Official MCP server from Siteimprove, announced June 30, 2026. Embeds Siteimprove's Accessibility Agent into AI coding and design environments including Claude, VS Code, Lovable, and Figma. Enables real-time accessibility audits and remediation during content creation rather than post-publish. Supports agent-to-agent workflows where coding agents trigger autonomous accessibility checks. Also ships a Figma plug-in with in-canvas audits and color-blindness simulation.

Official MCP server from Grist Labs for the open-source Grist spreadsheet-database platform, announced June 30, 2026. Available for all hosted Grist users and self-hosters running the full edition. Lets AI agents and assistants read, query, and modify Grist documents through MCP. Uses OAuth-based connected apps so access can be scoped to specific documents, workspaces, or organizations and revoked at any time. Supports agentic workflows like automated PR triage based on Grist data.

MCP server from Snap Inc. for its advertising platform, announced June 18, 2026. Enables AI agents and agentic workflows to interact with Snap's ad management APIs for campaign setup, optimization, and reporting. Part of Snap's broader push into AI-powered advertising automation alongside a new chat assistant and creator matching tools. Designed for advertisers and agencies building custom AI workflows around Snapchat campaign management.

MCP server from Sabre Corporation (NASDAQ: SABR) for the Sabre Mosaic travel platform, announced June 17, 2026 with a production deployment at Linex Travel. Acts as a secure translation layer enabling autonomous AI agents to interact with complex travel workflows including shopping, booking, and servicing. Handles post-booking tasks like ticket reissues, dynamic exchanges, and servicing updates. Built for travel agencies, airlines, and loyalty programs running agentic AI workflows at scale.

MCP server from GovSpend, the public sector procurement intelligence platform, launched June 16, 2026. Provides AI agents and custom workflows with direct access to government procurement data including 2 billion+ purchase orders, 96 million+ contracts, 10 million+ agency contacts, and 2.3 million+ public meeting transcripts. Works with Claude, ChatGPT, and internally built agents. Designed for sellers, buyers, and consultants operating in the government procurement ecosystem.

Real-time enforcement gateway from Vorlon for securing AI agent interactions with MCP servers, SaaS apps, and data stores. Announced June 30, 2026. Sits at the protocol layer between AI agents and connected systems to block policy violations, mask sensitive data in transit, and enforce read-only access before transactions complete. Covers agent-specific threats including indirect prompt injection, credential abuse, OAuth token abuse, and agent-to-agent manipulation. Works with any app or data store that has an API or MCP server.

MCP server from Pentera, the exposure validation and offensive security platform, announced June 16, 2026. Enables AI assistants and agents to trigger Pentera security tests, access validated attack findings, and pull remediation guidance directly within AI-powered SecOps workflows. Security teams can validate whether specific vulnerabilities represent real exploitable exposure and prioritize fixes based on proven cyber risk. Integrates with any MCP-compatible environment.

Agentic Development Security platform from Snyk, announced June 24, 2026. Goes beyond the existing Snyk MCP server by governing AI agents in real time, securing MCP server connections, monitoring agent behavior, and scanning AI-generated code across the full development lifecycle. Provides runtime governance for agentic coding workflows in tools like Claude Code, Cursor, and GitHub Copilot. Enforces security policies on which MCP servers agents can connect to and what actions they can take.

Official hosted MCP server from X (formerly Twitter), announced June 30, 2026. Gives AI agents like Grok, Cursor, and Claude instant real-time access to X platform data through the v2 API. Hosted by X Developers so there is no local server to run. Supports searching posts, reading user profiles, fetching timelines, and accessing trending topics. Designed for AI-native workflows where agents need live social data without managing API wrappers.

MCP server from Meta's open-source Astryx React design system, announced June 27, 2026. Astryx ships 90+ production-grade React components built with StyleX, ten themes, and agent-ready MCP tooling. The MCP server lets AI coding assistants scaffold UIs, look up component APIs, generate themed layouts, and document patterns directly from the design system. Token-optimized CLI included for context-efficient agent workflows.

Open-source MCP server for Oracle GoldenGate, the enterprise data integration and replication platform. Enables AI agents to manage GoldenGate extract and replicat processes, monitor replication lag, inspect trail files, and automate data pipeline operations through natural language. Supports both assistant-driven and fully agentic workflows for database replication management. Published under oracle/mcp on GitHub.

Open-source, local-first MCP server that connects multiple AI providers (ChatGPT, Claude, Gemini, Perplexity) to your development environment without API keys. Acts as a unified AI gateway at the browser level, letting MCP-compatible coding tools like Cursor and Claude Code access multiple models through a single local server. No cloud dependency or API billing required. MIT-licensed.

MCP server from Stibo Systems, the largest independent provider of master data management (MDM). Announced June 30, 2026, it connects enterprise master data to AI agents at scale. Enables AI tools to query, enrich, and validate product, customer, supplier, and location master data through the STEP platform. Designed for enterprise MDM workflows where AI agents need governed, high-quality data access.

Official MCP server from Microsoft for Dynamics 365 Commerce, announced June 29, 2026. Enables AI agents to power product discovery, checkout flows, inventory management, and retail operations through the Commerce platform. Supports agentic commerce scenarios where AI handles end-to-end retail workflows including product search, cart management, order processing, and store inventory queries.

Official MCP server from Ashby, the all-in-one recruiting platform. Launched in open beta, available on all Ashby plans. Gives AI tools a standard interface to interact with Ashby's ATS data including job postings, candidate pipelines, interview schedules, and hiring analytics. Enables AI assistants to search candidates, review applications, and pull recruiting metrics through MCP.

MCP server from Crossbeam, the partner ecosystem intelligence platform. Currently in limited availability for Supernode and Enterprise customers. Enables AI agents to query partner overlap data, account mapping results, and ecosystem insights through MCP. Designed for partnership and revenue teams who want AI assistants to surface co-selling opportunities and partner intelligence without switching tools.

MCP server for ESPHome providing AI assistants with direct access to ESPHome device management and the new Device Builder functionality introduced in ESPHome 2026.6. Enables creating, editing, and managing ESPHome device configurations through natural language. Built for the Home Assistant ecosystem, supports the latest ESPHome API methods.

MCP server platform from COOCON (KOSDAQ: 294570), a South Korean business data platform company with 20+ years of data connectivity expertise across finance, public sector, logistics, and telecommunications. Transforms existing financial and public data APIs into MCP-native format so AI agents can query and utilize external data directly. Member of the Linux Foundation AAIF consortium alongside Anthropic, OpenAI, Google, Microsoft, and Stripe. Launching 30+ MCP products in July 2026, expanding to 100+ by year-end.

MCP server from DebugBear providing AI assistants with access to web performance monitoring and testing capabilities. Create projects, configure page monitoring, run performance tests, analyze Core Web Vitals, and automate bulk changes. Supports the same functionality as the existing DebugBear API. Works with Claude, ChatGPT, Gemini, and Cursor.

Official MCP server from SAS Institute for SAS Viya environments. Provides 40+ tools for executing SAS code, training AutoML projects, scoring models, managing data, and much more. Supports SAS program execution, CAS table management, ML pipeline operations, and compute session management. Built in Python with comprehensive tool coverage across the SAS Viya analytics platform.

Official MCP server from SmartBear exposing their suite of API development and testing tools to AI assistants. Provides access to SwaggerHub for API design and documentation, ReadyAPI for functional and load testing, and other SmartBear products. Enables AI agents to search API definitions, run test suites, analyze results, and manage API lifecycle workflows through standardized MCP tools.

Open-source remote MCP server connecting AI assistants to Acumatica ERP through the contract-based REST API and OData. Runs on Cloudflare Workers with per-user credential authentication. Ships 38+ read-only entity lookups plus Generic Inquiry, schema-discovery, and utility tools. Features sensitive field redaction, call logging, opt-in GI exposure gates, and parameterized query safety. Apache-2.0 licensed.

MCP server for Gramps Web genealogy platform, written in .NET 8. Provides AI agents with structured, tool-based access to family tree data through the official Gramps Web API. Supports CRUD operations for people, families, events, places, sources, citations, notes, media, repositories, and tags. Includes kinship-oriented tools for ancestors, descendants, relationships, and timelines. Features local-first deployment for privacy of sensitive genealogy data. Supports stdio, Streamable HTTP, and SSE transports with optional read-only mode.

MCP server from Zoho enabling AI agents and assistants to work with Zoho Analytics business intelligence platform. Available through Zoho MCP for easy discovery and connection. Lets AI tools query dashboards, explore datasets, generate reports, and interact with analytics workspaces through the Model Context Protocol.

MCP server from CData Software providing governed, real-time access to enterprise data across 400+ sources including databases, SaaS applications, ERPs, and data warehouses. Free Developer Edition includes full enterprise feature set with per-user authentication passthrough, query logging, and user-level attribution. Python SDK and CLI included for building AI-native data pipelines.

Industry-first MCP connector from Geotab enabling organizations to securely access live fleet data through AI assistants. Connects MyGeotab telematics platform to ChatGPT, Claude, and enterprise AI tools for natural language queries against vehicle tracking, driver behavior, fuel usage, maintenance schedules, and compliance data across commercial fleets.

MCP server from VoIPstudio connecting business VoIP and telephony data to AI assistants including Claude. Provides access to call records, voicemail transcriptions, call analytics, and communication workflows. Requires the CX Addon on any VoIPstudio account. Enables AI-driven call analysis, routing optimization, and customer experience insights.

MCP connector from Daloopa bringing trusted, machine-verified financial data directly into Microsoft 365 Copilot and other AI workflows. Surfaces earnings data, financial statements, KPIs, and company metrics from Daloopa's verified dataset. Designed for equity research analysts and portfolio managers who need accurate, auditable financial intelligence inside their AI tools.

MCP server from Redox, the healthcare interoperability platform, enabling AI tools to access clinical and operational healthcare data through standardized integrations. Part of a broader AI launch including an AI Assistant Suite and intelligent in-flight data processing. Connects EHR, scheduling, billing, and patient data to AI workflows while maintaining HIPAA compliance and healthcare data governance.

MCP server from Beyond (formerly Beyond Pricing) connecting live vacation rental and property management data to AI assistants. Enables AI tools like Claude, ChatGPT, and custom enterprise agents to access pricing intelligence, market analytics, occupancy data, and revenue optimization insights for short-term rental portfolios.

MCP server from Bandwidth (NYSE: BAND) giving AI agents autonomous access to the Bandwidth Communications Cloud. Once authenticated, agents can provision phone numbers, manage messaging services, configure voice routing, and automate telecom workflows through Bandwidth APIs. Part of the Bandwidth Build platform for AI-native communications.

Suite of three MCP-accessible AI agents from Displayce for digital out-of-home advertising. Transforms DOOH campaign workflows from brief to post-campaign analysis. First agent converts natural language briefs into actionable media plans with programmatically available screen selections. Second agent generates editable sales presentations from audience and screen data. Third agent produces narrative performance reports. Backed by 10+ years of programmatic DOOH data across 2M+ screens in 80 countries. JCDecaux majority-owned.

MCP integration from Equixly bringing continuous offensive API security testing directly into AI coding assistants. Enables developers to run automated penetration tests against APIs from within their IDE, get real-time vulnerability findings, and remediate security issues during development rather than post-deployment.

MCP server from LucidLink exposing its distributed streaming file system to AI agents. Gives multi-agent systems a persistent, writable file layer with shared state across clouds, on-premises, and edge environments. Supports block-level streaming, global file locking, and zero-knowledge AES-256 encryption so agents, applications, and humans work from the same files without copying or moving data.

Official MCP server from B&R (ABB group) providing AI assistants with direct access to B&R automation knowledge and community data. Integrates with Automation Studio Code 6.7 using JWT authentication, enabling AI tools like GitHub Copilot and Continue Dev to work with industrial automation context.

Open-source MCP server exposing ownCloud Infinite Scale as 80 tools across users, spaces, files, shares, search, notifications, federated OCM sharing, and multi-step workflows. Apache 2.0 licensed Go binary. Supports OIDC and app token auth. Designed for sovereign file infrastructure where AI operates on your authentication against your data without it leaving your server.

MCP server from InVintory connecting wine cellar and collection data to AI assistants including Claude, ChatGPT, and Gemini. Enables natural language queries against your actual wine inventory for pairing recommendations, drinking window analysis, collection valuation, and gap analysis. OAuth-secured, available on all paid InVintory plans.

Enterprise MCP server from Docebo integrating its learning management system with AI assistants including ChatGPT, Claude, Copilot Studio, and Gemini Enterprise. Enables natural language interaction with courses, learner data, and training content without navigating the LMS. Supports custom server configurations with selectable tool sets and OAuth2 authentication.

MCP connector from ProofPilot enabling enterprise AI tools to access clinical trial intelligence from the STUDY RAIDAR platform. Connects AI assistants to protocol analysis, enrollment forecasting, site performance data, and document intelligence for clinical operations. Supports natural language queries against study data and automated reporting workflows.

First production MCP server for product lifecycle management from Propel Software. Provides bidirectional connectivity: inbound lets Claude, ChatGPT, and Copilot query live product records inside Propel, while outbound lets Propel agents reach third-party MCP servers for supplier intelligence, component data, and ERP records from NetSuite and SAP.

MCP server from FactSet (NYSE: FDS) distributing pre-calculated, governed portfolio analytics into conversational and agentic AI workflows. Delivers performance, attribution, and risk outputs to buy-side investment professionals through natural language interfaces inside private LLM environments. Includes a semantic metadata layer that keeps AI queries anchored to audit-ready, book-of-record results.

MCP server from Prodoscore making workforce intelligence and employee productivity analytics available to enterprise AI assistants. Read-only connector that applies existing role-based permissions, works with Claude, ChatGPT, Gemini, and Copilot alongside Salesforce, Jira, Asana, HubSpot, and Slack data. Customer data is not used to train external AI models.

Official Autodesk MCP server for Revit 2027 providing read-only BIM model access to AI assistants. Query elements by category, family, level, and parameters, retrieve detailed element data, select and zoom to elements, open views, and export views to images or CSV. Ships as a Revit 2027 addon with auto-configuration for Claude Desktop and Cursor.

MCP server from Lili connecting AI assistants to real-time business banking data for accountants. Enables portfolio-wide client monitoring, transaction analysis, tax position calculations, cash flow forecasting, and automated advisory workflows across multiple client accounts. Uses OAuth 2.0 with existing accountant permissions.

Official Pinterest MCP server providing read-only access to advertising campaign data for AI agents. Enables AI-native campaign analysis workflows, letting agents query live Pinterest ad performance metrics, audience insights, and campaign structure. Launched alongside Microsoft Advertising MCP as part of the growing ad platform MCP ecosystem.

