Official SAP MCP server for the Cloud Application Programming Model (CAP). Transforms AI agents into CAP development experts with CDS-aware context, schema introspection, and agentic coding support for enterprise SAP applications.

Official MCP server from Guideline giving AI agents read access to media plan data, campaign details, spend pacing, and performance insights across the Guideline media management platform.

MCP server from Guidepoint giving AI research workflows access to 100,000+ expert interview transcripts, industry insights, and primary research intelligence directly inside Claude and other MCP-compatible tools.

MCP server from Blend Labs giving authorized AI agents programmatic access to Blend's full lending origination stack — credit, underwriting, pricing, compliance, disclosures, and closing — through a single audited interface.

Official cloud-hosted MCP server from Qlik giving AI assistants governed access to Qlik Analytics Engine, trusted data products, and agentic analytics workflows with OAuth 2.0, RBAC, and full audit logging.

MCP server from Salt Security giving AI agents access to API security posture data — API inventory, vulnerability findings, attack detections, and risk scoring — for automated security operations workflows.

MCP server from Benchling giving AI agents access to R&D data — experiments, sequences, molecules, registries, and lab notebooks — enabling agentic scientific workflows across biotech and pharma research.

Official MCP server from Teradata giving AI agents secure access to enterprise data warehouse queries, VantageCloud analytics, and governed SQL execution with workload management and compliance controls.

Official remote MCP server from Optimizely for managing A/B tests, feature flags, and experimentation workflows through AI assistants.

Official SAP MCP server for generating and modifying SAP Fiori applications, including pages, controller extensions, and manifest changes.

Official MCP server from Fibery for managing workspace databases, creating entities, and querying structured project data through AI assistants.

MCP server for identity security that exposes BeyondTrust privilege intelligence, identity risk insights, and security operations to AI agents.

MCP server for Optimizely CMS providing AI access to GraphQL API and Content Management API with dynamic schema introspection and visual builder support.

MCP server for Semantic Web operations including RDF validation, SPARQL queries, and ShEx/SHACL schema processing for knowledge graph workflows.

Managed MCP server from AWS that gives AI agents secure, auditable access to 15,000+ AWS API operations with IAM guardrails, CloudWatch metrics, and CloudTrail logging.

Agentic commerce MCP server enabling AI agents to discover products, build orders, and complete purchases with x402 stablecoin settlement.

Universal checkout MCP server for AI-driven commerce. Connects AI assistants to 500M+ product SKUs across multiple brands with a single checkout URL. Agents can search products, build multi-merchant carts, and complete purchases within conversation.

Official MCP server for TikTok Ads Manager. Enables AI agents to create, manage, and optimize ad campaigns, set bids, adjust budgets, modify targeting, upload creatives, and monitor performance without manual dashboard intervention.

MCP server connecting AI agents to 621,500+ real app screens from Mobbin's design reference library. Search by app name, screen type, UI pattern, or flow to get real-world design references directly in Claude, Cursor, or other MCP-compatible tools.

Official MCP server for Workable HR and recruiting platform. Gives AI assistants read and write access to jobs, candidates, pipeline stages, offers, requisitions, employees, time tracking, time-off records, and calendar events.

MCP server for PowerDMARC email authentication and domain security platform. AI assistants can read DMARC, SPF, and DKIM reports, monitor domain reputation, check email authentication status, and act on live security data.

Open-source MCP server for Google Ads platform. Enables AI agents to create and manage ad campaigns, adjust bids, configure targeting, monitor performance metrics, and generate reports across Search, Display, and YouTube ad networks.

Official MCP server for BigCommerce e-commerce platform. Connects AI shopping agents to product catalogs, inventory, pricing, and storefront data. Supports building conversational commerce experiences and AI-powered product recommendations.

MCP server for GoHighLevel CRM and marketing automation platform. Provides 520+ tools across 40 categories including contacts, calendars, conversations, opportunities, invoices, payments, workflows, social media, and voice AI.

Official Canva MCP server for AI-powered design creation and editing. Enables agents to create on-brand designs, search brand assets, manage templates, export files, and collaborate on visual content through natural language.

Official Hex analytics platform MCP server. Lets AI agents search Hex projects, create and continue Thread conversations, and explore data through natural language queries connected to your data warehouse.

Official Plain.com customer support MCP server. Provides 30 tools spanning support threads, customer records, tenants, and help center content — enabling agents to search, reply, assign, and resolve support issues from any MCP-compatible AI tool.

Official Ramp corporate card and spend management MCP server. Gives AI agents secure access to transaction data, expense policies, card limits, and bill pay — enabling month-end close, reconciliation, and spend analysis through natural language.

MCP server for the Dagster data orchestration platform. Enables AI agents to explore data pipelines, monitor asset materialization runs, inspect job status, and interact with your Dagster instance through natural language.

MCP server for the Freshdesk customer support platform. Provides tools for managing tickets, contacts, companies, agents, and canned responses — enabling AI agents to search, create, update, and resolve support tickets.

Official Bright Data web data infrastructure MCP server. Routes scraping requests through 400M+ residential IPs for anti-blocking. Provides SERP API, scraping browser, and structured datasets for high-difficulty web data extraction.

Jina AI Reader MCP server. Converts any URL to clean, LLM-optimized markdown with a single tool call. Ideal for RAG pipelines, content summarization, and feeding web content into agent workflows without scraper configuration.

Official unified AWS Agent Toolkit MCP server (GA May 2026). A single tool to execute any of 15,000+ AWS API operations with IAM-based guardrails, CloudWatch metrics, CloudTrail logging, and sandboxed Python execution for multi-step workflows.

Official Workato enterprise automation MCP server. Connects AI agents to Salesforce, SAP, Workday, ServiceNow, and 1,200+ enterprise apps through Workato's automation engine — without writing custom integrations.

Payments infrastructure MCP server from Finix. Exposes payment processing API and documentation to AI assistants for merchant onboarding, payouts, and transaction management.

PayU payments MCP server for AI-assisted payment workflows. Create payment links, retrieve transaction details, access invoices, and filter by status or payment mode.

Cisco Duo SSO integration for MCP servers. Adds two-factor authentication and flexible security policies to MCP clients using OAuth 2.1 and OIDC standards.

