issues, PRs, etc.) through standardized function calls.
MCP server for Gitee, enabling AI agents to manage repositories, issues, pull requests, and other Gitee API operations via MCP.
MCP server for Aiven cloud platform, providing natural language access to Aiven projects and services (PostgreSQL, Kafka, ClickHouse, OpenSearch).
MCP server for ClickHouse that lets AI assistants query a ClickHouse database using natural language.
MCP server built into Convex’s CLI (Convex 1.19.5), allowing AI agents to introspect Convex deployments, call functions, and read/write data via safe sandboxed queries.
MCP server for Fireproof, an immutable ledger database, enabling AI to interact with a ledger DB that offers live synchronization.
MCP server for GreptimeDB that provides a secure interface for AI assistants to explore and analyze time-series data in GreptimeDB.
MCP server to connect AI agents with Alibaba Cloud’s Hologres (hybrid analytical database), allowing retrieval of table metadata and execution of queries.
Open-source MCP server offering easy, fast, and secure tool access for databases (a suite of DB tools via MCP).
MCP server for Milvus vector database, enabling AI agents to search and query vector data in a Milvus DB using natural language.
MCP server for MotherDuck (DuckDB-as-a-service), allowing AI to query and analyze data in MotherDuck and local DuckDB seamlessly.
MCP server for Neo4j graph database providing schema insights and read/write Cypher query capabilities, plus a graph-backed memory.
MCP server for the Neon serverless Postgres platform, enabling AI assistants to interact with Neon databases using natural language.
MCP server for OceanBase, enabling AI to interact with OceanBase database instances and tooling via the MCP interface.
MCP server on top of the Qdrant vector search engine, implementing a semantic memory layer for AI (store and retrieve vector embeddings).
MCP server for SingleStore that allows AI agents to interact with SingleStore’s unified database platform via natural language queries.
MCP server connecting to the Supabase platform, enabling AI to utilize Supabase’s database, authentication, and edge functions via MCP.
MCP server for StarRocks (analytics database) allowing AI agents to query data in a StarRocks instance using natural language.
MCP server for Tinybird that enables AI agents to interact with Tinybird’s serverless ClickHouse platform, performing queries and data retrieval.
MCP server that automates browser interactions in the cloud (web navigation, data extraction, form filling, etc).
MCP server for Hyperbrowser (AI browser automation platform), empowering AI agents with scalable browser automation capabilities.
MCP server wrapping Playwright, letting AI agents control a headless browser for web automation and scraping tasks through MCP calls.
MCP server that enables AI agents to extract structured data from unstructured web content using AgentQL.
Official MCP server for Apify Actors, allowing AI agents to run 3,000+ pre-built cloud automation and web scraping tools via Apify’s API.
MCP server for Firecrawl, allowing AI agents to extract web data and crawl websites for information via Firecrawl’s tools.
MCP server that integrates with Oxylabs’ Web Scraping API, supporting dynamic rendering and parsing to extract structured data from websites.
MCP server for Opik (by Comet) that allows AI agents to query and analyze logged data (logs, traces, prompts) from Opik in natural language.
MCP server for Grafana that lets AI agents search dashboards, investigate incidents, and query data sources in a Grafana instance.
MCP server that allows querying and interacting with Kubernetes environments monitored by Metoro (K8s monitoring platform).
MCP server for Raygun, allowing AI agents to query crash reporting and real-time monitoring data from a Raygun account.
Official MCP server for Sentry that allows AI assistants to retrieve and analyze issues from Sentry (error tracking) via MCP calls.
MCP server for 21st.dev’s Magic tool, which generates UI components from natural language descriptions.
MCP server integrating with Adfin’s all-in-one payments platform for invoices and accounting reconciliation.
Universal RPC layer MCP server allowing AI agents to call any function in any language across network boundaries.
MCP server for ALAPI, enabling AI agents to call hundreds of ALAPI’s API endpoints through the protocol.
MCP server by APIMatic that processes OpenAPI files and returns validation summaries using APIMatic’s API.
MCP server enabling AI agents to interact with Audiense Insights for demographic, cultural, influencer, and content engagement analysis.
MCP server for querying Amazon Bedrock Knowledge Bases using natural language to retrieve relevant information from data sources.
MCP server offering prescriptive AWS CDK guidance, explaining CDK Nag rules, and generating agent schemas for AWS Solutions Constructs.
Core AWS MCP server providing prompt understanding and management of MCP servers in AWS environments.
MCP server to analyze AWS CDK projects, identifying AWS services used and retrieving pricing information from AWS APIs.
MCP server that fetches, converts, and searches AWS documentation pages, with recommendations for related content.
MCP server to generate images using Amazon Nova Canvas via text prompts and color guidance.
MCP server for Axiom that lets AI agents query and analyze logs, traces, and other event data in natural language.
MCP server enabling AI agents to query on-chain blockchain data (ERC-20 tokens, transaction history, smart contract state).
Official MCP server for Box, allowing AI assistants to interact with Box’s content management platform (files, folders, etc) via Box AI.
MCP server for Bucket, enabling feature flagging, company data management, and feature access control via AI agents.
MCP server that connects AI agents to the Chargebee platform, allowing them to manage subscriptions, invoices, and billing via Chargebee’s API.
MCP server that connects to Chronulus AI to provide forecasting and prediction agents capable of predicting anything.
Official MCP server for CircleCI, allowing AI agents to identify and fix build failures and interact with CI pipelines.