MCP server from Contentsquare providing AI agents with real-time access to behavioral analytics and digital experience data. Surfaces funnel conversion rates, friction scores, session replays, error monitoring, and revenue impact analysis. Works with Claude, ChatGPT, Copilot, and Dust AI agents for cross-functional UX optimization.

Enterprise integration platform MCP server from SnapLogic enabling teams to expose existing integrations, data flows, and workflows as MCP servers. Includes a MCP Server Pipeline Builder that walks through creating a functional MCP server pipeline in steps, allowing any SnapLogic integration to become AI-agent accessible.

Managed cloud MCP server from ClickHouse bringing ClickStack observability investigation capabilities to external AI agents. Enables Claude, Cursor, and Codex to query observability data, run diagnostic investigations, and analyze performance traces directly through the ClickHouse Cloud platform without local server setup.

Open-source MCP server from Flagsmith for feature flag and remote configuration management. Enables AI agents and coding assistants to query, toggle, and manage feature flags across environments. Installable locally with one click or deployable remotely for SaaS, private cloud, or self-hosted Flagsmith instances.

Official MCP server from Moneris, Canada's leading payment processor, enabling AI agents to securely interact with Moneris APIs and commerce capabilities. Provides a standardized integration layer for agentic commerce, allowing AI-driven payment experiences while preserving existing fraud prevention and security controls. One of Canada's first domestically built AI-payment platforms.

Token-efficient MCP server for precise GitHub code retrieval via tree-sitter AST parsing. Reduces AI token costs 95%+ on code exploration by extracting symbol-level code instead of reading entire files. Supports 70+ languages.

Official Reddit MCP server for writing Devvit applications on Reddit's developer platform. Provides tools for building Reddit apps, bots, and extensions with AI-assisted development via Claude Code, Cursor, or any MCP client.

Open-source MCP server that runs inside JetBrains IDEs (IntelliJ, WebStorm, PyCharm, etc.) and exposes the full power of the IntelliJ Platform to AI agents. Provides visual IDE understanding, UI automation, and native IntelliJ APIs via Kotlin scripting.

Official Meta MCP server connecting AI assistants to Meta Quest development tools. Provides documentation search, device debugging, performance trace analysis via Perfetto, screenshot capture, and access to Meta's 3D asset library.

Sendoso's MCP server for AI-powered personalized gifting and direct mail. Enables AI agents to send personalized gifts, eGifts, and direct mail based on intent signals. Works with Claude, ChatGPT, Salesforce Agentforce, and other MCP clients.

Enterprise MCP toolchain from Infragistics connecting AI coding assistants to the Ignite UI component library. Includes CLI MCP Server for scaffolding and docs, plus Theming MCP Server for palettes, typography, and design tokens across Angular, React, Blazor, and Web Components.

Emacs Org-mode MCP server enabling AI assistants to interact with Org files through structured tools. Read file content, inspect hierarchical structure, update TODO states, and add new tasks. Available via MELPA.

Official ioBroker MCP server adapter for smart home automation. Exposes ioBroker installations to MCP-capable AI clients via Streamable HTTP transport, enabling reading and controlling smart home devices, running diagnostics, and searching adapter repositories.

MCP server for Fluree's verifiable knowledge graph database. Enables AI agents to query and interact with RDF-based knowledge graphs using SPARQL, supporting GraphRAG-powered accuracy for enterprise AI workflows with data provenance and trust.

MCP server for Basecamp 3 with OAuth, FastMCP, and 79 tools for projects, todos, messages, card tables, docs, uploads, campfires, webhooks, and search. Works with Codex, Cursor, and Claude Desktop.

Integrate a full ChatGPT Plus/Pro account into Claude Code, Codex, Cursor, and other MCP clients. Access all OpenAI models and features through the Model Context Protocol.

Predactiv MCP server and Platform API for audience intelligence. Enables AI agents to access demographic, firmographic, and behavioral audience data directly within coding and analytics workflows.

MCP server for legal professional intelligence. Surface verified data on lawyers, judges, expert witnesses, and arbitrators through AI tools. Provides clean, structured legal intelligence for law firms.

Official Alpaca MCP server for trading stocks, ETFs, crypto, and options. Run data analysis, build strategies, and execute trades in plain English from Claude Code, Cursor, or any MCP client.

IBM's MCP server for intelligent context management. Provides Rust-based server with security-hardened build pipeline, supporting context windowing and retrieval for enterprise AI agent workflows.

Structural memory MCP server for coding agents. Indexes TypeScript and JavaScript repositories to enable efficient querying of symbols, callers, and call-edges, giving agents deep codebase understanding.

Repo dependency analyzer with blast-radius impact scoring for AI-assisted development. Provides dependency graphs, semantic symbol search, and impact analysis to help coding agents understand change risk.

Unofficial MCP server for Home Assistant smart home control. Lets AI assistants interact with Home Assistant to manage devices, automations, scenes, and monitor sensor data through natural language.

Certificate lifecycle management MCP server that delivers live, governed certificate intelligence to AI assistants. Provides tools for querying certificate inventories, checking expiration status, analyzing PKI health, and managing certificate workflows across enterprise environments. Supports 47-day certificate validity compliance and post-quantum cryptography readiness. Works with Claude Desktop, GitHub Copilot, and any MCP client. Commercial with managed hosting. Created by AppViewX.

Production-grade PostgreSQL MCP server that connects AI tools to any Postgres database with full schema introspection, performance metrics, and multi-database support. Pulls detailed information about primary keys, foreign keys, indexes, column types, and constraints. Exposes pg_stat_statements for query optimization. Supports TLS, token auth, and read-only enforcement. Works with Postgres 14+, including community Postgres, Amazon RDS, and pgEdge distributions. Open source under PostgreSQL license. Created by pgEdge.

Cross-border trade and tariff compliance MCP server that provides AI agents with tools to perform duty calculations, retrieve tariff data for HS codes, and access the Avalara Trade and Tariff Library. Supports cross-border transaction compliance including customs duties, import taxes, and landed cost calculations across 180+ countries. Open source on GitHub. Created by Avalara.

NoSQL database MCP server that gives AI agents real-time access to Couchbase data for answering questions, executing N1QL queries, and exploring cluster data. Supports schema discovery, document operations, full-text search, and index management. Available as a Docker container for easy deployment. Works with Claude, ChatGPT, and any MCP-compatible client. Open source on GitHub. Created by Couchbase.

Enterprise demo platform MCP server that turns AI assistants into on-demand demo engineers. Provides over 100 demo-authoring tools spanning HTML capture, data injection, full application cloning, conversational rebranding, and library management. Enables AI-driven demo customization including logo swapping, copy changes, synthetic data generation, and interactive guide creation. Works with Claude, ChatGPT, Microsoft Copilot, Gemini, and any MCP-compatible client. Commercial with zero-setup deployment. Created by Reprise.

Subscription commerce MCP server that plugs enterprise subscription data into AI tools for analytics, payment recovery, and retention workflows. Part of Ordergroove's Autonomous Subscriptions platform with AI agents for subscriber signal analysis, churn prediction, and recurring revenue optimization. Works with Claude, ChatGPT, and MCP-compatible clients. Commercial with managed hosting. Created by Ordergroove.

IoT device management MCP server from Digi International that connects AI assistants to Digi Remote Manager and Genesis platforms. Enables natural language interfaces to query device fleets, automate workflows, generate configuration insights, and monitor connected devices across enterprise IoT deployments. Supports device health monitoring, fleet analytics, and automated troubleshooting. Commercial with managed hosting. Created by Digi International.

Web analytics MCP server from Microsoft that provides AI-driven natural language access to website analytics data. Enables querying metrics like scroll depth, engagement time, total traffic, and session data filtered by dimensions such as browser, operating system, country, and device type. Integrates with Claude Desktop and other MCP-compatible clients. Free with Clarity project. Open source on GitHub and npm. Created by Microsoft.

Campaign management MCP server from Microsoft that connects AI workflows to live Microsoft Advertising campaign data. Provides read-only access to campaign performance, keyword analytics, conversion tracking, and budget metrics. Works with M365 Copilot, Claude, ChatGPT, and any MCP-compatible client. Currently in open pilot. Commercial via Microsoft Advertising. Created by Microsoft.

MCP server for Canvas Learning Management System with 90+ tools for students and educators. Manage courses, assignments, grades, enrollments, and run agent skills for course audits and accessibility checks.

37-tool MCP server for remote SSH management. Execute commands, transfer files, manage databases, create backups, monitor server health, and automate DevOps tasks across multiple servers from Claude Code or Codex.

Official HashiCorp MCP server for Vault secrets management. Gives AI models access to Vault APIs for reading secrets, managing mounts, and performing auditable secret operations via stdio or streamable HTTP.

Enterprise-ready MCP gateway and registry that centralizes AI tool access with OAuth authentication, dynamic tool discovery, and Keycloak/Entra identity provider integration. Turns scattered MCP servers into governed, auditable tool access.

Official MiniMax MCP server for text-to-speech, voice cloning, image generation, and video generation. Supports Claude Desktop, Cursor, and other MCP clients with multimodal AI generation capabilities.

Guardrailed video editing MCP server powered by FFmpeg. Supports media analysis, subtitle generation, audio processing, effects, Hyperframes rendering, and repurposing tools. Local, fast, and free.

Self-hostable OAuth 2.0 server built specifically for MCP servers. Provides flexible, developer-controlled authentication and authorization for securing MCP applications without depending on third-party auth providers.

Data platform MCP server that lets AI agents build, automate, and manage production-grade data pipelines through natural language prompts. Connects to Keboola's full data platform with tools for components, transformations, storage, SQL queries, and job management. Includes a semantic layer as single source of truth for data objects and documentation. Free MCP server with standard Keboola usage billing. Open source on GitHub. Created by Keboola.

Telephony and messaging MCP server that lets AI agents trigger voice calls, SMS, and automated customer outreach through structured prompts. Connects to Exotel's communication stack for real-time voice and text interactions without requiring API development. Supports call initiation, SMS with fallback logic, WhatsApp messaging, and conversation flow management. Works with Claude, ChatGPT, and other LLMs. Open source on GitHub. Created by Exotel.

Google Cloud API governance layer that exposes existing APIs cataloged in Apigee API hub as MCP tools for AI agents. Provides 30+ built-in policies for authorization, authentication, and governance without requiring code changes or new MCP server deployments. Supports OAuth 2.1 and OIDC authentication, tool-level analytics, and MCP-specific traffic segmentation. Transcodes existing API specifications automatically. Commercial via Google Cloud. Created by Google.

Global shipping and logistics MCP server that connects AI agents to 550+ couriers across 200+ countries. Provides tools for comparing shipping rates, generating labels, scheduling carrier pickups, calculating import taxes and duties, retrieving tracking information, and pulling shipping analytics. First cross-border shipping MCP with real-time duty calculation. Free for all Easyship accounts. Open source on GitHub and PyPI. Created by Easyship.

Open source observability platform MCP server that connects AI agents to logs, metrics, traces, and real user monitoring data. Enables natural language queries instead of SQL or PromQL, automated alert creation and stream management, and AI-powered analysis for error pattern detection and latency spike diagnosis. Unifies all observability data into a single conversational interface. 140x lower storage costs than alternatives. Open source. Created by OpenObserve.

Agentic access control platform from Noma Security that discovers, governs, and enforces policies for AI agents and MCP servers across the enterprise. Automatically inventories every agent and MCP server, enables tool-level approve/review/block controls, and monitors behavioral chains including prompts, tool calls, and data access in real time. Detects prompt injection, data exfiltration, and scope violations via AI Detection and Response (AI-DR). Integrates with existing identity providers. Commercial with managed hosting. Created by Noma Security.

Agentic payments MCP server from Marqeta that enables AI agents to issue virtual cards, manage spend, complete transactions, and handle disputes autonomously. Provides a standardized integration layer for secure access to Marqeta's payment APIs including card provisioning, transaction retrieval, balance queries, and anomaly flagging. Designed for corporate expense management, checkout automation, and financial operations. Beta access available. Open source on GitHub. Created by Marqeta.

Payments intelligence MCP server that gives AI agents conversational access to harmonized payment data across multiple processors. Provides transaction event data, approval rates, fee breakdowns, processor performance metrics, and decline analysis. Ingests data at the transaction level from all connected processors, normalizes against a unified data model, and enriches with ecosystem context. Over 16 billion transaction events processed. Commercial with managed hosting. Created by Pagos.

AI voice toolkit MCP server with text-to-speech, voice cloning, and end-to-end video translation. Supports natural-sounding speech in 30+ languages, voice conversion, subtitle extraction, hard-subtitle removal, and one-click video dubbing. Designed for short drama localization, AI audiobooks, and film narration production. Works with Claude Desktop, Cursor, Windsurf, and OpenAI Agents. Open source on GitHub. Created by AllVoiceLab.

Federated data engine MCP server that lets AI agents query 200+ data sources using plain English or SQL through a single interface. Connects to Slack, Gmail, databases, data warehouses, and SaaS applications. Built on the MindsDB platform with 38.8K GitHub stars. Supports Minds SDK integration for LLM interaction through a standardized MCP interface. Open source. Created by MindsDB.

MCP server from Wolters Kluwer Health connecting AI agents to expert-curated medication data from Medi-Span. Provides drug content, dosing guardrails, and advanced decision logic for healthcare AI workflows. Designed for medication management, clinical decision support, pharmacy automation, and patient engagement use cases. Commercial with managed hosting. From the makers of UpToDate. Available to select partners and early adopters.

Reverse proxy and management layer for MCP servers from Microsoft enabling scalable, session-aware routing and lifecycle management in Kubernetes environments. Provides a data gateway with session affinity, control plane for deploying and managing MCP servers, and a management portal with in-browser JSON-RPC test console. Includes enterprise-ready telemetry, access control, and observability. Open source on GitHub. Built in C#.

MCP server for complete management of PrestaShop e-commerce stores. Provides AI agents with tools to manage products, categories, customers, orders, modules, cache, themes, and navigation menus. Supports prompt templates and resources for contextual AI interactions. Includes token-based and guarded no-auth modes. Works with Claude Desktop, Cursor, and any MCP-compatible client. Open source on GitHub.

Real-time retail product data MCP server providing inventory and pricing from 80+ major US retailers including Walmart, Target, Home Depot, and Nike. Aggregates product catalog, availability, and pricing data through a unified API and MCP endpoint. Designed for shopping agents, price comparison tools, gift finders, and reseller sourcing workflows. Commercial with tiered pricing. Created by LemmeBuyIt.

Cross-border e-commerce product catalog MCP server for AI agents. Aggregates 11M+ products from Singapore, Southeast Asia, and US markets including Shopee, Lazada, Amazon SG, Courts, and Challenger. Provides search, price comparison, product details, affiliate links, and catalog browsing tools. Semantic search with filtering by category, price, and region. Free developer beta access with rate limits. Open source on GitHub.