MCP authentication provider using OAuth 2.1. Enables secure user authentication for remote MCP servers with dynamic client registration, token introspection, and scoped access control.

Official IBM QRadar SIEM MCP server. Search offenses, run AQL queries, manage reference sets, and investigate security incidents through AI agents.

MCP server for IBM i systems. Enables AI agents to interact with IBM i through SQL-based tools for performance monitoring, security auditing, and database administration.

Real-time financial data streaming MCP server. Integrates with the FinnHub API for live stock prices, company fundamentals, and market data through both SSE and stdio transport.

Official French national Open Data platform MCP server. Search, explore, and analyze datasets from data.gouv.fr directly through AI conversation.

Official MCP server for Atlassian Rovo — the AI-powered enterprise search and knowledge platform. Search across Jira, Confluence, and connected apps, surface institutional knowledge, and automate work discovery for agents.

MCP server for Gusto — the payroll, benefits, and HR platform for small businesses. Query employee records, run payroll reports, check benefits enrollment, and automate HR workflows from AI agents.

MCP server for Heap — the digital insights platform that auto-captures every user interaction. Query funnels, session data, behavioral segments, and conversion metrics from AI agents without manual event tracking.

MCP server for Monte Carlo — the data observability platform. Monitor data pipeline health, query data incidents, track lineage, and automate data quality alerting from AI agents.

MCP server for Hightouch — the data activation and reverse ETL platform. Sync warehouse data to CRMs, ad platforms, and business tools, and trigger audience syncs from AI agents.

MCP server for LiveKit — the open-source real-time audio/video infrastructure. Create rooms, manage participants, stream audio to AI agents, and build voice-enabled agent pipelines with WebRTC.

MCP server for Trigger.dev — the open-source background jobs and workflow platform. Trigger jobs, monitor runs, inspect logs, and manage scheduled tasks from AI agents without polling or webhooks.

MCP server for Pendo — the product experience platform. Query feature adoption, NPS scores, user guides, and in-app analytics from AI agents to automate product insights and customer success workflows.

MCP server for Courier — the multi-channel notification infrastructure platform. Send and manage notifications across email, SMS, push, Slack, and 20+ channels from a single AI-accessible API.

MCP server for Census — the operational analytics and data activation platform. Sync warehouse data to business tools, trigger audience updates, and manage data models from AI agents.

MCP server for Fivetran — the automated data movement platform. Trigger and monitor ELT pipeline syncs, inspect connector health, query sync logs, and manage data source connections from AI agents.

MCP server for LaunchDarkly — the feature management platform. Query and update feature flags, manage targeting rules, roll out features progressively, and automate flag lifecycle from AI agents.

MCP server for Statsig — the feature flagging and experimentation platform built for AI-native companies. Run A/B tests, manage feature gates, query experiment results, and automate rollout decisions from agents.

MCP server for MLflow — the open-source ML lifecycle platform by Databricks. Log experiments, compare runs, register models, manage the model registry, and track artifacts from AI and ML pipeline agents.

MCP server for Logfire — Pydantic's OpenTelemetry-based observability platform. Query traces, logs, and spans from Python and AI applications, inspect errors, and monitor agent runtime behavior in real time.

MCP server for Storyblok — the headless CMS with visual editing. Manage content stories, components, and spaces; create and publish content; and query the content delivery API from AI agents.

MCP server for FullStory — the behavioral data and digital experience platform. Query session replays, user journeys, rage clicks, and conversion funnels to surface UX insights from AI product and support agents.

MCP server for Drata — the compliance automation platform for SOC 2, ISO 27001, HIPAA, and GDPR. Query controls, monitor evidence collection, track audit readiness, and automate compliance workflows from AI agents.

MCP server for Agora — the real-time voice, video, and interactive live streaming platform. Manage channels, tokens, cloud recording, and real-time transcription from AI agents building voice-enabled workflows.

MCP server for Brex — the corporate cards and spend management platform for startups and enterprises. Query transactions, manage budgets, track vendor spend, and automate expense workflows from AI finance agents.

Official Blender MCP server for AI-powered 3D modeling, scene analysis, and Python scripting within Blender.

Official Adobe Express developer MCP server for building add-ons and integrating with Adobe Creative Cloud workflows.

MCP server for controlling Ableton Live — create tracks, edit MIDI, manage sessions, and automate music production via AI.

MCP server for Resolume Arena and Avenue with 206 tools for playback, composition control, Advanced Output, and show recovery.

MCP server for SketchUp 3D modeling — create geometry, manage scenes, apply materials, and export models with AI assistance.

MCP server for Autodesk Fusion 360 — create and modify 3D CAD models, run simulations, and automate engineering workflows.

MCP server for Canvas LMS with 88 tools for managing courses, assignments, discussions, grades, and analytics for students and educators.

Official Home Assistant MCP server integration for controlling smart home devices, automations, and scenes via AI assistants.

MCP server for the Voidly censorship intelligence platform — 83 tools covering 126 countries with 19.6M+ samples and real-time risk data.

Official Autodesk read-only MCP server providing AI access to product documentation across 110+ Autodesk products.

MCP server for Airbyte — the open-source ELT platform. Manage connectors, trigger syncs, inspect connection status, and orchestrate data pipelines across 300+ sources and destinations.

MCP server for LlamaIndex — the leading data framework for LLM applications. Query knowledge bases, run RAG pipelines, manage document indexes, and connect agents to structured data.

MCP server for Polygon.io — real-time and historical financial market data. Access stock tickers, options chains, crypto prices, forex rates, and earnings data for financial agents.

MCP server for Metabase — the open-source BI and analytics platform. Run questions, access dashboards, query databases, and surface business metrics for AI agents.

MCP server for Strapi — the leading open-source headless CMS. Create, read, update, and delete content types, manage media, and integrate AI agents with Strapi-powered content workflows.

MCP server for Deel — the global HR and payroll platform. Access contractor profiles, run payroll queries, manage compliance documents, and automate global workforce operations.

MCP server for Haystack by deepset — the open-source NLP framework for building production-grade RAG and search pipelines. Run pipelines, query document stores, and manage AI components.

MCP server for ActiveCampaign — the customer experience automation platform. Manage contacts, trigger automations, track deals, and power email marketing workflows from AI agents.