MCP server for Cloudflare’s developer platform, enabling deployment, configuration, and interrogation of resources (Workers, KV, R2, D1) via AI.
MCP server for Dart (the AI-native project management tool), enabling AI to interact with tasks, docs, and project data on the platform.
MCP server for the DevHub CMS, allowing AI assistants to manage and utilize website content within the DevHub platform.
MCP server providing real-time DEX analytics across 20+ blockchains via DexPaprika API, covering millions of tokens, pools, and historical data.
MCP server for E2B that allows AI agents to run code in secure sandboxes hosted by E2B.
MCP server for EdgeOne Pages that lets AI agents deploy HTML content to EdgeOne Pages and retrieve a public URL.
MCP server for EduBase, enabling AI to interact with EduBase’s e-learning platform (quizzes, exams, content organization) via MCP.
MCP server for Element.fm, enabling AI agents to create and publish unlimited podcast shows and episodes through the platform.
MCP server enabling AI agents to securely initiate purchases using Fewsats, a platform facilitating small payments (satoshis).
MCP server for Fibery that allows AI agents to perform queries and operate on entities in a Fibery workspace (no-code work management platform).
MCP server providing AI-friendly access to stock market data through an API made for AI agents, enabling queries on financial datasets.
MCP server for gotoHuman (a human-in-the-loop platform), enabling AI automations to send approval requests to a human inbox.
MCP server by IBM for their wxflows tool platform, allowing AI to build, test, and deploy tools for various data sources via MCP.
MCP server that provides a sandboxed Python execution environment (ForeverVM) for AI agents to run Python code safely.
MCP server for Inbox Zero, an AI personal email assistant, allowing LLMs to manage and assist with email via the Inbox Zero platform.
MCP server that allows AI agents to interact with various other SaaS applications on behalf of users, acting as an integration hub.
Official MCP server for JetBrains IDEs, enabling AI agents to work with code and development tasks through JetBrains tools.
MCP server for Keboola, enabling AI to interact with Keboola’s data platform for building data workflows, integrations, and analytics.
MCP server that brings real-time production context (logs, metrics, traces) into the AI environment to help auto-fix code faster (observability integration).
MCP server providing access to OpenTelemetry traces and metrics through the Logfire platform, so AI can analyze telemetry data.
Open-source prompt management MCP server by Langfuse, allowing collaborative editing, versioning, evaluation, and release of prompts via MCP.
MCP server for Lingo.dev’s Localization Engine, enabling an AI agent to translate and localize content into every language via the platform.
MCP server for Mailgun that allows AI agents to send, receive, and manage emails via the Mailgun Email API.
MCP server integrating with the Mailtrap Email API, so AI assistants can send and test emails using Mailtrap’s sandbox service.
MCP server for Make.com that turns user-defined automation scenarios into callable tools for AI assistants.
Client implementation for Mastra that provides seamless integration with MCP-compatible AI models and tools.
MCP server providing AI assistants with direct access to Mastra.ai’s complete knowledge base and documentation.
Official Notion MCP server that allows AI agents to interact with Notion (the productivity/workspace app) via MCP calls.
MCP server for Octagon that delivers real-time investment research by providing access to extensive private and public market data.
MCP server for PayPal’s API, enabling AI assistants to perform operations on Stripe (payments, customers, etc.) through function calls.
MCP server for Powerdrill that provides tools for AI to interact with Powerdrill datasets, facilitating smart data analysis and insights.
MCP server integrating with QA Sphere test management system, letting LLMs discover, summarize, and interact with test cases from the platform.
MCP server for the RAD Security platform, giving AI-powered insights into Kubernetes and cloud security by interfacing with RAD’s APIs.
MCP server for Ramp’s Developer API, enabling AI assistants to analyze corporate spend and gain insights from Ramp’s financial data.
MCP server for Rember that enables creation of spaced repetition flashcards in Rember (learn-and-remember platform) via AI chat.
MCP server by Riza that provides an arbitrary code execution and tool-use platform for LLMs, enabling them to run code and use tools safely.
Official MCP server for ScreenshotOne that allows AI assistants to capture website screenshots via the ScreenshotOne API for visual context.
MCP server for Semgrep that enables AI agents to perform code security scans and static analysis using Semgrep’s engine via MCP.
MCP server for Stripe’s API, enabling AI assistants to perform operations on Stripe (payments, customers, etc.) through function calls.
MCP server for Thirdweb that lets AI agents read and write to over 2,000 blockchains, enabling contract analysis, deployment, and transaction execution via Thirdweb’s APIs.
MCP server for UnifAI Network, allowing AI agents to dynamically search and invoke a network of tools and APIs through UnifAI’s platform.
MCP server for Unstructured.io, enabling AI to set up and interact with unstructured data processing workflows on the Unstructured Platform.
MCP server for Verodat, allowing AI assistants to interact with the Verodat AI-Ready Data platform for enterprise data management and analysis.
MCP server by VeyraX that acts as a single tool to control 100+ API integrations and UI components through a unified interface for AI agents.
MCP server for Webflow that enables AI agents to list and edit website content and CMS data via Webflow’s APIs.
MCP server for Xero that allows AI assistants to interact with business accounting data on Xero through Xero’s official MCP interface.
MCP server for YepCode that executes LLM-generated code in a secure, scalable sandbox and lets AI create custom MCP tools using JavaScript or Python (with NPM/PyPI support).
MCP server for ZenML that enables AI agents to interact with MLOps/LLMOps pipelines on the ZenML platform via MCP function calls.
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