Self-hosted MCP gateway and registry for managing multiple MCP servers from a single endpoint. Built in Go with centralized tool discovery, access control, and multi-transport support for both Streamable HTTP and stdio. Agents connect to one gateway instead of multiple endpoints. Supports enterprise workflows with authentication, observability, and registry metadata. Deploys via Docker with a Postgres backend. Works with Claude Desktop, Cursor, and any MCP-compatible client. 1.1K GitHub stars. Open source under MIT license.

Unified middleware MCP server with a web GUI for managing multiple MCP server connections. Acts as a proxy that dynamically aggregates MCP servers into a single unified endpoint. Supports multi-workspace switching for isolating contexts between different databases or projects. Self-hostable via Docker Compose. Works with any MCP client including Claude Desktop, Cursor, and VS Code. 2.4K GitHub stars. Free and open source. Created by metatool-ai.

SQL query engine that lets AI agents query 40+ applications and data sources using standard SQL. Built on SQLite with a plugin system covering GitHub, Notion, Slack, Gmail, Google Calendar, Spotify, Apple Notes, Chrome bookmarks, and more. Includes a built-in MCP server accessible via stdio or HTTP transport. Can also act as a MySQL-compatible server for tools like TablePlus and Metabase. Single binary distribution. 1.7K GitHub stars. Open source. Created by Julien Music.

Unified MCP runtime that aggregates multiple MCP servers behind a single serve process. Provides CLI mode with progressive discovery commands for inspect, instructions, and run workflows. Supports template servers for per-client or per-session resolution, async and lazy loading for faster startup, and namespace isolation. Built in TypeScript. Works with Claude Code, Cursor, Codex, and other MCP-compatible agents. Solves configuration sprawl by centralizing MCP server management. Created by 1mcp-app.

Open-source MCP server for dynamic AI persona management with 42 tools covering personas, skills, templates, agents, memories, and ensembles. Includes a GitHub-powered marketplace for browsing, installing, and submitting community personas. Supports persona export and import across platforms. Works with Claude Code, Claude Desktop, Cursor, Gemini, Codex, and local LLMs. Elements follow you across MCP-compatible clients. Community-driven with automated submission workflows. MIT licensed.

Official MCP server from SAP for AI-assisted UI5 framework development. Provides AI agents with access to UI5 CLI tools, UI5 linter, API documentation, and framework-specific context. Built in TypeScript. Integrates with VS Code GitHub Copilot, Claude Code, Cursor, and OpenCode. Part of the official SAP MCP server suite alongside CAP and Fiori Elements servers. Recommended for use with the SAP Fiori MCP server for the best agentic coding experience. Published as @ui5/mcp-server on npm.

Official MCP server from SAP for AI-assisted development with UI5 Web Components. Provides AI agents with access to UI5 Web Components API documentation, framework integration guides for React, Angular, Vue, and vanilla JavaScript, and theming documentation. Built in TypeScript. Works with VS Code GitHub Copilot, Claude Code, Cursor, and OpenCode. Part of the official SAP MCP server ecosystem. Enables building enterprise UIs with UI5 Web Components through agentic AI workflows.

Official MCP server from SAP for AI-assisted mobile application development with the Mobile Development Kit. Provides AI agents with tools for project creation, artifact generation, build and deploy, validation, migration, and documentation lookup. Published as @sap/mdk-mcp-server on npm. Works with Claude Code, Cursor, Cline, OpenCode, and GitHub Copilot. Open source under Apache 2.0. Early release with active development. Created by SAP.

LinkedIn prospecting automation MCP server that manages contacts, launches outreach sequences, and tracks responses through 19 AI-callable tools. Automates the LinkedIn prospecting pipeline from contact discovery through follow-up tracking. Designed for sales teams and recruiters using AI agents to scale LinkedIn outreach workflows. Released June 2026. Commercial MCP server with managed hosting.

Local MCP server that gives AI agents document generation tools for creating PPTX presentations, DOCX reports and contracts, PDF invoices and charts, and XLSX spreadsheets from JSON specifications. Wraps the free-tier @paperjsx/json-to-* packages with a dozen MCP tools. Runs in-process with no API key, no network calls, and no cloud backend. Every tool exposes a JSON Schema derived from its Zod definition so the agent sees accurate parameter hints. Writes generated files to disk and returns the absolute path. Works with Claude Desktop, Cursor, VS Code Copilot, Windsurf, Cline, Gemini CLI, and other MCP-compatible clients. Requires Node.js 18+. MIT licensed.

MCP server by Softeria for interacting with Microsoft 365 and Office services through the Microsoft Graph API. Provides 200+ dynamically generated tools covering Excel, Calendar, Mail, OneDrive, OneNote, To Do, Planner, Outlook contacts, and user management. Supports read-only mode, tool filtering, and both HTTP and stdio transports. Authentication via MSAL with Microsoft Entra (Azure AD) app registration. Open source under MIT license. Requires Node.js 18+ and administrator-consented Graph API permissions.

MCP server with 44 AI-callable tools for sports analytics across FIFA World Cup 2026, Formula 1, and IPL cricket. Features Monte Carlo bracket simulations with Poisson expected-goals models for football qualification probabilities, an F1 pit-strategy model using OpenF1 telemetry for stop-lap and compound recommendations, and a Dream11 IPL team builder using PuLP constraint solver for valid 11-player squads under credit and role caps. Public instance live on Cloud Run. Works with Claude, Cursor, Zed, and ChatGPT. MIT licensed. Created by Utkarsh Gupta.

Official MCP server from Fastmail that gives AI agents access to email, calendar, and contacts through the JMAP protocol. Hosted at api.fastmail.com/mcp with OAuth authentication providing three permission levels: read-only, write, and send. Enables AI assistants to search and organize emails, draft and send messages, manage calendar events with participants, and look up contacts. Works with Claude, ChatGPT, and any MCP-compatible client. Launched April 2026. No local installation required — connects directly to Fastmail's hosted endpoint.

Open-source MCP gateway that routes requests across multiple MCP servers with 0.02ms overhead and 46K+ requests-per-second cache hits. Provides authentication, guardrails, plugin support, and multi-server routing in a single gateway layer. Validated with 1,341 tests. Enables organizations to consolidate access to multiple MCP servers behind a single entry point with policy enforcement, caching, and observability. Designed for production deployments where multiple MCP servers need unified access control and traffic management. Created by lacausecrypto.

Unified MCP server that aggregates 32 sports API providers into a single service with 336 tools covering scores, stats, odds, esports, college sports, chess, AFL, and more across 70+ sports. Each provider works independently — missing API keys do not block startup and tools return errors only when called without their key. Supports a free-only mode with 12 providers and approximately 109 tools via the SPORTS_HUB_PROVIDERS=free environment variable. Uses stdio transport. Works with Claude, GPT, Gemini, Llama, Mistral, and any MCP-compatible client. Requires Node.js 18+. Created by lacausecrypto.

Open-source security governance framework from Cisco AI Defense for agentic AI systems. Scans AI agent skills and MCP servers for vulnerabilities using a combination of the Cisco AI Defense inspect API, YARA rules, and LLM-as-a-judge to detect malicious MCP tools, prompt injections, tool poisoning, and toxic flows. Includes Skills Scanner, MCP Scanner, AI Bill of Materials generator, and CodeGuard for static analysis. Ensures every agent skill is scanned, every MCP server verified, and every AI asset cataloged automatically. Released at RSA 2026. Apache 2.0 licensed. Python-based.

MCP server from SegmentStream that gives AI agents access to cross-channel marketing attribution, budget optimization, and incrementality testing data. Connects to 30+ advertising platforms including Google Ads, Meta, TikTok, LinkedIn, Pinterest, and Snapchat. Provides attribution-corrected unified views of marketing performance rather than self-reported platform numbers. Enables AI assistants in Claude, ChatGPT, or Gemini to query cross-channel ROAS, investigate CPA changes, and optimize budgets through natural language. Included on every SegmentStream plan tier. Commercial SaaS with MCP endpoint.

Security scanner from Snyk for AI agents, MCP servers, and agent skills. Part of Snyk's Agent Security suite launched at RSAC 2026. Scans for common security vulnerabilities including prompt injections, tool poisoning, and toxic flows in agent skills and MCP servers. Provides MCP server governance through automated scanning and compliance checks. Available as open preview. Integrates with Snyk Studio for AI-assisted vulnerability detection and remediation in coding workflows. Works alongside Agent Guard for real-time enforcement and agent red-teaming via CLI.

Hosted MCP server from Yext that connects AI agents to the Yext Knowledge Graph, giving them real-time access to structured brand data including locations, products, events, and analytics. Enables AI assistants in ChatGPT, Claude, and Gemini to read and edit core brand data through natural language without custom API integrations. Supports use cases like managing local listings, querying analytics via Scout Visibility, and powering brand-controlled chatbots. Enterprise-grade with authentication, permissions, and compliance built in. Currently in beta. Announced December 2025 with ongoing expansion through June 2026.

MCP server from Google that gives AI agents access to the Data Commons open knowledge graph containing public statistical data from sources like the US Census, World Bank, CDC, and more. Provides two tools: search_indicators for discovering available variables and topics by place or metric, and get_observations for fetching statistical data for specific variables and places. Available as a free hosted service on Google Cloud or self-hosted via Python package or Docker image. Supports Streamable HTTP and stdio transports. Works with Gemini CLI, Claude, and any MCP-compatible client. Apache 2.0 licensed. Install via uvx datacommons-mcp.

Experimental MCP server from IBM that connects AI agents to the OpenPages governance, risk, and compliance platform. Enables querying GRC data, managing risk assessments, and interacting with compliance workflows through natural language in MCP-compatible AI clients. Open source on GitHub under the IBM organization. Designed for enterprise GRC teams using OpenPages for regulatory compliance, audit management, and operational risk. Supports local deployment via stdio transport with API key authentication to the OpenPages instance.

MCP server that provides 37 tools for managing multiple SSH connections through AI agents. Enables Claude Code, OpenAI Codex, and other MCP-compatible clients to execute remote commands, transfer files, manage tunnels, and handle multi-server orchestration through natural language. Supports concurrent connections to multiple hosts with session persistence. Includes tools for command execution, file upload and download, port forwarding, and server inventory management. Open source on GitHub under bvisible. Designed for DevOps teams and system administrators managing remote server fleets.

MCP server for SAP ABAP development that connects AI agents to SAP systems via the ABAP Development Tools API. Enables reading, writing, testing, and deploying ABAP code through natural language in MCP-compatible AI clients without requiring SAP GUI. Supports source code management, transport handling, and syntax checking through the ADT REST API. Open source under MIT license on GitHub under Hochfrequenz. Designed for SAP developers and consultants working with ABAP codebases who want AI-assisted development workflows. Created June 15, 2026.

MCP server from Pipedream that connects AI agents to over 2,500 APIs with more than 8,000 prebuilt tools covering services like Slack, GitHub, Google Sheets, Salesforce, HubSpot, and thousands more. Provides a single MCP endpoint that gives agents authenticated access to actions across the entire Pipedream integration catalog. Handles OAuth and API key management for connected services. Open source on GitHub under PipedreamHQ with 11,000+ stars. Works with Claude, ChatGPT, and any MCP-compatible client. Designed for developers building AI agents that need to interact with multiple third-party services.

Open source local LLM server from AMD that runs language models on Ryzen AI PCs with NPU acceleration and now includes MCP server integration as of version 10.8 released June 17, 2026. Provides a local, private inference endpoint compatible with MCP tool calling, enabling AI agents to use locally-running models for reasoning and tool execution without cloud dependencies. Supports streaming tool calls and works with Hugging Face Tiny Agents and other MCP-compatible frameworks. Designed for developers who want fully local, private AI agent capabilities on AMD hardware. MIT licensed on GitHub under lemonade-sdk.

MCP server from Google that provides AI agents with access to developer documentation, API references, and technical knowledge from Google's developer ecosystem. Part of Google's expanding MCP support across its services announced in June 2026. Enables AI coding assistants and development tools to query up-to-date Google developer documentation, SDK references, and best practices through natural language. Designed for developers working with Google Cloud, Android, Firebase, and other Google platforms who want AI-assisted access to technical documentation.

MCP server from Florence Healthcare that gives AI agents native access to eleven clinical trial workflow tools spanning 65,000 research sites and 30,000 active protocols. Enables sponsor and site AI agents to securely query, analyze, and act upon site reality in real time. Supports identifying missing documents, detecting skipped tasks, tracking study progress, and automating eTMF reconciliation through natural language. Works with Claude, ChatGPT, and custom agents. Announced June 16, 2026 at the DIA Global Annual Meeting. Includes dedicated SDKs for integration.

MCP server from Tridens Technology that connects AI tools and assistants to the Tridens Monetization billing platform for communications service providers. Routes requests to specialized Tridens AI Agents that handle market research, offer and pricing creation, billing explanations, and catalog management. Enables CSPs, MVNOs, and digital service providers to manage monetization operations through natural language in ChatGPT, Claude, or Gemini. Announced June 12, 2026. Designed for telecom billing and subscription management workflows.

Official MCP server from CrowdStrike that connects AI agents to the Falcon cybersecurity platform for intelligent security analysis. Provides tools for querying detections, investigating hosts, searching indicators of compromise, and analyzing threat intelligence through the CrowdStrike Falcon API. Supports host containment actions, RTR session management, and vulnerability assessment. Open source on GitHub under the CrowdStrike organization. Currently at v0.12.0 with active development. Works with Claude, Cursor, and any MCP-compatible client.

MCP server from Apideck that exposes 330 tools across 10 unified APIs covering accounting, CRM, file storage, HRIS, ATS, ecommerce, issue tracking, and more. Connects any MCP-compatible agent to 200+ SaaS connectors through one integration. Features three operating modes: dynamic (progressive tool discovery with 85% fewer tokens), static (all tools loaded), and code (programmatic endpoint access via sandboxed JS). Includes hosted endpoint at mcp.apideck.dev and local stdio option. MIT licensed. Updated to v0.11.0 on June 16, 2026.

Community MCP server for Automox, the cloud-native IT endpoint management platform. Acts as a stateless proxy between AI assistants and the Automox API, enabling device management, patch deployment, software installation, and compliance reporting through natural language. Supports querying device inventory, triggering patch scans, managing server groups, and executing Worklets. Open source on GitHub under AutomoxCommunity. Works with Claude Desktop, Cursor, and any MCP-compatible client. Designed for IT operations teams managing endpoint fleets.