MCP server for the Cerebras Inference API — the world's fastest AI inference engine. Run Llama and other open models at 1,800+ tokens/second for latency-sensitive agentic workloads.

MCP server for Appsmith — the open-source low-code platform for building internal tools. Create widgets, manage datasources, deploy apps, and automate internal tool workflows with AI.

MCP server for Temporal workflow orchestration. Lets AI agents start, monitor, signal, cancel, and inspect workflows entirely through natural language. Exposes 19 tools covering the full Temporal surface area including batch operations and schedule management via cron expressions.

MCP server for Tinybird real-time analytics. Connects AI agents directly to your Tinybird workspace to query data sources, call analytics endpoints, and use APIs as tools. Enterprise-grade security and observability with zero infrastructure setup.

Official MCP server from Lucid Software for interacting with Lucidchart diagrams, Lucidspark boards, and Lucidscale architecture maps. Find documents with natural language queries, get summaries of complex diagrams, and extract data from visual content without leaving your AI tool.

MCP server for Lovable, the AI app builder. Lets agents create, iterate, and deploy full-stack web applications directly from the terminal or AI agent workflows. Research preview launched May 2026.

MCP server for Microsoft Purview compliance and governance. Connects AI agents to Purview's compliance engine for audit trails, retention policies, data governance workflows, and eDiscovery. Transforms complex compliance operations into conversational commands.

Official Dynatrace MCP server for observability. Query metrics with DQL, investigate problems and vulnerabilities, analyze Kubernetes events, forecast timeseries data, and access production insights from AI agents.

Official Salesforce Data 360 MCP server. Connect LLMs to Salesforce data with a facade tool architecture exposing roughly 200 API operations without hitting context window limits.

Official Microsoft Learn MCP server and CLI. Powers LLMs and AI agents with real-time, trusted Microsoft documentation and code samples. Only accesses official first-party Microsoft docs.

Official Dropbox MCP server. Search files, retrieve metadata, and access content across your Dropbox workspace. Available as both a remote server and local STDIO implementation.

MCP server for Meta (Facebook/Instagram) advertising. Manage campaigns, retrieve performance data, analyze ad creatives, and optimize Meta Ads from AI agents.

MCP server for Microsoft 365 via the Graph API. Access Outlook email, Calendar, OneDrive, Excel, Teams, SharePoint, Planner, and 200+ endpoints from AI agents.

MCP server for stock market and cryptocurrency data. Retrieve income statements, balance sheets, cash flow statements, stock prices, and company news from AI agents.

Multi-provider banking MCP server. Securely access bank accounts, balances, and transactions through Plaid, Teller, Enable Banking, and Tink from AI agents with read-only access.

Connect AI agents to Splunk data for SIEM, observability, and log analysis using the Model Context Protocol. Supports search, dashboards, and security investigations with encrypted token auth and granular admin controls.

MCP server for ServiceNow ITSM with 60+ tools spanning incidents, changes, users, CMDB, and knowledge base. Supports record CRUD, script management, and natural language interactions with ServiceNow instances.

Official MCP server for Microsoft Fabric analytics platform. Cloud-hosted with Entra ID authentication and RBAC enforcement. Agents can manage workspaces, items, permissions, query real-time data with KQL, and access OneLake.

First engineering management software with an official MCP server. Agents access requirements, test cases, and traceability data in Jama Connect while maintaining lifecycle workflows, audit requirements, and regulatory compliance.

Official MCP server for Adobe Marketo Engage marketing automation platform. 100+ operations across forms, programs, smart campaigns, leads, and emails. Enables AI agents to manage marketing workflows at scale.

Official MCP server for Amazon Advertising with 50+ tools covering Sponsored Products, Sponsored Brands, Sponsored Display, DSP, and Amazon Marketing Cloud. Full campaign management through AI agents.

Google-managed MCP server for Cloud Spanner, the globally distributed relational database. Agents can query data, manage schemas, run graph queries with Spanner Graph, and perform vector similarity search. IAM-authenticated.

Google-managed MCP server for Firestore, the serverless NoSQL document database. Agents can sync with live document collections, check session states, manage data, and build real-time applications. IAM-authenticated.

Google-managed MCP server for Cloud Run serverless container platform. Agents can deploy services, manage revisions, configure traffic splitting, and monitor running containers. IAM-authenticated with full audit logging.

First managed payment capability purpose-built for autonomous agents. Built with Coinbase and Stripe, enables AI agents to autonomously access and pay for APIs, MCP servers, web content, and other agents using USDC.

Access Amazon Bedrock foundation models via MCP. Invoke Claude, Titan, Llama, Mistral, and other models hosted on AWS Bedrock directly from agent workflows.

Universal LLM gateway via MCP. Route agent requests to 100+ LLM providers — OpenAI, Anthropic, Bedrock, Gemini, Groq — through a single interface with cost tracking and load balancing.

Access Azure-hosted OpenAI models via MCP. Use GPT-4o, o1, and other models deployed in your Azure OpenAI resource with enterprise compliance and private networking.

Access DeepSeek reasoning and chat models via MCP. Run DeepSeek-R1 and DeepSeek-V3 for cost-efficient reasoning tasks, long-context analysis, and code generation.

Query and manage Neo4j graph databases via MCP. Run Cypher queries, traverse relationships, and build knowledge graphs that agents can navigate and update.

Run in-process analytical SQL queries via MCP. DuckDB handles Parquet, CSV, and JSON files natively — no server required. Fast local analytics for agents that need to reason over structured data.

Trigger, monitor, and manage Apache Airflow DAGs via MCP. Agents can start pipeline runs, check task status, read logs, and respond to failures without human intervention.

Orchestrate and observe Prefect workflows via MCP. Trigger flow runs, monitor states, manage deployments, and retrieve logs — letting agents drive data pipeline operations end to end.

Run serverless GPU and CPU workloads on Modal via MCP. Deploy functions, trigger jobs, and retrieve results — giving agents access to scalable compute without managing infrastructure.

Access and manage secrets from Doppler via MCP. Agents can fetch environment-specific configs, rotate secrets, and audit access — keeping credentials out of code and out of prompts.

Interact with MinIO S3-compatible object storage via MCP. Upload, download, list, and delete objects across buckets — giving agents a self-hosted storage layer with full S3 API compatibility.

Manage Webflow sites, CMS collections, and pages via MCP. Agents can create and update CMS items, publish changes, and read site structure — enabling AI-driven content operations on Webflow.

Manage WordPress sites via MCP using the REST API. Create posts, update pages, manage media, handle comments, and query site data — giving agents full CMS control over WordPress properties.

Publish and manage content on Ghost via MCP. Create posts, manage members, send newsletters, and read publication analytics — integrating Ghost's headless CMS into agent-driven content workflows.

Create, run, and manage code in Replit via MCP. Agents can spin up Repls, execute code, read output, and collaborate on projects — giving AI workflows a cloud coding environment on demand.

Access reading highlights and saved articles from Readwise via MCP. Agents can retrieve highlights by book, article, or tag — surfacing your reading knowledge base for summarization, synthesis, and retrieval.

Read and write to MySQL databases via natural language. Execute queries, inspect schemas, manage tables, and analyze data across MySQL and MariaDB instances.

Interact with AWS DynamoDB via natural language. Query tables, put and get items, scan with filters, manage indexes, and inspect table metadata.

Query and manage Fauna serverless databases. Run FQL queries, manage collections and documents, handle indexes, and interact with Fauna's distributed document-relational model.

Read, write, and analyze Google Sheets via natural language. Create and update cells, manage tabs, run formulas, and build reports directly from spreadsheet data.

Access Google Gemini models via MCP. Run text generation, multimodal inputs, code execution, and grounding with Google Search through the Gemini API.

Integrate xAI's Grok models into agent workflows. Access Grok's real-time knowledge, large context window, and reasoning capabilities via the xAI API.

Route LLM requests across 200+ models via a single MCP interface. Access GPT, Claude, Gemini, Llama, Mistral, and more with unified pricing, fallbacks, and load balancing.

Manage Zoom meetings, webinars, and recordings via natural language. Create meetings, list participants, retrieve transcripts, and manage scheduling through the Zoom API.

Manage customer conversations via Crisp. Read and reply to support tickets, update contact profiles, search conversation history, and trigger automated messages.

Interact with Jenkins CI/CD pipelines via natural language. Trigger builds, check job status, retrieve logs, manage parameters, and monitor pipeline health.

Manage RabbitMQ message queues via natural language. Publish and consume messages, inspect queue depths, manage exchanges and bindings, and monitor broker health.

Interact with HashiCorp Consul for service discovery and configuration. Query service catalog, manage KV store, inspect health checks, and control access policies.

Read, update, and manage Smartsheet projects via natural language. Access sheets, rows, and columns, manage automation workflows, and generate cross-sheet reports.

Manage Basecamp projects, to-dos, and messages via natural language. Create and update tasks, read message boards, check schedules, and manage campfire conversations.

Manage WooCommerce stores via natural language. Query orders, update products, manage customers, apply coupons, and analyze sales data through the WooCommerce REST API.

AI-powered security operations for Wazuh SIEM. Enables conversational SOC workflows for threat detection, incident triage, compliance checks, and real-time monitoring.

MCP server for the VirusTotal API providing security analysis of URLs, files, IPs, and domains with relationship analysis and pagination support.

Unified threat intelligence MCP server aggregating data from AlienVault OTX, AbuseIPDB, GreyNoise, and abuse.ch feeds for correlated IOC lookups.

Official Google MCP server for threat intelligence (VirusTotal/GTI), Security Operations (Chronicle), SOAR, and Security Command Center integration.

Security scanner for MCP servers using YARA, LLM-as-judge, and Cisco AI Defense engines to detect prompt injection, tool poisoning, and supply chain threats.

MCP server integrating with MISP (Malware Information Sharing Platform) for threat intelligence including IOC search, threat actor lookup, and malware detection.

MCP server for ProjectDiscovery Nuclei vulnerability scanner enabling context-aware scanning with intelligent template selection for CVEs, exposures, and misconfigurations.

Official Zapier remote MCP server providing AI agents direct access to 9,000+ apps and 40,000+ actions for workflow automation.

MCP server providing AI assistants access to n8n node documentation, properties, and operations for building and managing n8n workflows programmatically.

MCP server for managing self-hosted Retool instances, enabling AI-driven app creation, workflow automation, resource management, and user administration.

Multi-chain MCP server by Strangelove Ventures supporting Solana, Ethereum, THORChain, XRP Ledger, TON, Cardano, and UTXO chains for blockchain operations.

MCP server powered by Solana Agent Kit for interacting with the Solana blockchain, supporting 60+ on-chain actions including token ops, NFTs, DeFi, and wallet management.

MCP server for querying Ethereum blockchain data via Etherscan API, including ETH balances, transaction history, ERC-20 transfers, contract ABIs, gas prices, and ENS resolution.

MCP server providing access to 100+ Moralis Web3 API endpoints for querying blockchain data across multiple networks, including NFTs, tokens, wallet analytics, and DeFi positions.

MCP server for DocuSign eSignature API enabling envelope management, template operations, document handling, and signing workflows with JWT authentication.

MCP server for legal workflows providing integration with authoritative legal sources for research, document analysis, citation management, and case management.

MCP server for querying 130+ US federal compliance statutes and regulations including HIPAA, CCPA, SOX, GLBA, FERPA, and FISMA directly from AI assistants.

MCP server for Recruitee ATS enabling AI-powered candidate search, filtering, recruitment statistics, and pipeline management.

MCP server wrapping the Greenhouse Harvest API for AI-driven recruitment workflows including job listing, candidate management, and hiring stage progression.

MCP server integrating Lever ATS with AI assistants, providing 16 tools for candidate search, profile management, application handling, and pipeline operations.

Self-hostable workflow automation platform. Connect any app or API, build complex multi-step automations, and trigger workflows from agent actions.

Connect 7,000+ apps via Zapier automation. Trigger Zaps, run actions, and orchestrate cross-app workflows from any AI agent.

Visual automation platform (formerly Integromat). Build, run, and monitor complex multi-step scenarios connecting hundreds of apps and services.

Modern CRM built for AI-native teams. Manage contacts, companies, deals, and pipelines. Fully programmable with a powerful API-first design.

Sales-focused CRM for pipeline management. Create and update deals, contacts, and activities. Track sales performance and automate follow-ups.