MCP server from Valona Intelligence, the competitive and market intelligence platform named a Leader in the 2026 Gartner Magic Quadrant. Makes Valona's continuously curated market analysis, competitor tracking, and quantitative financial data directly available inside Microsoft Copilot, Claude, and other enterprise AI tools. Provides AI agents with pre-built intelligence rather than requiring them to reconstruct analysis from raw data each time. Announced June 16, 2026. Currently in enterprise pilot with select customers. Designed for CMI teams, strategists, and enterprise leadership.

MCP server from Qrvey that brings embedded analytics capabilities to AI agents within multi-tenant SaaS products. Securely connects agents to datasets, dashboards, metadata, and tenant-specific permissions. Part of the Qrvey 9.2+ release introducing agentic analytics for SaaS platforms. Enables AI assistants to query analytics data, generate charts, and deliver governed insights within the context of each tenant's data access permissions. Designed for SaaS product teams embedding analytics and AI assistants into their applications.

Enterprise MCP server expansion from Smartsheet that adds ChatGPT, Microsoft Copilot, and Google Cloud Gemini connections alongside existing Claude support. Enables enterprise teams to query, update, and manage Smartsheet projects, sheets, and workflows through AI agents across all major AI platforms. Announced June 11, 2026 as an enterprise-grade expansion of Smartsheet's MCP capabilities. Supports multi-platform agent access to project management data with enterprise authentication and governance controls.

MCP server from Bumper that gives enterprise podcast teams AI agent access to show analytics, listener metrics, and episode performance data. Part of Bumper's free-tier dashboard expansion announced June 2026. Enables querying podcast performance data, comparing episode metrics, and generating analytics reports through natural language in any MCP-compatible AI client. Designed for podcast networks and enterprise media teams managing multiple shows. Supports tenant-level data isolation for multi-show management.

MCP server from Microsoft Power Platform that enables AI agents to interact with Power Apps environments using closed-loop learning. Agents can create, read, update, and manage Power Apps canvas apps, model-driven apps, Dataverse tables, and Power Automate flows through natural language. Announced June 11, 2026 as part of the Power Platform June 2026 feature update. Supports enterprise governance and admin controls. Integrates with Copilot Studio and Microsoft 365 ecosystems. Designed for low-code app builders and enterprise IT teams.

Native MCP server from Cosmic, the headless CMS platform, that exposes 18 tools for AI-powered content management. Enables AI agents to create, read, update, and delete content objects, manage media assets, query content types, and configure webhooks through natural language. Supports bucket-level operations for multi-tenant content architectures. Works with Claude Desktop, Cursor, VS Code, and any MCP-compatible client. Designed for developers building AI-assisted publishing workflows and content-driven applications.

MCP server from Form.io that enables AI agents to build, manage, and deploy enterprise forms and workflows in regulated environments. Part of the Form.io Universal Agent Gateway (UAG) platform. Supports creating form schemas, managing submissions, configuring validation rules, and orchestrating approval workflows through natural language. Designed for healthcare, government, and financial services organizations that require compliance-ready form infrastructure. Integrates with Form.io's governance and audit trail capabilities.

MCP server from Highspot, the sales enablement platform, now available in the OpenAI ChatGPT App Store. Brings deal execution capabilities directly into ChatGPT and other MCP-compatible clients. Part of Highspot's Winter Launch '26 release featuring Deal Intelligence powered by Deal Agent. Enables sales teams to access pitch decks, analyze deal progression, query content libraries, and get coaching recommendations through AI agents. Analyzes CRM data and buyer engagement signals. Announced June 8, 2026.

MCP server from Pollinations, the open-source generative AI platform, that exposes image generation, text generation, and audio synthesis tools to AI agents. Features a live model catalog that dynamically updates as new AI models become available. Supports multiple generation backends including Stable Diffusion, Flux, and various LLMs. Free tier available with API key for higher limits. Updated June 8, 2026 with dynamic model catalog support. Works with Claude Desktop, Cursor, and any MCP-compatible client.

MCP server from Paperclip AI that exposes approval management and document workflow tools to AI agents. Enables creating, reviewing, and managing approval requests through natural language. Part of Paperclip's document intelligence platform for automated document processing and approval routing. Supports multi-step approval chains, document classification, and status tracking. Released as a standalone npm package (@paperclipai/mcp-server). Currently in beta. Designed for teams automating document-heavy business processes.

Official MCP server from Honeybadger that gives AI coding assistants direct access to application error data, faults, notices, and uptime checks. Enables AI tools like Claude, Cursor, and Copilot to fetch, search, and analyze production errors in context while developers code. Provides structured access to Honeybadger's API through the MCP protocol. Supports listing projects, searching faults, retrieving notice details, and checking uptime monitors. Open source on GitHub under the honeybadger-io organization.

MCP server built into SafeDep vet that protects AI-generated code from slopsquatting attacks, malicious packages, known vulnerabilities, and other software supply chain risks. When an AI coding assistant generates dependency recommendations, vet's MCP tools validate packages against vulnerability databases, malware signatures, and package registry metadata in real time. Supports npm, PyPI, Go, Maven, and other major ecosystems. Open source on GitHub. Designed for developers using AI coding assistants who need automated dependency safety checks.

MCP server that keeps persistent Julia language sessions alive across AI agent calls. Variables, functions, loaded packages, and computed state persist between tool executions, enabling stateful scientific computing workflows. Part of the Kaimon.jl project that bridges AI agents and the Julia ecosystem. Supports executing Julia code, inspecting variables, loading packages, and running benchmarks through MCP tools. Open source. Designed for researchers and data scientists who use Julia for numerical computing, machine learning, and scientific simulations.

Official MCP server from Webull (NASDAQ: BULL) that enables investors to access Webull OpenAPI through plain-language AI commands for trading and portfolio management. Place trades, manage positions, query account balances, and analyze market data using natural language through any MCP-compatible AI client. Removes the need for manual API script writing by translating conversational intent into brokerage operations. Announced June 11, 2026 as part of Webull broader AI integration strategy. Supports stocks, options, and other instruments available on the Webull platform.

MCP server from The Graph protocol that enables AI agents to query live on-chain blockchain data through Subgraphs and Substreams using natural language. Fans a single GraphQL query out to live Subgraph endpoints across multiple blockchain networks. Part of The Graph ecosystem for decentralized data indexing. Includes AI agent skills for guided blockchain data workflows. Supports querying DeFi protocols, NFT marketplaces, DAOs, and any indexed on-chain data. Open source on GitHub. Released June 11, 2026 alongside new AI agent skills for Subgraphs and Substreams.

MCP server from Subotiz that enables AI agents and developers to manage global subscription commerce, billing infrastructure, and payment pipelines through natural language. Engineers can query customer profiles, adjust pricing plans, audit webhook event logs, inspect refund histories, and retrieve documentation directly from code editors. Built on the open-source Model Context Protocol standard. Works with Cursor, VS Code, and Claude Desktop. Part of the broader Subotiz AI Agent Suite with five specialized commerce agents. Announced June 12, 2026. Designed for SaaS, AI, and digital entertainment enterprises.

MCP server from Microsoft that exposes Dataverse tables and records to AI agents and MCP-compatible clients. Part of the Power Platform ecosystem, enabling Copilot Studio agents, Visual Studio Code, and other MCP clients to access structured business data through natural language. Introduced closed-loop learning for enterprise agents in the June 2026 Power Platform update. Provides intelligent access to Dataverse entities including accounts, contacts, opportunities, and custom tables. Integrates with the broader Power Apps and Dynamics 365 ecosystem for enterprise data access.

Open-source MCP server from GravityKit that enables AI agents to edit WordPress posts at the Gutenberg block level without breaking block structure. Provides block-aware editing capabilities that understand WordPress block markup, allowing AI tools to insert, modify, reorder, and delete individual blocks while preserving the overall document structure. Solves the problem of AI agents corrupting block serialization when editing WordPress content as raw HTML. Works with Claude Desktop, Cursor, and other MCP clients. Community-maintained and open source.

MCP server from Tecton that gives AI coding agents access to the Tecton feature store for machine learning feature development and management. Enables developers to query feature definitions, explore feature repositories, test feature pipelines, and debug feature serving issues through natural language in their IDE. Includes Cursor rules for guided feature engineering workflows. Helps ML teams develop, test, and iterate on feature definitions faster by connecting AI assistants directly to the Tecton platform. Open source on GitHub.

Community MCP server that connects AI agents to the Unity game engine for automated game development workflows. Enables AI tools to interact with Unity Editor programmatically including scene management, asset manipulation, component configuration, and build operations. Supports reading and modifying Unity project structures, inspecting game objects and hierarchies, and executing editor commands through natural language. Active development with version 0.80.0 released June 10, 2026. Open source on GitHub with regular updates and growing community adoption.

Official unified MCP server from Microsoft that enables AI agents to securely access and manage Azure resources through natural language. Provides tools for Azure Resource Graph queries, ARM template deployments, Azure Kubernetes Service cluster management, Azure Container Apps, Cosmos DB, and AI Foundry. Built into Visual Studio 2026 and available as a standalone server. Inherits the local machine active az CLI session credentials for enterprise-grade security with no static connection strings. Open source on GitHub under the microsoft/mcp catalog.

Hosted MCP server from Honeycomb that lets AI agents directly query, analyze, and visualize observability data including traces, triggers, and SLOs using natural language. First observability vendor to treat MCP as a fully managed service rather than a self-hosted tool. Available in the AWS Marketplace AI Agents and Tools category. Expanded in March 2026 with MCP capabilities for Claude Code, Cursor, AWS DevOps Agent, and additional platforms. Includes Agent Skills for guided observability workflows. May 2026 introduced Agent Timeline, Canvas Agent, and Canvas Skills for AI agents in production.

MCP server from HashiCorp Cloud Platform that enables AI agents to scan and detect secrets, credentials, and sensitive data across repositories and infrastructure. Part of the Vault Radar product for secret scanning and detection. Provides tools for identifying exposed API keys, tokens, passwords, and other secrets in codebases and cloud environments. Integrates with the broader HashiCorp Vault ecosystem for automated remediation workflows. Works with Claude and other MCP-compatible clients.

MCP server from SAP that makes a retailer product catalog, pricing, inventory availability, and promotion structure accessible to any MCP-compatible AI agent. Enables agentic commerce by allowing AI agents including ChatGPT, Perplexity, Claude, and proprietary enterprise assistants to discover products and execute transactions autonomously. Announced at NRF 2026 as part of SAP AI retail operating system. Supports channel-less commerce by enabling businesses to engage with multiple AI agents embedded in their own experiences or from third-party assistants.

Open-source MCP server that provides real-time vulnerability, cloud security, endpoint, and compliance data from Qualys via natural language. Enables AI agents to query vulnerability management data, cloud security posture, and compliance status across enterprise environments. Part of the Qualys TotalAI ecosystem for AI-powered security operations. Supports detection of MCP servers as shadow IT across network, host, and supply chain perspectives. Works with Claude and other MCP-compatible security tools. Community-maintained on GitHub.

Cloud-native MCP server from Fastio providing AI agents with persistent file storage, memory, and semantic search capabilities. Exposes 19 tools via Streamable HTTP and SSE transports covering file CRUD operations, folder management, and RAG-powered semantic search. Intelligence Mode auto-indexes files for retrieval-augmented generation. File locks prevent conflicts when multiple agents access the same file. Agents get dedicated accounts with 50GB free storage and 5000 monthly credits. Compatible with Claude Desktop, Cursor, Cline, and any MCP client that speaks HTTP.

MCP traffic monitoring module from NGINX that inspects Model Context Protocol traffic in real time and reports on throughput, latencies, errors, and traces. Introduces agentic observability at the infrastructure layer by providing visibility into MCP server interactions as they happen. Enables operators to monitor AI agent to MCP server communication patterns, identify bottlenecks, and troubleshoot latency issues. Integrates with existing NGINX deployments as a module. Announced on the NGINX Community Blog as part of the agentic AI infrastructure stack.

Managed MCP server built into Oracle Autonomous AI Database that gives AI agents secure agentic access to Oracle databases in the cloud. Exposes Model Context Protocol endpoints so AI agents and clients including Claude Desktop and OCI AI Agent can invoke tools defined with Select AI Agent. Fully managed with no MCP setup required and delivers enterprise-grade auditing and performance controls for AI-to-data workflows. Supports database versions 19c and 26ai on Serverless Exadata Infrastructure. Available on all platforms from multicloud to on-premises. Generally available as of 2026.

Official open-source MCP server from Phrase for the Phrase localization API. Provides ready-to-use tools for Phrase Strings and Phrase TMS so AI agents can manage translation projects, update keys, access translation memories, and work with localization workflows directly from Claude, Cursor, and other MCP-compatible clients. Supports programmatic access to Style Guides, Quality Profiles, and Language Assets. Built with TypeScript. Open source on GitHub.

Open-source MCP server from Google that connects AI agents to over 40 enterprise data sources. Handles connection pooling, authentication, and security so agents can interact with databases through natural language without custom integration code. Natively supports AlloyDB, Cloud SQL, Cloud Spanner, BigQuery, and many third-party data sources. Includes Java SDK for typesafe agent orchestration. Reached v1.0 in April 2026. Works with Claude, Cursor, and any MCP-compatible client. Part of the Google Cloud AI ecosystem.

Official MCP server from Smartling that exposes enterprise translation, glossary, translation memory, and account-level tools through an MCP-compatible HTTP endpoint. AI assistants can securely call Smartling directly from development environments to automate and scale localization workflows. Works with Claude Code, Visual Studio Code, Cursor, and any MCP-compatible AI platform. Enables software engineers, product managers, and content teams to access translation capabilities without leaving their existing workflows. Open source on GitHub.

Managed MCP server platform from Truto that auto-generates MCP servers for over 250 SaaS integrations. Every connected account automatically becomes a set of tools that any MCP-compatible client can invoke. Uses real-time pass-through architecture with no data caching for always-fresh results. Each MCP connection is scoped to a specific integrated account ensuring agent actions are bounded to the correct data. Compatible with Claude, ChatGPT, Cursor, and any MCP client. Supports CRM, HRIS, ATS, accounting, ticketing, and calendar integrations.

Open-source MCP server that gives AI agents 27 security intelligence tools spanning 21 external APIs. Turns Claude into a full-spectrum security analyst with correlated access to NVD for CVE lookup, FIRST for EPSS scoring, CISA KEV status checks, MITRE ATT&CK mapping, Shodan for network intelligence, VirusTotal for file and URL analysis, and GreyNoise for threat intelligence. Supports bulk CVE lookups of up to 20 CVEs in parallel. Tools organized into five categories: Core Vulnerability Intelligence, Exploit and Attack Intelligence, Advanced Risk and Reporting, Network Intelligence, and Threat Intelligence. Works with Claude Desktop and Claude Code.