Sales CRM built for high-velocity teams. Log calls, emails, and SMS. Manage leads, opportunities, and sequences from agent-powered sales workflows.

B2B sales intelligence and engagement platform. Search 270M+ contacts, enrich leads, run sequences, and power prospecting workflows.

E-commerce marketing automation for email and SMS. Manage lists, segments, flows, and campaigns. Power personalized marketing from agent workflows.

Behavioral marketing automation platform. Send targeted messages based on user actions. Manage campaigns, broadcasts, and transactional messages.

All-in-one marketing platform for email, SMS, WhatsApp, and chat. Send transactional and marketing messages, manage contacts and campaigns at scale.

Open-source notification infrastructure for developers. Manage in-app, email, SMS, push, and chat notifications via a unified API and workflow engine.

Developer-first notification infrastructure. Build and manage cross-channel notification workflows across email, SMS, push, in-app, and Slack.

AI meeting assistant that records, transcribes, and analyzes conversations. Search meeting history, extract action items, and surface key insights.

AI meeting notetaker that records video calls and generates instant summaries, action items, and follow-up emails. Integrates with major video platforms.

Real-time backend platform with reactive queries, serverless functions, and built-in sync. Run database queries and mutations from AI agents.

Distributed SQL database with PostgreSQL compatibility. Run queries, manage schemas, and execute transactions across CockroachDB clusters.

Customer data platform by Twilio. Collect, unify, and route user events and traits across your stack. Query profiles and trigger audience syncs.

Data enrichment and outreach automation platform. Enrich leads from 75+ data sources, build contact lists, and run AI-powered research at scale.

Instant GraphQL and REST APIs over your database. Query, mutate, and subscribe to data via auto-generated GraphQL from Postgres, MySQL, and more.

Developer-first authentication and authorization platform. Manage users, sessions, OAuth connections, and MFA. Programmatic identity for agent-native apps.

Official MCP server for Langfuse LLM observability. Access and manage prompts, traces, and datasets through the Model Context Protocol.

MCP server for Comet Opik, providing unified access to LLM prompts, projects, traces, and evaluation metrics from your IDE.

MCP server for Arize Phoenix AI observability. Explore projects, traces, spans, prompts, datasets, and experiments via the Model Context Protocol.

Official MCP server for Confident AI and DeepEval. Run LLM evaluations, manage prompt templates, pull datasets, and trigger cloud evals from your editor.

MCP server for Braintrust AI evaluation and observability. Access experiments, datasets, scoring functions, and production logs for LLM quality management.

Local MCP server that packages LLM evaluation gates as reusable CI/CD primitives. Run datasets against models, score with LLM-as-judge, enforce quality thresholds.

Evaluation framework for testing MCP servers and agents end-to-end. Exercises your full system with real LLM-to-tool calls and OpenTelemetry-backed observability.

Node.js package and GitHub Action for evaluating MCP tool implementations using LLM-based scoring. Validate your MCP server tools are working correctly.

Benchmarking framework by Accenture for evaluating LLM tool-use via MCP. End-to-end pipeline assessing how effectively models discover, select, and use tools.

MCP server exposing Promptfoo eval and red-team testing tools to AI agents. Run prompt evaluations, security tests, and quality checks from your IDE.

Official MCP server by dbt Labs. Connect AI agents with governed access to dbt models, sources, tests, and documentation. Available as local and remote server.

MCP server for Databricks Unity Catalog. Enables AI agents to discover catalogs, schemas, and tables, analyze lineage, and execute SQL queries.

Official MCP server for Buildkite CI/CD. Access pipeline details, build information, job logs, artifacts, and user data for monitoring and troubleshooting.

MCP server for Tekton Pipelines on Kubernetes. Start, monitor, and manage cloud-native CI/CD pipelines through natural language commands.

Unified MCP server for querying OpenTelemetry traces across backends (Jaeger, Tempo, Traceloop). Enables AI agents to analyze distributed traces for debugging.

Knowledge management MCP server for Obsidian vaults. Read, write, search, and manage notes, tags, and frontmatter via the Obsidian Local REST API.

MCP server for Box cloud storage. Search, read, and access files and folders stored in Box from AI agents and development tools.

Fullstack MCP framework for building MCP apps and servers. Production-ready deployment with observability, metrics, logs, and GitHub-integrated branch deployments.

Security scanning for AI infrastructure and MCP servers. Detect shadow IT, credential exposure, tool poisoning, and supply chain risks in agent deployments.

Official PostHog MCP server. Query product analytics, funnels, session replays, feature flags, and experiments from AI agents.

MCP server for Chroma vector database. Manage collections, add documents, run vector search, full-text search, and metadata filtering.

Official MCP server for Weaviate vector database. Insert objects and run hybrid search queries against Weaviate instances.

Local MCP server for DuckDB and MotherDuck. Run SQL analytics over local files, in-memory data, S3, and MotherDuck cloud databases.

Official Excalidraw MCP App. Stream hand-drawn diagrams with viewport control and interactive fullscreen editing inside MCP-compatible clients.

Official Grafana MCP server for Loki log querying. Execute LogQL queries against Loki instances with time range and multi-tenant support.

Official Axiom MCP server. Query logs, traces, and event data using APL. List, create, and inspect datasets with full schema visibility.

Official Portainer MCP server. Manage Docker and Kubernetes environments, stacks, users, and teams through AI assistants with 40+ tools.

MCP server for Argo CD. List, create, sync, and manage GitOps applications and resources. View logs and run resource actions.

Official Prisma MCP server. Manage Prisma Postgres databases, model schemas, run migrations, and spin up new database instances from AI tools.

MCP server for Snyk security scanning. Scan repositories for vulnerabilities, verify tokens, and manage security across multiple organizations.

MCP server for Mixpanel analytics. Query events, funnels, and retention data. Talk to your product analytics from any MCP client.

MCP server for Amplitude Analytics API. Query events with filters and date ranges, segment data across dimensions.

MCP server wrapping the Backstage Catalog API. Browse, filter, and create entities in your Backstage developer portal from AI assistants.

Official Salesforce CLI MCP server. Interact with Salesforce orgs — query data, manage records, deploy metadata — from AI assistants.

AWS Labs MCP server that dynamically generates tools from OpenAPI specs. Let LLMs interact with any REST API via its OpenAPI definition.

Talk to any Cloudflare Worker from MCP clients. Bridge between MCP protocol and Worker endpoints for serverless tool hosting.

MCP server for exploring and testing APIs through Swagger/OpenAPI docs. Browse endpoints, view schemas, and execute test requests.

AWS Labs MCP server for Amazon ElastiCache Valkey datastores. Operate on Valkey data types — strings, hashes, lists, sets, sorted sets, and streams.

Security scanner for AI agents, MCP servers, and agent skills. Scan and inspect the supply chain of agent components on your machine.

Official Linear MCP server. Create and manage issues, projects, teams, and cycles in Linear's issue tracking system from agent workflows.

Official Sentry MCP server. Access error events, issues, stack traces, and performance data from Sentry for automated debugging and triage workflows.

Official Supabase MCP server. Query and manage Postgres databases, auth, storage, and realtime subscriptions directly from agent workflows.

Official Twilio MCP server. Send SMS and WhatsApp messages, make voice calls, manage phone numbers, and access Twilio's communications APIs from agents.

Official Vercel MCP server. Manage deployments, projects, domains, environment variables, and logs from Vercel's frontend cloud within agent workflows.

MCP server for Redis. Set, get, and manage keys; use pub/sub channels; run Lua scripts; inspect streams and sorted sets from agent workflows.

Official MongoDB Atlas MCP server. Query collections, run aggregations, manage indexes, and interact with Atlas clusters from agent workflows.

Official Neon serverless Postgres MCP server. Create branches, run queries, manage databases, and scale Postgres without managing infrastructure.

MCP server for Datadog. Query metrics, logs, traces, monitors, and dashboards from Datadog's observability platform within agent workflows.

Official Grafana MCP server. Query dashboards, panels, data sources, and alerts from Grafana for AI-driven observability and incident response workflows.

MCP server for Zendesk Support. Create and manage tickets, users, and organizations; search articles; run macros from agent-driven customer support workflows.

Official Auth0 MCP server. Manage users, applications, connections, and tenant settings via the Auth0 Management API from agent workflows.

Official Elastic MCP server. Search, index, and analyze documents in Elasticsearch and OpenSearch clusters from agent workflows.

Official Algolia MCP server. Search and manage indices, records, and rules across Algolia's hosted search platform from agent workflows.

Serverless Redis and Kafka over HTTP from Upstash. MCP server for key-value caching, message queuing, and vector storage — zero connection management.

MCP server for Prometheus metrics. Run PromQL queries, inspect targets, and retrieve time-series metric data for AI-driven infrastructure monitoring.

MCP server for Atlassian Jira. Create, read, update, and transition issues; manage projects and sprints; run JQL queries from agent workflows.

MCP server for PlanetScale serverless MySQL. Query databases, inspect schemas, manage branches, and run deploy requests from agent workflows.

MCP server for Apache Kafka. Produce and consume messages, manage topics and consumer groups, and inspect cluster metadata from agent workflows.

MCP server for OpenTelemetry. Query traces, metrics, and logs from OTEL-compatible backends (Jaeger, Zipkin, OTLP) for AI-driven observability workflows.

Google BigQuery access via MCP. Run SQL queries, manage datasets and tables, and analyze large-scale structured data directly from agents.

ClickHouse OLAP database access via MCP. Execute fast analytical queries against columnar data for real-time analytics and reporting.

Turso edge SQLite database access via MCP. Query, update, and manage Turso databases — SQLite at global scale with per-tenant isolation.

Fly.io infrastructure management via MCP. Deploy apps, manage machines, inspect logs, and scale services globally from agents.

Netlify deployment and site management via MCP. Trigger deploys, manage environment variables, inspect build logs, and control DNS from agents.

Railway infrastructure management via MCP. Deploy services, manage environment variables, inspect deployments, and scale projects from agents.

Together AI inference API via MCP. Run open-source LLMs — Llama, Mistral, DBRX, and more — with fast parallel inference at scale.

Local LLM inference via Ollama. Run Llama, Mistral, Gemma, and other models locally — no API keys, no data leaving the machine.

LangSmith LLM observability via MCP. Trace agent runs, inspect prompts and outputs, evaluate quality, and debug complex chain failures.

Weights & Biases ML experiment tracking via MCP. Log runs, compare metrics, manage model artifacts, and query training history from agents.

Plaid financial data API via MCP. Access bank accounts, transactions, balances, and income verification for fintech agent workflows.

Chargebee subscription billing via MCP. Manage subscriptions, invoices, customers, and revenue metrics from agent workflows.

WorkOS enterprise SSO and directory sync via MCP. Manage organizations, users, SSO connections, and SCIM provisioning for B2B SaaS agents.

ClickUp project management via MCP. Create tasks, manage spaces, update statuses, and query workload from agents.

Miro visual collaboration via MCP. Create boards, add stickies and shapes, update diagrams, and export content from agents.

Coda docs and tables via MCP. Read, create, and update Coda pages and rows — combining doc and database in a single workspace.

Loom video messaging via MCP. Access video library, retrieve transcripts, manage spaces, and search recordings from agents.

Mux video infrastructure via MCP. Upload, transcode, and stream video at scale — plus analytics, thumbnails, and live streaming from agents.

Puppeteer browser automation via MCP. Navigate pages, click, fill forms, take screenshots, and extract content using headless Chrome.

Stagehand AI-native browser automation via MCP. Natural language browser control — act, extract, observe — powered by Browserbase infrastructure.

Manage Paddle billing, subscriptions, and checkout for SaaS products. Handle subscription lifecycle, trials, pauses, cancellations, and revenue reporting programmatically.

Process enterprise payments globally with Adyen. Handle card payments, local payment methods, refunds, disputes, and advanced fraud prevention across 200+ countries.

Full-stack payment platform by PayPal. Process cards, PayPal, Venmo, and digital wallets with advanced fraud protection, vaulting, and subscription management.

India-first payment gateway supporting UPI, cards, net banking, wallets, and international cards. Handle orders, refunds, payouts, and subscription billing for South Asian markets.

Modern authentication and user management for web apps. Manage users, sessions, organizations, roles, and permissions via Clerk's complete auth platform.

Open-source identity and access management. Manage realms, clients, users, roles, and groups in self-hosted or cloud Keycloak deployments. Full SSO and federation support.