MCP server from AppOmni that enables AI agents and security platforms to access deep SaaS security intelligence. AskOmni operates as an MCP server providing insights into SaaS identities, security posture, data exposures, and user behaviors for threat investigations across the SaaS domain. Integrates with SIEM, NDR, XDR, and IAM solutions to enrich SaaS alert context, detect real threats, and filter false positives. Can identify and block unauthorized prompt activity in ServiceNow agentic AI. Announced at RSA Conference. Works with Microsoft Copilot, Claude, and other MCP-compatible security tools.

Enterprise MCP gateway from Cequence that transforms any API into MCP-compatible tools with automated security, governance, and DLP scanning. Supports over 140 verified enterprise application integrations across collaboration, DevOps, marketing, and security platforms. Agent Personas feature provides infrastructure-level privilege scoping for autonomous AI agents with least-privilege access controls. Applies DLP scanning with 100+ detection types covering PII, credentials, financial data, and health records to both agent requests and MCP server responses. Deploys as SaaS or in customer private cloud. Works with Claude, Cursor, and Windsurf IDE.

MCP-native self-updating context layer that extracts and structures personal and team context from LinkedIn, Notion, Gmail, Slack, GitHub, and other sources into clean layered files. AI agents pull exactly the right context automatically via MCP with item-level permission controls ensuring blocked context never reaches the model. Scores and extracts only relevant lines with up to 10x fewer tokens. Works with Claude, Cursor, Claude Code, ChatGPT, and any MCP-compatible agent. Launched on Product Hunt in June 2026.

Hosted MCP server from Coveo that connects the Coveo AI-Relevance Platform to large language models including ChatGPT Enterprise and Claude. AI agents access a unified content index spanning an unlimited number of enterprise data sources without custom integrations or additional infrastructure. Maintains enterprise-grade security and governance with queries counting toward existing consumption-based licensing. Available in the ChatGPT Enterprise Apps and Connectors directory. Generally available as of February 2026.

MCP server from Yottaa purpose-built for eCommerce performance intelligence. AI agents and IDEs query live production data to diagnose third-party script impact, monitor Core Web Vitals, and detect JavaScript errors. Ranks all third-party vendors by precise millisecond contribution to page load times. Uses machine learning for anomaly detection with trend context, root cause analysis, and severity scoring. Connects performance metrics like LCP and INP directly to conversion rates and revenue for ROI-based decisions. Works with Claude, Cursor, and VS Code Copilot. Launched January 2026.

Open-source collection of Model Context Protocol servers for scientific research from Path Integral Institute. Enables AI agents to interact with scientific data, tools, and resources across domains from quantum physics to molecular biology. Includes specialized servers for NCBI genomic data, molecule visualization and property retrieval, and academic paper search and download from multiple sources. Provides infrastructure for AI-powered scientific discovery with a standardized protocol for connecting LLMs to research tools. Community-driven with guides for building custom science MCP servers.

Open-source MCP server that enables AI assistants to interact with Squarespace sites through 67 tools covering all major platform features. Built with TypeScript and the official MCP SDK for type-safe reliable access to Squarespace commerce operations including orders, products, inventory, and transactions. Also covers customer and subscriber profiles, webhook management, page and blog management, form submissions, and analytics. Works with Claude Desktop, Claude Code, and any MCP-compatible client for full Squarespace site management through natural language.

Open-source MCP server from Microsoft that gives AI agents simplified access to data stored in SQL databases. Works with any cloud or on-premises database including Microsoft SQL, PostgreSQL, Azure Cosmos DB, and MySQL. Exposes SQL operations as MCP tools so agents interact with database entities through a typed CRUD surface for creating, reading, updating, deleting records, aggregating data, and executing stored procedures. Included as part of Data API Builder starting in version 1.7. Free to use and runs anywhere. Implements MCP protocol version 2025-06-18.

Native MCP server from FinanceKey that gives enterprise AI tools secure access to live treasury data. One of the first treasury platforms to bring MCP-native workflows to enterprise finance teams. AI assistants including ChatGPT, Claude, and Gemini can securely query real-time treasury positions, cash balances, and financial operations through natural language. Designed for treasury teams, CFOs, and financial operations managers who need instant access to consolidated financial data across banking relationships.

MCP server from Anchor, a leading African financial infrastructure company, that gives AI coding tools real-time accurate access to Anchor full API documentation. The first Nigerian fintech and first on the African continent to make its API documentation natively readable by AI systems. Developers using Claude Code, Cursor, and other MCP-compatible coding agents can query Anchor payment APIs, virtual accounts, and financial infrastructure endpoints through natural language. Designed for developers building on African financial rails.

MCP server from MathWorks that gives AI agents the tools and expertise to work with Simulink and Model-Based Design. Adds 7 Simulink-specific tools on top of the MATLAB MCP server including model-based design algorithm specification, plant model specification, Simulink model testing, and requirements generation. Skills encode recommended workflows so AI agents follow best practices instead of improvising. Works with Claude Code, GitHub Copilot, Cursor, OpenAI Codex, Sourcegraph Amp, and Gemini CLI. Open source on GitHub. Launched April 2026.

MCP server from VisitorsCoverage that provides a standardized bridge to the travel insurance market for AI assistants embedded in booking copilots and concierge platforms. Instead of building individual carrier integrations, developers plug into a single high-performance endpoint that delivers a full quote-to-compare flow with real-time quotes from multiple carriers and accurate plan information for hundreds of plans. AI concierges can quote travel insurance the same way they suggest restaurants and excursions, turning a recommendation into a one-tap purchase. Works with any MCP-capable agent including Claude, ChatGPT, Cursor, Cline, and custom agent stacks. Free during public beta at treppy.io. Launched June 9, 2026.

MCP connector from Croft, the most-used H-2A platform in the United States, that brings AI assistants directly into customer accounts for agricultural workforce management. Employers, agents, and recruiters can use ChatGPT, Claude, and any MCP-compatible assistant to query their H-2A operations in natural language, asking questions like which workers still need consulate appointments and getting answers in seconds pulled from their Croft account data. Born out of Purdue University's College of Agriculture, Croft already cuts H-2A admin time by more than 50 percent while increasing compliance. Each account comes preloaded with job orders and a free trial of timekeeping and payroll sync. Launched June 1, 2026.

MCP server from ThinkMarkets called ChelseaAI that allows traders to access the ThinkTrader platform through any MCP-compatible AI assistant for live CFD trading. Provides 26 tools spanning market data, position management, order execution, and account information. Traders can check positions, place orders, analyze market conditions, and manage risk through natural conversation. Supports read-only and full trading permission modes where clients control access level. The AI cannot deposit, withdraw, or transfer funds regardless of permission level. Works with Claude, ChatGPT, Grok, and other MCP-compatible clients. Setup takes under two minutes. Available to ThinkTrader account holders from June 2, 2026.

Open-source MCP server that enables AI assistants to automate EPLAN Electric P8 and EPLAN EEC Pro 2026 electrical design workflows. Exposes 304 tools including 149 EPLAN actions in two execution modes: direct execution and silent QuietMode execution recommended for production use. The local MCP server drives EPLAN P8 directly while two remote MCP servers hosted on Cloudflare Workers expose indexed EEC Pro documentation via semantic search. Claude can execute EPLAN actions in real time, receive feedback, and consult documentation through natural language commands. Designed for electrical engineers and technical directors automating complex design workflows.

Open-source MCP gateway from Lunar.dev that provides a single governed entry point for all agent-to-tool interactions across an organization. Enforces access control, auditability, and policy across every MCP server with approximately 4ms p99 latency. Features include identity-based governance, OAuth passthrough so each end user authenticates with upstream services under their own credentials, and integration with Cursor, Claude Desktop, Claude Code, VS Code, and any MCP-compatible client. Licensed under MIT for non-production use with an Enterprise tier for hosted deployment, automated risk scoring, and additional governance. Deployed by Fortune 200 enterprises to govern AI adoption across engineering teams.

Platform from Inconvo (YC S23) that enables SaaS companies to launch remote authenticated MCP servers for their customers in minutes without building custom infrastructure. Connect an existing database and authentication provider to deploy an AI reporting agent attached to customer data that handles conversation state, schema introspection, agent observability, multi-tenancy, and query safety as managed services. Customers can link the MCP server to ChatGPT and other AI tools to query their SaaS data through natural language. Includes agent traces and logs for out-of-the-box observability and a semantic layer for improving agent performance through context engineering.

Open-source MCP server that gives AI agents direct access to the Toast restaurant POS and management platform with over 100 restaurant-focused API tools. Covers the complete order lifecycle with 12 order management tools, plus capabilities for checks, menu management, and labor operations. Automatically handles Toast API token refresh on one-hour expiration cycles. Designed for restaurant operators and developers building AI-powered automation on top of Toast's platform for tasks like querying order histories, managing menus, and analyzing labor data through Claude Desktop, Claude Code, or any MCP-compatible client.

MCP server from Whisper Security that gives AI agents real-time access to a 45-billion-node graph of internet infrastructure for security research and threat intelligence. WhisperGraph maps 7.39 billion nodes and 39 billion edges across 18 source types including DNS resolution, BGP routing, WHOIS, SSL/TLS certificates, certificate transparency, IP allocation, GeoIP, web hyperlinks, email infrastructure, DNSSEC, and curated threat feeds. Agents can perform multi-hop infrastructure pivots at sub-millisecond latency with explainable risk scoring based on 50-plus indicators. Free tier available for individual practitioners and developers. Connects to Claude, Cursor, and any MCP-compatible client in under two minutes.

MCP server from Clootrack that connects AI assistants to enterprise Voice of the Customer intelligence through a governed interface. Exposes a rich context layer spanning VoC analytics, churn prediction, price elasticity, sales effectiveness, competitor intelligence, campaign effectiveness, and demand forecasting. Teams can generate reports, create tickets, trigger alerts, and automate workflows grounded in validated customer data directly from Claude, ChatGPT, Microsoft Copilot, or Gemini. Role-based access controls enforce data authorization, PII is anonymized at ingestion, and customer data is never used to train AI models. Launched June 9, 2026.

MCP server plugin from Capital.com that enables AI agents to access live market data, sentiment analysis, and trade execution for CFD trading on the Capital.com platform. Initially available for MENA region clients through a CMA-regulated platform. Provides market research, position monitoring, and order placement through MCP-compatible tools like Claude Desktop and Cursor. Includes a mandatory two-step confirmation process for trade execution to maintain human oversight. Launched June 8, 2026.

Platform from Nexla that enables enterprise teams to build governed, task-specific MCP servers through conversation without writing integration code. Connects to 600+ enterprise systems and 10,000+ available tools and actions spanning Salesforce, Snowflake, SAP, NetSuite, Workday, Databricks, ServiceNow, and more. Users describe a business outcome, provide system access, and Nexla autonomously discovers data and permissions, selects minimum required tools, assembles cross-system context, and generates a production-ready MCP server. Servers inherit access controls, credential management, audit logging, and data lineage. Currently in Early Access. Announced June 9, 2026.

MCP server from LogRocket that gives AI agents visibility into real user experience data through the Galileo AI engine. Connects AI assistants and coding agents to session replays, customer feedback from Zoom and Gong, support tickets from Zendesk and Intercom, and project management data from GitHub, Linear, and Jira. Galileo watches user sessions, detects issues, diagnoses root causes, quantifies user impact, and suggests fixes that can be pushed directly to Claude Code or Cursor. Used by Rippling and ShipStation Global for automated issue resolution. Hosted at mcp.logrocket.com/mcp. Launched June 9, 2026.

Enterprise MCP server from WORK-SELF that provides AI agents with governed, permissioned employee-specific human context for agent-human orchestration. Returns Context Capsules and Work Contracts containing task, role, organizational, cultural, transition-readiness, and work-preference context. Features include Autonomy Dials for workflow operating modes, Digital Andon stop-or-escalate signals, and Review Maps that tell employees what to read, skim, decide, or delegate. Built on a proprietary identity graph with 80,000+ profiles and 2.2 billion scenario permutations. Backed by a 17-claim US AI patent. Announced June 9, 2026.

Managed MCP server from Tealium that gives AI agents real-time access to customer context from the Tealium customer data orchestration platform. Combines live behavioral CDP profiles with warehouse data to deliver customer context in milliseconds. Surfaces recent orders, intent signals, loyalty status, audience memberships, and consent data for agentic workflows, service center assist, and next-best-action decisioning. Works with any MCP-compatible agent framework including Claude, ChatGPT, and Gemini. Part of the Tealium Context API expansion of Moments API. Launched June 9, 2026.

Open-source MCP server that bridges ReportPortal test reporting instances with AI assistants. Provides tools to analyze test execution results, query launch histories, investigate failure patterns, and access test automation analytics directly from Claude Desktop, GitHub Copilot, Cursor, and other MCP-compatible clients. Enables QA teams to ask natural language questions about test health, flaky tests, failure trends, and execution metrics without navigating the ReportPortal dashboard. Built in TypeScript with stdio transport.

Open-source MCP server that composes AlphaFold DB and eight public biomedical data sources into a local SQLite knowledge graph accessible through MCP tool calls. Enables AI assistants to query protein structure predictions, cross-reference biomedical datasets, and explore molecular biology data through natural language. Designed for researchers and bioinformaticians who want to combine AlphaFold structural data with related biomedical knowledge without building custom data pipelines.

Open-source MCP server that gives AI assistants live, accurate knowledge of Autodesk ShotGrid instances for reliable VFX and animation pipeline code generation. Provides tools to inspect ShotGrid project data, query entity schemas, access shot and asset information, and understand pipeline configurations. Designed for technical directors and pipeline engineers who want AI agents to generate correct ShotGrid integration code based on the actual state of their production database.

MCP server from Bumper that gives AI agents access to podcast analytics and performance data. Enterprise subscribers can query playback metrics, verified audience counts, listen hours, downloads, followers, and episode-level breakdowns through natural language in any MCP-compatible assistant. Includes access to Bumper Score benchmarks that compare show performance against the broader podcast market using verified consumption data from over 3 billion tracked hours. Launched June 8, 2026 as part of the restructured Bumper Dashboard pricing.

Official MCP server from Alpaca Markets that enables AI agents to trade stocks, ETFs, crypto, and options, run data analysis, and build strategies in plain English directly from AI assistants and coding tools. Supports account management, order placement, position monitoring, market data retrieval, and strategy backtesting through a standardized MCP interface. Works with Claude Desktop, Cursor, and other MCP-compatible clients. Open source with 800+ GitHub stars.

MCP server from Front that provides AI agents with access to customer communication data and workflows within the Front platform. Currently in beta. Allows external AI agents and MCP-compatible tools to access Front context for running complex communication workflows, managing conversations, and coordinating across shared inboxes. Part of Front's broader initiative to bring external AI agents into workspaces as governed teammates with built-in access controls.