Open-source authentication with self-hosting option. Handle email/password, social login, passwordless, and MFA flows. Manage users, sessions, and roles programmatically.

Search and retrieve high-quality free stock photos and videos from Pexels. Access millions of curated images and clips for content pipelines, marketing, and media production.

Access Spotify's music catalog, playlists, listening history, and recommendations. Search tracks, albums, and artists. Control playback and manage user playlists via the Spotify Web API.

Enterprise-grade speech intelligence. Transcribe audio and video with speaker diarization, sentiment analysis, topic detection, PII redaction, and auto chapters. Best-in-class accuracy.

Transcribe audio to text using OpenAI Whisper. Supports 99 languages, translation to English, and timestamp generation. Run locally or via OpenAI API for production transcription.

Manage Google Cloud Platform resources: Compute Engine, Cloud Storage, BigQuery, Cloud Run, GKE, and IAM. Deploy, monitor, and scale infrastructure via the GCP API.

Manage Microsoft Azure resources: VMs, App Services, Blob Storage, Azure OpenAI, AKS, and more. Deploy and operate cloud workloads via the Azure Resource Manager API.

Infrastructure as Code using general-purpose programming languages. Deploy and manage cloud resources across AWS, Azure, GCP, and Kubernetes via Pulumi's API and state management.

Continuous code quality and security analysis. Query issues, security hotspots, technical debt, coverage metrics, and quality gate status across projects and branches.

Track code coverage across commits, PRs, and branches. Identify uncovered lines, coverage trends, and component coverage. Integrate coverage data into CI/CD and code review workflows.

Send and receive messages via WhatsApp Business API. Handle templates, media messages, interactive buttons, and message status tracking for business communication at scale.

Build and operate Telegram bots via the Bot API. Send messages, manage groups, handle commands, inline queries, and webhooks. Supports media, polls, and rich UI elements.

Run web scraping and automation Actors from the Apify platform. Access a library of 3,000+ ready-made scrapers for social media, e-commerce, search engines, and more.

Cloud browser infrastructure for AI agents. Run headless Chromium at scale with session management, stealth mode, CAPTCHA handling, and streaming. Purpose-built for agent web automation.

Official CircleCI MCP server. Trigger pipelines, check build status, retrieve logs, and orchestrate CI/CD workflows from AI agents.

Official HashiCorp Terraform MCP server. Plan and apply infrastructure changes, manage workspaces, query resource state, and interact with HCP Terraform from AI agents.

Read and write Atlassian Confluence pages, spaces, and comments. Search documentation, create runbooks, and keep wikis up to date from agent workflows.

Official Nx MCP server. Query monorepo project graph, run affected targets, and get AI-aware build intelligence for Nx workspaces.

Persistent memory layer for AI agents. Store, search, and retrieve user preferences, conversation history, and learned facts across sessions. Official Mem0 MCP server.

Access OpenAI models including GPT-4o, o1, DALL-E, and Whisper from MCP-compatible agents. Use OpenAI capabilities as a tool inside any MCP workflow.

Ultra-fast LLM inference via Groq. Access Llama 3, Mixtral, and Gemma models at speeds up to 800 tokens/sec from any MCP-compatible agent.

Access 900,000+ models on HuggingFace Hub. Run inference, search models, retrieve datasets, and interact with Spaces from AI agent workflows.

Official Coinbase AgentKit MCP server. Give AI agents onchain capabilities: create wallets, transfer tokens, deploy contracts, and interact with DeFi protocols on Base and other EVM chains.

Access Square payment processing, inventory, and point-of-sale data. Process payments, manage catalog items, and query transaction history from AI agents.

Manage SaaS subscriptions, licenses, and digital product sales via Lemon Squeezy. Query orders, activate licenses, and handle subscription lifecycle from agent workflows.

Manage Okta identity: users, groups, applications, and policies. Automate enterprise SSO, MFA configuration, and lifecycle management from AI agents.

Retrieve and manage secrets stored in AWS Secrets Manager. Securely fetch API keys, database credentials, and configuration values from agents without hardcoding.

Send messages, manage channels, and interact with Microsoft Teams workspaces from AI agent workflows via the Microsoft Graph API.

Manage email marketing campaigns, subscriber lists, and audience segments via Mailchimp from AI agent workflows.

Interact with Intercom customer messaging. Search conversations, create and reply to tickets, manage contacts, and surface customer data for support agents.

Manage tasks and projects in Todoist. Create, update, complete, and query tasks with filters, priorities, and due dates from AI agent workflows.

Access Calendly scheduling data. List event types, retrieve upcoming meetings, cancel events, and share booking links from AI agent workflows.

Query Typeform responses and manage forms from AI agents. Retrieve survey results, filter by date, and extract structured data from form submissions.

Query Snowflake data warehouse from AI agents. Run SQL, inspect schemas, list tables, and retrieve query results without leaving your agent context.

Manage Render cloud deployments from AI agents. Deploy services, check build logs, manage environment variables, and monitor service health.

Read and write content in Contentful CMS. Query entries, update fields, publish content, and manage assets from AI agent workflows.

Interact with Sanity Studio datasets. Query documents with GROQ, create and update content, and manage assets in Sanity-powered projects from AI agents.

Manage Bitbucket repositories, pull requests, and pipelines from AI agents. Create PRs, review diffs, trigger builds, and query repository data.

Access Cohere Command and Embed models from AI agents. Generate text, create embeddings, rerank search results, and build RAG pipelines via Cohere API.

Access Mistral AI models including Mistral Large, Codestral, and Pixtral from MCP-compatible agents for text generation, code completion, and vision tasks.

Call Anthropic Claude models as tools within MCP-compatible agent workflows. Access Claude 3.5 Sonnet, Haiku, and Opus for text generation, analysis, and reasoning.

Read and write Airtable bases from AI agents. Query records, create and update rows, manage tables, and build agent workflows on top of your Airtable data.

Query and manage Pinecone vector indices from AI agents. Upsert embeddings, run similarity search, filter by metadata, and manage namespaces for RAG pipelines.

Read, search, and send Gmail messages from AI agents. Access inbox threads, compose emails, manage labels, and retrieve attachments via the Gmail API.