MCP server from Domotz that connects AI assistants to the Domotz IT network management and monitoring platform. Launched June 2026. Enables AI agents to check device quotas and allowances, query historical metrics with trend analysis, and monitor network device inventory directly through MCP-compatible tools. Designed for MSPs and IT teams managing distributed network infrastructure who want to query device and network health through natural language.

Open-source MCP server and Claude Code plugin for ComfyUI that enables AI agents to execute image generation workflows, visualize pipelines, manage models, control VRAM, and explore the ComfyUI node ecosystem. Provides tools for running ComfyUI workflows programmatically, generating images from prompts, managing checkpoint and LoRA models, and monitoring GPU resource usage. Designed for AI-assisted creative workflows where coding agents can orchestrate ComfyUI pipelines directly.

Open-source MCP server and Claude Code skill that turns AI assistants into full-featured travel agents. Installs as a binary with MCP server wiring and skill integration, building a personalized travel profile on setup. Provides tools for flight search, hotel booking, itinerary planning, and travel preference management. Designed for use with Claude Code and other MCP-compatible AI tools where the agent handles end-to-end travel planning through natural language conversation.

MCP server from Adobe that surfaces Journey Optimizer campaign and offer data directly inside MCP-compatible AI assistants. Currently in Beta as of June 2026. Provides read-only access to campaign statuses, channel configurations, audience targeting, scheduling, and sandbox information through natural language prompts. Enables marketers, campaign managers, and stakeholders to query the same live orchestration data without navigating the Journey Optimizer UI or writing API calls. Currently supported in Claude Web and Claude Desktop.

Official MCP server from MathWorks that enables AI assistants and coding tools to run MATLAB code and interact with the MATLAB computational environment through the Model Context Protocol. Provides tools for executing MATLAB scripts, accessing MATLAB functions, and working with MATLAB data directly from MCP-compatible AI applications. Designed to bring MATLAB's numerical computing, data analysis, and engineering simulation capabilities into AI-assisted development workflows.

MCP server from Robinhood that enables AI agents to execute trades on the Robinhood platform. Launched May 2026 as part of Robinhood's Agentic Trading product. Agents connect via MCP to place equity trades, monitor positions, and execute strategies in a dedicated agentic trading account with built-in safety controls including spending limits, real-time activity feeds, push notifications, and instant disconnect. Supports equities with options, crypto, and futures planned. Designed with a safety-always approach including fraud detection, manual approval options, and trade preview capabilities.

MCP server from Robinhood that enables AI agents to make credit card purchases through the Robinhood Gold Card. Part of the Agentic Credit Card product launched May 2026. Agents connect via MCP to a dedicated virtual card with user-controlled spending limits, optional manual approval for every purchase, and instant card deletion. Designed for autonomous shopping, price monitoring, and purchase automation while maintaining full user oversight through the Robinhood Banking app.

Free open-source MCP server from Kyanite Labs that gives AI agents a real video-editing surface. Provides 85+ tools for programmatic video editing with FFmpeg and new content creation with Hyperframes. Includes guardrails for safe autonomous operation, planning tools for multi-step edits, and support for trimming, concatenating, overlaying, adding audio, applying filters, and generating video from templates. Works with Claude Desktop, Cursor, and other MCP-compatible clients. Python library and CLI also included.

MCP server from Twelve Labs that brings video intelligence capabilities to AI assistants. Enables semantic video search, automatic summarization, Q&A over video content, and embedding generation through a standardized MCP interface. Agents can index videos, find specific scenes using natural language, generate concise summaries, and build RAG workflows that chain search and analysis. Powered by the Marengo embeddings model and Pegasus video language model. Compatible with Claude Desktop, Cursor, Windsurf, Goose, and other MCP clients.

MCP server from Pika that gives AI agents access to multi-model creative content generation capabilities. Connects to Claude Code, Codex, and other MCP-compatible agents to provide tools for text-to-video, image-to-video, video editing, image generation, lip sync, voice cloning, music generation, auto captions, and more. Aggregates models including Seedance, Gemini Image, ChatGPT Images, Pika Video, Kling, MiniMax, Veo 3, Sora, ElevenLabs, and Remotion. Includes ready-to-run creative skills for app launch videos, explainers, UGC ads, podcasts, and brand kits. OAuth authentication via the Pika platform.

MCP server from New Relic that provides standardized access to observability data for AI agents and assistants. Integrates New Relic telemetry including application performance monitoring, infrastructure metrics, logs, distributed traces, error tracking, and alerting data into MCP-compatible AI tools. Enables AI agents to query production health, investigate incidents, analyze performance trends, and correlate signals across the full stack without manual dashboard navigation. Available in public preview for Claude Desktop, Cursor, and other MCP clients.

MCP server from Transcend that brings privacy and data governance capabilities to AI assistants. Part of the Agentic Assist product launched March 2026. Enables privacy teams to automate compliance workflows including data subject request processing, data mapping, consent management, and regulatory reporting through AI agents. Reduces days of manual compliance work to minutes of guided interaction. Available to customers who opt in through the Transcend platform.

MCP server from Kajeet that connects AI agents to the SentinelOS IoT device management platform. Launched June 2026 as part of the SentinelOS AI agent-ready operating layer. Enables approved AI agents and assistants to query device status, connectivity health, policy data, and network diagnostics under governed access with authentication and role-based permissions. Part of a broader platform including the Sentinel CLI, REST APIs, and webhooks for managing connected device fleets across enterprise and education deployments.

MCP server from Similarweb that powers AI workflows with comprehensive digital intelligence data. Integrates Website Intelligence including traffic analytics, audience demographics, engagement metrics, referral sources, and competitive benchmarks into AI tools such as Claude Desktop, Cursor, and Microsoft Copilot. Enables AI agents to ground outputs in reliable digital data for market research, competitive analysis, and business intelligence workflows. Part of Similarweb's expanded AI ecosystem launched alongside Perplexity integration.

Open-source suite of production-validated AI agent skills from Kaltura that enable any AI coding agent to build intelligent rich media applications. Provides MCP-compatible modules for Claude Code and GitHub Copilot to create secure, compliant video and media experiences including avatar-guided portals, interactive video players, live streaming integrations, and content management workflows. Released May 2026 as open source, allowing AI agents to generate full-stack media applications on the Kaltura platform in minutes rather than weeks.

MCP server from Outreach that brings revenue orchestration data directly into AI assistants and development environments. First revenue platform to offer native MCP integration with ChatGPT and Codex. Enables AI agents to access live pipeline data, deal health signals, account insights, meeting summaries, and forecast metrics. Sales, RevOps, and customer success teams can query trusted business context, generate collateral, and complete advanced sales tasks without switching platforms. Part of Outreach's full MCP Suite announced June 2026.

Enterprise zero-trust MCP gateway from NetFoundry that provides secure access to MCP servers without exposing them to the network. Built on Identity-First Reachability with no open inbound ports, no VPNs, and no firewall changes. Supports multi-backend aggregation, tool namespacing, structural permission filtering, per-client session isolation, centralized multi-user management, and role-based access control. Denied tools are removed from the registry entirely rather than checked at runtime. Paired with an LLM Gateway supporting semantic routing across OpenAI, Anthropic, Azure, Bedrock, Vertex AI, and Ollama with built-in PII detection and prompt injection filtering.

MCP server from MoEngage that opens the customer engagement platform to the enterprise AI stack. Part of the Merlin AI Custom Agents launch in June 2026. Enables AI tools like Claude and ChatGPT to access MoEngage data and tools for marketing automation, campaign management, customer segmentation, and engagement analytics. Provides marketer-defined guardrails and full visibility into agent actions. Designed for enterprise marketing teams building custom AI agent workflows that interact with customer engagement data.

Open-source MCP server from Fingerprint that connects AI agents to device intelligence and fraud prevention data. The first MCP server in the fraud prevention industry. Enables fraud teams to investigate suspicious activity, analyze device fingerprints, query visitor identification events, and assess bot detection signals through AI assistants. Supports Claude Desktop, Cursor, and other MCP-compatible clients. Provides programmatic access to Fingerprint's device intelligence APIs for real-time fraud investigation workflows.

Application security MCP server from Cycode that helps secure AI-generated code in real time. Integrates with AI coding assistants to provide security scanning, vulnerability detection, and code governance as part of the development workflow. Connects to source control and pipeline tools including GitHub, GitLab, Bitbucket, and any IDE supporting MCP. Enables security teams to enforce policies inside AI coding assistants and detect issues before code reaches production.

MCP server from Coinbase that connects AI assistants to the Base Layer 2 network, enabling onchain interactions through natural language. Lets AI agents check wallet balances across Base and EVM chains, view transaction history, initiate token transfers, execute swaps on Uniswap and Aerodrome, interact with lending protocols like Morpho and Moonwell, and trade perpetuals on Avantis. Non-custodial design means the MCP server never holds private keys. Every transaction generates a secure approval link that opens the Base Account interface for explicit user sign-off. Authentication uses OAuth 2.1 through Base Account infrastructure.

Google Cloud managed MCP server that gives AI agents direct access to Looker business intelligence data without infrastructure setup. Embedded in the Looker platform as a zero-config, fully managed service. Enables AI assistants and agents to query Looker Explores, run reports, access dashboards, and retrieve governed business metrics through the Model Context Protocol. Supports Claude, ChatGPT, Cursor, and other MCP-compatible clients. Currently in preview. Leverages Looker's existing semantic model and row-level access controls so agents inherit the same data governance policies as human users.

Procurement-native MCP server from Zip that pipes procurement data directly into AI assistants like Claude and ChatGPT without sacrificing audit trails or compliance controls. Announced June 2026 alongside Zip's AI Superagents suite. Enables finance and procurement teams to query purchase orders, vendor information, contract details, spend analytics, and approval workflows through natural language. Designed to prevent shadow AI usage where teams upload sensitive procurement data into personal AI accounts. All interactions maintain full audit trails and comply with enterprise governance frameworks.

MCP server suite from HtAG Analytics that provides AI agents with live access to Australian property intelligence. Includes three MCP servers: an Intelligence Server with 33 tools for address, property, and market data covering 14.8 million Australian addresses and over 100 market metrics; a Trends Server with five tools for market trend analysis; and a Planning Server for development and zoning data. Native integrations with Claude and Perplexity. Part of the HtAG Developer Portal launched June 2026 for building property intelligence agents.

MCP server from Explorium that routes live company news and business signals to AI agents for revenue operations workflows. Surfaces funding rounds, leadership changes, product launches, expansion announcements, layoffs, and partnerships as structured data through MCP-compatible clients. Purpose-built for RevOps teams to enrich CRM records, trigger outbound sequences, and qualify leads using real-time business intelligence. Covers thousands of companies with signal categorization and relevance scoring.

MCP server from Coinbase that gives AI agents access to crypto wallets, fiat onramps, and stablecoin payment capabilities through the x402 protocol. Enables agents running in Claude, ChatGPT, Codex, and Gemini to create wallets, onramp fiat to crypto, and execute USDC payments on Base with sub-penny transaction costs. No API key required for setup. Users configure spend limits and manage permissions through a desktop interface. Built on x402, the open web-native payment protocol co-developed with Cloudflare that revives the HTTP 402 Payment Required status code for instant micropayments.

Bidirectional MCP server from airfocus by Lucid that provides secure access to structured product management data including roadmaps, objectives, OKRs, priorities, and customer feedback. Pushes product context out to external AI tools and copilots such as Claude, ChatGPT, and Microsoft Copilot. Part of the airfocus Product Intelligence Platform launched June 2026. Supports use cases including cross-system search inside Copilot Studio, daily briefing agents that combine airfocus with email and calendar, and roadmap-as-knowledge-graph workflows for AI agents that need product context to reason effectively.

MCP server from Scenario.com that exposes game art and creative asset generation tools to AI agents and coding assistants. Provides 12 creative tools for generating, editing, and managing game assets including characters, environments, items, and UI elements through MCP-compatible clients. Supports workflow publishing, request tracing, and diagnostics. Enables AI coding agents in Cursor, Claude Code, and similar environments to generate and iterate on visual game assets as part of development workflows without switching to a separate design tool.

Hosted MCP server from Truelist that brings email validation directly into AI assistants and development environments. Enables AI agents to validate individual emails, manage batch verification jobs, check account usage, and explore validation results through MCP-compatible clients including Claude, Cursor, and VS Code. Eliminates the need for direct API integration by exposing Truelist email verification capabilities as MCP tools that any compatible client can invoke.

MCP server from Ontra that gives AI assistants real-time access to private markets fund data stored in the Ontra platform. Generally available as of June 2026. Enables fund managers to query entity information including ownership structures, jurisdictions, tax classifications, filing deadlines, directors and officers, and authorized signatories through Claude, ChatGPT, and other MCP-compatible clients. Designed for legal, compliance, tax, finance, and deal teams managing complex private equity and fund portfolios.

MCP-native analytics and automation server from IndicaOnline purpose-built for cannabis retail. Exposes the entire POS environment through the Model Context Protocol so any MCP-compatible AI client can query live dispensary data in natural language. Includes six specialized autonomous agents: Revenue Analyst, Delivery Optimizer, Customer Intelligence Agent, Inventory Watchdog, Loss Prevention Monitor, and Brand Strategist. Supports read and write actions through the IndicaOnline Open API with full audit trails.

MCP server from Infoblox that makes enterprise network, security, and asset intelligence available to third-party AI assistants and agents through the Model Context Protocol. Part of the Infoblox IQ agentic operations platform announced June 2026. Provides access to DNS queries, DHCP leases, IP address assignments, device activity, and security events flowing through the Infoblox Platform. Built on 25 years of DDI operational data from thousands of enterprise deployments including the majority of Fortune 100 companies.

MCP server from Zoho that connects conversational AI clients directly with Zoho Payments for handling payment operations through natural language. Enables creating payment sessions, generating and managing payment links, processing refunds, managing customer records, and tracking payouts through MCP-compatible clients including Claude and ChatGPT. All interactions are authenticated and traceable with configurable permission controls for compliance in payment workflows.

MCP server from N-able that connects AI assistants including ChatGPT, Claude, and Microsoft Copilot to live Unified Endpoint Management data. Enables IT teams to query systems, check device health, and take controlled management actions in real time through natural language. Part of N-able's AI-native UEM platform targeting up to 70% faster IT operations for managed service providers and enterprise IT departments.

MCP server from Sparx Systems that connects AI assistants to Enterprise Architect models and repositories. Enables querying and interacting with UML diagrams, architecture models, requirements, and project documentation through MCP-compatible clients. Supports reading model elements, navigating package hierarchies, and extracting structured data from Enterprise Architect projects for use in AI-assisted architecture review, documentation generation, and model analysis workflows.

Open-source MCP server from Ansvar Systems that provides AI agents with structured access to EU regulations via EUR-Lex. Covers GDPR, AI Act, DORA, NIS2, eIDAS, MiCA, DSA, DMA, CRA, and other major EU legislative frameworks. Enables querying regulation text, cross-referencing articles, and checking compliance requirements through MCP-compatible clients. Built as an internal compliance tool and open-sourced for teams building AI products targeting EU markets.

Governed email creation MCP server from Stensul that connects AI tools and agents to enterprise marketing controls. Enables AI-generated email campaigns to pass through approved templates, brand rules, compliance checks, accessibility requirements, and approval workflows before going live. Built on the Model Context Protocol standard so any MCP-compatible AI tool can create marketing content inside the governance layer enterprises require to ship safely.

Content provenance and verification MCP server from Digimarc that enables AI agents and orchestration frameworks to stamp, verify, log, audit, and retrieve provenance information through MCP-compatible interfaces. Grounded in the C2PA standard adopted by Adobe, Google, Microsoft, and OpenAI. Every provenance seal is policy-gated, issued only when agent identity, artifact integrity, and request timing satisfy defined trust criteria. Backed by Digimarc's Illuminate platform with optional watermarking for durability when metadata is stripped during processing.

Fully managed remote MCP server from Google Cloud that gives AI agents and assistants secure access to operational data in AlloyDB for PostgreSQL. Generally available as of June 2026. Eliminates the need to self-host MCP infrastructure by providing a Google-managed endpoint with enterprise-grade authentication, networking, and audit logging. Designed for use with the Google Agent Development Kit (ADK) and other MCP-compatible clients including Claude, Cursor, and VS Code.

Official MCP server from Bybit that enables AI assistants to interact directly with the Bybit cryptocurrency exchange. Supports account queries, market data retrieval, order placement, and position management through MCP-compatible clients including Claude, Cursor, and VS Code. Provides programmatic access to Bybit trading APIs through natural language interfaces for algorithmic trading research and portfolio management.

Marketing-specific MCP server from Salesforce that extends Agentforce with AI agent access to marketing data, campaigns, and automation workflows. Enables AI assistants to query campaign performance, audience segments, and marketing analytics through standardized MCP interfaces. Part of the Agentforce Marketing platform announced at Salesforce Connections 2026, connecting external AI tools to Salesforce marketing capabilities with governed, enterprise-grade access controls.

Agentic data stewardship MCP server from Actian that helps maintain semantic consistency across enterprise AI systems. Grounded in the Actian Data Intelligence Platform's federated knowledge graph, semantic layer, data products, and data contracts. Enables AI agents to query and enforce data definitions, lineage, and business semantics to ensure AI-generated outputs align with authoritative enterprise data models.

Open-source MCP server for the Resonite social VR platform built on FastMCP. Provides comprehensive integration between AI assistants and Resonite, enabling natural language interaction with virtual world objects, user sessions, assets, and social features. Supports querying active sessions, managing inventory, interacting with in-world objects, and controlling avatar state through MCP-compatible clients.

Open-source compliance automation MCP server from Comp AI that connects AI agents to compliance frameworks, evidence collection, and audit workflows. Enables AI assistants to query compliance status, manage evidence artifacts, and automate control assessments across SOC 2, ISO 27001, and other frameworks. Part of the Comp open-source compliance platform designed for startups and growing companies.

Official MCP connector from Strava that gives subscribers conversational access to their fitness and training data through Claude. Supports full activity history, per-second stream data (heart rate, pace, power), GPS routes, club and event data, and subscription-tier training analytics. Read-only, OAuth-scoped, and revocable from Strava settings. First major connected fitness platform to ship a native AI assistant integration.

First production-ready MCP server for certificate lifecycle management from Sectigo. Enables AI agents and assistants to discover, monitor, renew, and manage SSL/TLS certificates across enterprise environments. Designed for security and IT operations teams adopting agentic AI, providing programmatic access to Sectigo Certificate Manager capabilities through standardized MCP interfaces.

Investment research MCP server from M Science (Jefferies) that gives institutional investors programmatic access to analyst-curated data and research through AI assistants. Covers 1,440+ KPIs across 1,400+ companies with near real-time updates. Extends the same infrastructure powering Maddie, M Science's AI copilot. Integrates with ChatGPT, Claude, and internally developed AI systems.

Marketing measurement MCP server from Lifesight that gives marketing and finance teams no-code access to live causal measurement models directly inside Claude and ChatGPT. Enables natural language querying of marketing mix models, attribution data, and incrementality analysis without requiring data science expertise. Designed for real-time budget optimization and cross-channel performance analysis.

Security governance platform from Noma that discovers, governs, and enforces access policies for AI agents and MCP servers across the enterprise. Assigns each autonomous agent a distinct, attributable identity when connecting to MCP servers and tools. Provides visibility into which agents access which tools, enforces least-privilege policies, and enables security teams to monitor agentic AI behavior at scale.

Data trust and quality MCP server from Ataccama that delivers trusted data context for AI workloads on Snowflake. Provides a Data Trust Index with real-time reliability signals combining data quality scores and business context. Part of Ataccama ONE platform, enabling AI agents and Snowflake Cortex to query data quality, governance metadata, and trust scores through standardized MCP interfaces.

Payment integration MCP server from Datacap Systems that connects its developer documentation, sample code, and certified integration patterns directly to AI-assisted coding environments. Works with Cursor, VS Code, Claude Code, and other MCP-compatible IDEs. Enables developers to pull Datacap code snippets, reference implementations, and complete sample projects into active projects grounded in vetted documentation.

Data modeling MCP server from Weld that connects its ELT platform to AI coding tools. Enables AI assistants in IDEs to access Weld data models, warehouse schemas, and transformation logic for context-aware code generation. Part of Weld's May 2026 product update alongside GitHub integration for managing data models as code. Supports Snowflake, BigQuery, and other warehouse targets.

MCP server from AdRoll that connects its multi-channel advertising platform to AI assistants. Enables marketers to retrieve campaign performance data, create campaign drafts with review-before-publish controls, and explore ABM account intelligence through natural language. Supports reporting, campaign management, and account-based marketing workflows in Claude, ChatGPT, n8n, and Cursor.

MCP server from StackAdapt that extends its Ivy AI marketing assistant into external AI workflows. Provides conversational access to programmatic campaign intelligence across CTV, display, native, audio, DOOH, and linear TV. Enables real-time performance monitoring, creative auditing, and audience-level analysis without logging into the platform directly.

Compliance intelligence MCP server from Ketryx for safety-critical product development. Enables AI tools like ChatGPT, Claude, and Copilot to securely access live compliance data, check traceability gaps, and verify release readiness. Integrates PLM, ALM, and development tools into a unified knowledge graph queryable through natural language.

Infrastructure management MCP server embedded in SUSE Rancher Prime and SUSE Multi-Linux Manager. Enables AI agents to monitor, troubleshoot, and optimize Linux servers and Kubernetes clusters. Includes AI engineering skills for identifying system faults, correlating logs, and submitting patches or service restarts through autonomous workflows.

Official MCP server from Microsoft that provides programmatic access to Microsoft 365 Roadmap and Azure Updates data. Exposes four tools for searching, filtering, and retrieving feature release information using natural language. Works with VS Code, Visual Studio, Claude Code, Cursor, and other MCP-compatible clients. Free to use with no authentication required.

MCP server from Madhive that exposes its local-first demand-side platform to external AI tools and LLMs. Enables natural language interaction with campaigns, creatives, audiences, and publisher groups across local CTV and broadcast inventory. Part of the Maverick AI intelligence layer trained on over a decade of local advertising data from 50,000+ daily campaigns.

Security testing MCP server from Detectify that brings vulnerability scanning and attack surface data into AI-driven development workflows. AI agents can receive remediation tasks, generate patches, trigger validation scans, and present verified fixes for human review. Supports conversational querying of scan results, asset monitoring, and severity-based finding prioritization.

Security operations MCP server from Vectra AI that gives AI assistants standardized access to threat detection and investigation capabilities. Enables security analysts to investigate incidents, reconstruct attack timelines, and generate context-rich reports through natural language prompts in Claude Desktop, Cursor, and other MCP clients. Requires no changes to existing Vectra deployments.

Official MCP server from Google for Pay and Wallet API integration. Provides RAG-powered documentation search, account and integration status checks, JWT and pass validation, performance metrics, and integration management. Enables developers to complete end-to-end Google Pay and Wallet integrations directly from MCP-compatible IDEs and AI assistants.

Enterprise MCP server from Measured that brings marketing incrementality and performance data into AI platforms. Surfaces cross-channel attribution, executive summaries, and optimization insights from 30,000+ experiments across 200+ brands. Connects to ChatGPT, Claude, and Gemini for real-time marketing analytics queries.

Self-learning vector memory MCP server that improves search quality up to 36% through agent feedback loops. Consolidates vectors, indexes, learning state, and a cryptographic audit trail into a single portable .rvf file. Provides tiered memory with automatic quality refinement for AI agent workflows.

MCP server for EOD Historical Data APIs exposing 75 read-only tools across multiple transports. Provides comprehensive financial market data including stock prices, fundamentals, options, economic indicators, and technical analysis across global markets. Integrates directly into Claude Code and other MCP clients for AI-powered financial analysis.

Tiered memory system MCP server for AI agents that stores and recalls episodes, facts, preferences, and reflections. Provides local-first portable memory that works across devices. Organizes agent knowledge into structured tiers for efficient retrieval and long-term context preservation.

B2B data MCP server from Explorium that powers AI agents with comprehensive company and contact data for lead generation, company research, and personalized outreach. Provides session-based table-backed data processing with lazy evaluation. Connects to live Explorium business intelligence APIs for real-time prospecting workflows.

Legal document automation MCP server that fills standard agreement templates and produces signable DOCX files. Includes 40+ templates covering NDAs, cloud service agreements, SAFEs, NVCA financing documents, and employment contracts. Enables AI agents to draft legally structured documents from natural language prompts.

MCP server wrapping openEMS 3D FDTD electromagnetic simulation for AI-assisted antenna and RF structure design. Supports patches, dipoles, horns, helices, microstrip, and waveguide structures. Enables AI agents to design, simulate, and analyze RF components through natural language interaction with full-wave 3D electromagnetic simulation.

MCP server exposing the InvoiceXML API for AI-powered global invoice compliance. Handles e-invoicing standards including UBL, Peppol, Factur-X, and country-specific formats. Enables AI agents to generate, validate, and convert invoices across international compliance frameworks without manual format juggling.

Built-in MCP server for the Dagu workflow engine, a lightweight single-binary orchestrator with a Web UI. Enables AI agents to create, update, and run DAG-based workflows with full traceability. Supports declarative YAML definitions, parallel execution, conditional branching, and retries across Linux, macOS, and Windows.

MCP server from Chainbase Labs that gives AI agents full internet access across web search, social media, crypto, and on-chain data sources. Single plugin with zero extra configuration required. Connects agents to real-time blockchain data, social feeds, and general web search through a unified MCP interface.

Industrial-grade speech recognition toolkit from ModelScope with MCP integration. Delivers 170x realtime transcription speed across 50+ languages with speaker diarization, emotion detection, and streaming support. Provides an OpenAI-compatible API and exposes ASR capabilities as MCP tools for AI agent workflows.

Comprehensive MCP server exposing the complete Zabbix monitoring API with 237 tools. Supports multi-server connections, OAuth 2.1 and bearer token authentication, PDF report generation, and systemd deployment. Compatible with ChatGPT, Claude, VS Code, and other MCP hosts for full infrastructure monitoring through natural language.

Enterprise MCP server from DBmaestro that connects AI agents to database DevOps pipelines. Operationalizes database release automation, CI/CD orchestration, source control, and compliance workflows. Supports creating release pipelines with natural language prompts across MS SQL, Oracle, and PostgreSQL environments.

Cross-platform UI automation MCP server that generates self-healing pytest scripts from natural language descriptions. Automates interactions across Android, iOS, and web applications with visual element recognition. Produces robust test scripts that adapt to UI changes automatically.

Secure credential management MCP server for terminal users and AI agents. Stores and retrieves sensitive secrets with modern encryption and built-in MCP server support. Provides agents with safe access to API keys, tokens, and passwords without exposing raw credentials in prompts or logs.

Persistent long-term memory MCP server for Anthropic Claude Code. Automatically captures coding decisions, bugfixes, patterns, and context across sessions. Provides lightweight memory persistence without external databases, storing knowledge locally for retrieval in future conversations.

MCP server from Assembled enabling AI assistants to query and act on live contact center workforce management data. Provides read and write access across forecasting, scheduling, intraday operations, workforce composition, compliance, and performance analytics. Allows support leaders to diagnose SLA misses, analyze staffing, and adjust schedules through natural language in Claude, ChatGPT, or any MCP-compatible assistant.

Zero trust MCP architecture from Versa Networks that acts as a secure broker between AI agents and enterprise infrastructure. Validates every AI agent action against security policies before execution, applying identity verification, least-privilege access controls, and real-time threat inspection to MCP workflows. Extends zero trust networking principles to agentic AI communications.

Official MCP server from the Chrome DevTools team enabling AI agents to control and inspect Chrome browser sessions. Bundles debugging skills including DOM inspection, network monitoring, performance profiling, console access, and screenshot capture. Supports auto-connecting to running Chrome profiles and provides structured browser state to AI coding assistants.

MCP server module from Mendix (Siemens) that turns any Mendix low-code application into an MCP server. Exposes Mendix microflows as tools that AI assistants can discover and invoke through the Model Context Protocol. Available on the Mendix Marketplace, it enables building agentic workflows that connect enterprise business logic to Claude, ChatGPT, or any MCP-compatible host.

Open-source MCP server from AWS Labs for comprehensive threat modeling with automatic code validation. Generates threat models from architecture descriptions, validates threats against actual source code, and produces security recommendations. Supports STRIDE methodology, data flow analysis, and automated mitigation suggestions for cloud-native applications.

Experimental MCP server from Mozilla providing AI assistants with access to MDN Web Docs search, documentation content, and Browser Compatibility Data (BCD). Enables AI coding tools to query authoritative web platform documentation, check cross-browser API compatibility, and reference current web standards directly through the Model Context Protocol.

High-performance MCP server for headless IDA Pro reverse engineering workflows, written in Rust. Enables AI agents to analyze binaries, disassemble code, inspect functions, cross-references, and data structures through the Model Context Protocol. Features a pooled HTTP architecture for concurrent analysis sessions and supports both IDA Pro and IDA Free.