Manage Trello boards, lists, and cards from AI agents. Create cards, move them across lists, assign members, and query board state for lightweight project tracking.

Official ElevenLabs MCP server. Generate natural-sounding speech, clone voices, and produce multilingual audio from AI agents using state-of-the-art TTS.

Run image generation, video synthesis, and computer vision models at scale via fal.ai. Fast async inference for Flux, SDXL, Stable Video Diffusion, and more.

Generate, edit, and upscale images using Stability AI models including Stable Diffusion 3 and Stable Image Ultra. Control generation with precise prompts and style parameters.

Real-time and batch speech-to-text transcription via Deepgram Nova-2. Transcribe audio files, detect speakers, and extract keywords from voice recordings in agent workflows.

Official MCP server for the Google Maps Platform API, providing geocoding, directions, places search, and distance matrix tools.

Official MCP server for reading and searching files in Google Drive, including Docs, Sheets, and PDF content extraction.

MCP server for managing Docker containers, images, and volumes through natural language commands.

Official AWS Labs MCP server enabling AI assistants to interact with AWS services via CLI commands with IAM-based permissions and CloudTrail logging.

MCP server for Discord bot integration, enabling agents to read and send messages, manage channels, and interact with guild members.

Official Qdrant MCP server for storing, retrieving, and searching vector embeddings in the Qdrant vector database.

Official MCP server for Replicate, enabling agents to run ML model inference across thousands of open-source models.

MCP server for Tavily's AI-optimized search API, purpose-built for agent web research with structured, LLM-friendly results.

MCP server for interacting with Kubernetes clusters via kubectl, supporting pod management, deployments, and cluster inspection.

MCP server for 1Password vault access, enabling agents to securely retrieve credentials, secrets, and secure notes via Service Account.

Official Cloudinary MCP server for uploading, transforming, analyzing, and organizing media assets in Cloudinary's image and video CDN.

MCP server for searching and retrieving high-quality stock photos from Unsplash with proper attribution metadata.

Official MCP server for the GitLab API, supporting project management, merge requests, issues, file operations, and CI/CD pipelines.

MCP server for Perplexity's AI-powered search API, providing sourced answers with citations for agent research tasks.

MCP server for YouTube Data API integration, enabling video search, transcript retrieval, and channel data access.

MCP server for Atlassian Jira Cloud enabling agents to search issues via JQL, manage projects, and track development info.

MCP server for HashiCorp Vault secrets management, providing tools to read, list, and manage secrets from Vault KV stores.

Official AWS Labs MCP server for searching and retrieving AWS documentation, best practices, and getting-started guides.

Official PagerDuty MCP server. Manage incidents, services, on-call schedules, and escalation policies. Acknowledge, resolve, and create incidents directly from AI agents.

Send transactional and marketing emails via Resend from MCP clients. Compose HTML or plain-text emails, manage audiences, and track delivery — no SMTP setup needed.

Send emails via Twilio SendGrid from MCP clients. Supports transactional messages, dynamic templates, and list management using your SendGrid API key.

Official Mapbox MCP server. Geocode addresses, reverse-geocode coordinates, get directions, run isochrone analysis, and query Mapbox datasets from AI agents.

Run Semgrep static analysis scans from MCP clients. Detect security vulnerabilities, code quality issues, and policy violations across any codebase.

Fetch real-time and forecast weather data via the OpenWeatherMap API. Get current conditions, hourly and daily forecasts, and historical weather for any location.

Manage scheduling via Cal.com from MCP clients. List event types, create bookings, check availability, and cancel or reschedule appointments programmatically.

Interact with Asana projects and tasks from MCP clients. Create, update, and list tasks, manage projects, assign work, and track progress via natural language.

Official PayPal MCP server. Create and capture orders, issue refunds, manage invoices, and query transaction history directly from AI agents using the PayPal API.

Connect AI agents to HubSpot CRM. Search contacts, companies, and deals. Create and update records, log activities, and query pipelines via natural language.

Access Figma design files from MCP clients. Read frames, components, and styles. Extract design tokens, inspect layer properties, and retrieve assets for development.

Interact with Monday.com boards and items from MCP clients. Read and update board items, manage columns, create new items, and track project status via natural language.

Connect AI agents to Shopify stores. Query products, orders, customers, and inventory. Create draft orders, update product metadata, and run GraphQL queries via MCP.

Connect AI agents to Salesforce CRM. Query objects with SOQL, create and update records, manage leads and opportunities, and interact with the Salesforce REST API.

A network registry for the agentic web. Search, browse, and query MCP servers, A2A agents, and x402-enabled services.

Browser automation and web scraping via Playwright. Navigate, click, fill forms, take screenshots, and extract structured data from any website.

Web scraping and crawling with LLM-ready output. Scrape, crawl, map, and extract structured data from any URL. Returns clean markdown.

Full GitHub API access via MCP. Create issues, PRs, manage repos, read code, run searches, and interact with the GitHub ecosystem.

Local filesystem access for agents. Read, write, search, and manipulate files and directories with configurable path permissions.

Web and local search via Brave Search API. Privacy-respecting search with real-time results, news, and image search capabilities.

Read-only PostgreSQL access via MCP. Query databases, inspect schemas, and retrieve structured data. Safe — no write operations.

Slack workspace integration for agents. Read messages, post to channels, manage threads, and search workspace history.

Live library documentation fetcher for LLMs. Resolves library names to current API docs, preventing hallucinations on outdated APIs.

Stripe payment operations via MCP. Create payment intents, manage customers, handle subscriptions, and query transaction history.

Persistent memory for AI agents using a knowledge graph. Store, retrieve, and reason over facts, entities, and relationships across sessions.

Semantic and neural web search via Exa. Find exactly what you mean, not just keyword matches. Ideal for research agents that need high-quality results.

Full Notion workspace access for agents. Read, create, and update pages, databases, and blocks. Connect agents to your team knowledge base.

Manage Cloudflare infrastructure from agents. Deploy Workers, manage DNS records, query analytics, and interact with the full Cloudflare API.

HTTP fetch and web content extraction for agents. Retrieve any URL as markdown, HTML, or raw text. Essential for agents that need to read the web.

Structured multi-step reasoning for complex problems. Enables agents to break tasks into explicit thought chains, revise reasoning, and build toward solutions methodically.