Open-source and managed MCP server from Confluent enabling AI coding assistants to interact with Apache Kafka streaming infrastructure. Provides tools to discover topics, inspect consumer groups, manage connectors, and build CDC pipelines through Confluent Cloud. Includes Agent Skills that package Confluent domain expertise for production-ready output.

Managed MCP server from Snowflake enabling AI agents to access Cortex AI services including Cortex Analyst, Cortex Search, and Cortex Agents as tools. Supports custom tools and SQL execution on standards-based interfaces, providing AI assistants with direct access to data warehouse analytics, semantic search, and AI-powered data exploration.

Official MCP server from Splunk for integrating AI agents with the Splunk observability and security platform. Version 1.1 enables AI assistants to search logs, create alerts, query dashboards, and perform security investigations through natural language. Supports SPL query generation and real-time data access for incident response workflows.

Open-source MCP server from Iterable enabling AI agents to interact with the cross-channel marketing automation platform. Allows campaign management, customer segmentation, journey orchestration, and marketing analytics through the Model Context Protocol. Currently in beta with over 90% of Iterable customers already leveraging AI agents.

MCP server from Perforce for AI-driven workflows with Helix Core version control. Exposes safe, structured read and write tools to AI models for changelists, files, shelves, workspaces, jobs, reviews, and server metadata. Enables natural-language queries against Perforce repositories for code search, change history analysis, and workflow automation.

MCP server from Perforce for AI-driven project management with P4 Plan. Provides 28 tools for managing projects, tasks, sprints, bugs, and team capacity through the Model Context Protocol. Enables AI assistants to create tasks, plan sprints, track progress, and generate project reports.

MCP server from Parasoft for autonomous AI-driven API mocking and service virtualization. Eliminates dependency bottlenecks by allowing AI agents to create, configure, and manage virtual services that simulate APIs and backend systems. Enables automated test environment provisioning through the Model Context Protocol.

MCP server from Aprimo connecting AI agents to enterprise digital asset management and content operations. Enables approved content to flow into external AI-powered workflows while maintaining governance and brand compliance. Part of Aprimo's Interconnected Content Operations platform linking AI, DAM, work management, and marketing spend.

MCP server from ArmorCode providing contextual application security posture management (ASPM) data for AI-powered automation. Part of the Anya Agents framework, it enables AI agents to access vulnerability findings, risk prioritization, and remediation guidance across the software development lifecycle.

Official MCP server from the U.S. Government Publishing Office providing AI agents with access to GovInfo, the world's only certified trustworthy digital repository of federal publications. Enables search and retrieval of congressional documents, Federal Register postings, Code of Federal Regulations, and other government publications through conversational AI interfaces.

Official MCP server from the U.S. Census Bureau enabling AI agents to query Census datasets and demographic statistics directly. Bridges large language models with Census API data, dramatically improving accuracy of AI responses about population, economic, and geographic data from near 0% to 95% in pilot testing by US Digital Corps fellows.

MCP server from Orderly Network enabling AI agents to build, launch, and manage perpetual futures decentralized exchanges across 15+ blockchain networks. Consolidates API documentation, SDK patterns, contract addresses, and operational workflows into a queryable context layer that integrates with Orderly One, the project's no-code DEX launcher supporting 110+ trading assets.

Universal MCP server from Devart that connects AI agents to virtually any database or data source through ODBC. Part of a product line of 19 specialized MCP servers covering popular databases. Enables AI coding assistants to query, analyze, and interact with enterprise data across SQL Server, Oracle, MySQL, PostgreSQL, MongoDB, and many other platforms without custom integration.

MCP server from Boomi for governing and managing AI agent tool access across the enterprise. Provides a vendor-agnostic catalog of MCP servers instantly available to agents, with centralized governance, access controls, and integration with the Boomi platform's automation and integration capabilities.

MCP server from Expedia enabling direct AI agent access to its travel inventory for B2B partners. Allows AI assistants and agents to search flights, hotels, car rentals, and vacation packages, retrieve availability and pricing, and manage travel bookings programmatically through the Expedia partner platform.

Open-source MCP server for managing food diaries, nutrition tracking, meal planning, and weight logging via the FatSecret Platform API. Connects AI assistants to comprehensive nutritional databases for calorie counting, macro tracking, and dietary analysis through natural language interactions.

MCP integration for Google AI Edge Gallery enabling on-device AI models running locally on Android to connect with external tools and data sources. Supports the Model Context Protocol for extending local LLM capabilities with tool use, persistent chat history, and notification reminders without cloud dependency.

Open-source MCP server monitoring toolkit from BlueRock for Python applications. Provides hooks that observe tool calls, session events, module imports, and subprocess activity in Pythonic MCP server deployments. Designed for security teams and platform engineers to gain visibility into MCP server behavior in production.

MCP server from SISTRIX connecting AI assistants to the SISTRIX SEO analytics platform in real time. Provides access to the Visibility Index, keyword rankings, search volume data, and AI citation metrics through conversational queries. Supports OAuth authentication for all subscription tiers with no API key required and zero credit consumption for MCP requests.

Hosted MCP server from Appcharge for mobile game direct-to-consumer operations. Enables publisher R&D teams to configure onboarding APIs, validate callback URLs, and manage player authentication workflows directly from MCP-compatible development environments. Includes a Developer Setup Skills Suite covering Player Authentication, Web Store Personalisation, and Awarding APIs.

MCP server from Alteryx that extends the Alteryx One analytics platform into external AI environments. Works alongside Agent Studio to expose trusted datasets, business rules, and deterministic workflows to autonomous agents. Enables business analysts to connect enterprise data and governance into AI-powered systems without centralized IT involvement.

MCP server built into the Screaming Frog SEO Spider desktop application starting with version 24.0. Allows AI assistants to run site crawls, analyze crawl data, export reports, summarize technical SEO findings, and generate interactive visualizations. Operates locally alongside the desktop application for hands-free SEO auditing workflows.

MCP server from CloudEagle.ai providing real-time answers on SaaS spend, AI tool usage, and identity management within enterprises. Connects AI assistants to the CloudEagle platform for querying software licenses, tracking shadow IT, monitoring vendor contracts, and auditing user access across the organization.

Open-source MCP server for querying Google NotebookLM notebooks from AI assistants. Enables Claude Code, Cursor, VS Code Copilot, and other MCP-compatible clients to search notebook content, retrieve source summaries, and access research notes stored in NotebookLM. Designed for researchers and knowledge workers who organize reference material in NotebookLM.

MCP server from Humanity Protocol enabling AI coding tools to access verified identity documents and credentials in real time. Supports integration with Claude Code, Cursor, and other MCP-compatible clients for building applications that require identity verification, proof of personhood, and credential validation using Humanity Protocol's blockchain-based identity infrastructure.

Open-source MCP governance extensions from Microsoft for .NET that add rate limiting, content filtering, guardrails, and audit logging to MCP server deployments. Acts as a governance proxy layer between MCP clients and downstream servers, enforcing enterprise policies on tool usage, input validation, and output filtering for agentic AI workloads.

MCP server from eXo Platform exposing nearly 100 tools across the open-source digital workplace for collaboration, knowledge management, and productivity. Enables AI assistants to interact with documents, activity streams, notes, tasks, events, and social features while respecting existing user permissions and governance policies.

Enterprise agent control plane from Trust3 AI that governs and secures MCP connections and agent-to-agent communications. Provides identity access management for AI agents, content firewalling, single-purpose credential isolation, and immutable audit trails for litigation-grade compliance across agentic AI workloads.

Official MCP servers from Spotware for the cTrader FX/CFD trading platform. Ships two servers: a remote server via cTrader Web for account operations, order management, and market data, and a local server via cTrader Windows for extended desktop workspace control. Includes a skills library with ready-made trading workflow templates.

Agent-native MCP server from SurgeGraph for Answer Engine Optimization (AEO) and Generative Engine Optimization (GEO) workflows. Packages research, content generation, publishing, and AI citation monitoring into a single Go binary callable from terminal or AI agent environments. Includes local SQLite mirror for offline queries.

Free MCP server from Free Law Project connecting AI assistants to CourtListener, the largest open repository of U.S. federal court records. Provides access to millions of court decisions, PACER data, citation networks, oral argument audio, judge profiles, and real-time filing alerts with citation verification to reduce hallucinations.

Open-source MCP server providing AI assistants with access to 6,870 German federal statutes including the BGB, StGB, GG, BDSG, and more. Enables Claude, Cursor, and other MCP-compatible clients to query and retrieve German legal texts directly for legal research and compliance workflows.

Open-source MCP server that turns any CKAN open data portal into a conversational interface for AI assistants. Supports searching datasets, browsing resources, querying DataStore tables, and retrieving metadata from any CKAN-powered government or institutional open data catalog.

MCP server from Datasite enabling AI assistants to access live virtual data room content for M&A due diligence. The first VDR provider to offer MCP connectivity, allowing deal teams to summarize documents, answer diligence Q&A, and draft review summaries without exporting sensitive files outside the secure platform.

MCP server from Liongard providing AI agents secure, API-driven access to LiongardIQ asset intelligence across the full IT stack. Enables MSPs and IT teams to query device fleets, configurations, identities, and security posture in real time through natural language interfaces.

Open MCP server from Xurrent connecting AI agents to live ITSM and incident response data. Ships two servers — one for incident response and one for service operations — enabling AI tools to query, triage, and act on operational data with full governance and audit trails.

Open-source MCP server from Google connecting AI agents to Google Colab cloud runtimes with GPU access. Enables agents to create notebooks, execute code cells, manage dependencies, and retrieve outputs — bridging local AI workflows with Colab cloud compute.

MCP connector from Everlaw enabling AI assistants to search documents, retrieve binder content, analyze metadata, and coordinate multi-step e-discovery workflows. Part of Anthropic's Claude for Legal initiative, providing structured access to litigation document review platforms.

MCP connector from Relativity bringing AI assistant access to the leading e-discovery and legal hold platform. Enables Claude and other AI tools to search, analyze, and summarize litigation documents at scale within governed review workflows.

MCP connector from Midpage providing AI assistants with legal citation verification and hallucination detection. Enables Claude to verify case law citations before they appear in work product, drawing from a comprehensive legal research corpus.

MCP connector from Trellis enabling AI assistants to access state court records, judicial analytics, and litigation intelligence. Provides structured access to court filings, judge profiles, and case outcome data for AI-powered legal research workflows.

Production-grade MCP server from Shipwell providing AI assistants secure, real-time access to transportation management system (TMS) data. Enables AI agents to automate logistics workflows, synchronize supply chain data, and query shipment information across worldwide operations.

MCP server from Responsive enabling revenue teams to access trusted RFP knowledge and proposal content directly inside ChatGPT, Copilot, and Claude. Accelerates deal velocity by connecting field teams to curated response libraries and compliance-reviewed content via AI assistants.

MCP integration connecting Claude directly to Thomson Reuters CoCounsel Legal, providing fiduciary-grade legal research and analysis capabilities. Enables AI assistants to access trusted legal databases, case law, and compliance resources through a verified, enterprise-grade connection.

MCP server from FBS connecting AI tools directly to Flexmls MLS databases, giving real estate professionals real-time access to listing data, market statistics, and property information through ChatGPT, Claude, and Gemini. The first MCP server purpose-built for MLS organizations.

Open-source MCP server connecting Garmin Connect fitness and health data to Claude and other MCP-compatible clients. Exposes activities, health metrics, training data, sleep tracking, and body composition data for AI-powered wellness analysis and coaching.

MCP server from Improvado connecting AI agents to harmonized marketing data from 1,000+ advertising and analytics platforms. Enables natural language queries against cross-channel marketing performance data through Claude, Cursor, and any MCP-compatible tool.

Open-source MCP registry and proxy from IBM that federates tools, agents, and APIs into one clean endpoint for AI clients. Provides a secure, intelligent gateway between AI agents and the tools they use, simplifying MCP server management with built-in discovery, routing, and access control.

MCP server integrating Naver Search API and DataLab API for Korean web search, news, blogs, shopping, and trend data. Supports category-based search, trend analysis, and shopping insights with comprehensive access to Korea's dominant search ecosystem.

Oracle's fully managed, serverless MCP service built into OCI Database Tools, enabling AI agents to connect to Oracle databases via HTTPS. Supports Oracle AI Database 26ai and Oracle Database 19c across OCI, AWS, Azure, and Google Cloud with governed toolsets including ad hoc SQL and validated SQL Reports.

MCP server from Precisely extending the Data Integrity Suite APIs for AI agents. Enables secure access to data quality, enrichment, and location intelligence capabilities without custom integrations, powering agentic data workflows across the enterprise.

The first MCP server for government contracting, connecting GovTribe's opportunity intelligence directly to AI tools. Provides access to federal opportunities, awards, IDVs, contract vehicles, vendors, forecasts, and contacts for the GovCon market.

MCP server from Collibra delivering governed metadata and business context to AI agents in real time as part of the AI Command Center. Over 100 customers are already using it to power context-aware AI systems with trusted, structured enterprise metadata and compliance oversight.

MCP server connecting AI assistants to the Domo platform for dataset queries, metadata retrieval, and interactive dashboard rendering inside chat interfaces. Part of Domo's AI orchestration framework including AI Agent Builder and AI Toolkits.

Exposes CodeScene's Code Health analysis as local AI-friendly tools, giving coding assistants real-time maintainability feedback on generated code. Runs fully locally with no source code sent externally. Supports 30+ languages and boosts LLM code health fix rates from 20% to 90-100%.

Open-source computer-using agent framework that turns local desktop automation into a standard MCP service. Supports browser automation, terminal access, desktop control via computer vision, and multi-agent orchestration across macOS, Linux, and Windows. Achieves 82% on the OSWorld benchmark.

Open-source documentation index for AI coding assistants that fetches and indexes docs from websites, GitHub, npm, PyPI, local files, and zip archives. Supports 90+ file formats including PDF, Office documents, and Jupyter Notebooks with optional semantic search via configurable embedding models.

Official AWS managed MCP server giving AI coding agents secure, auditable access to AWS services. Supports infrastructure provisioning, CloudWatch queries, S3 operations, Lambda management, and over 40 AWS service integrations with IAM-scoped permissions.

Official MCP server from iManage providing AI systems with governed access to document management, content search, and knowledge work repositories. Keeps sensitive legal and professional documents within iManage security controls while enabling AI-assisted workflows.

MCP server from Pacvue connecting retail media and commerce advertising data to AI assistants. Enables brands and agencies to pull advertising performance data across Amazon, Walmart, and other retail platforms directly into ChatGPT, Claude, and Copilot.

MCP server from Optro connecting enterprise AI to live GRC (governance, risk, and compliance) data. Eliminates manual workflows by providing AI agents with secure access to compliance status, risk registers, and audit findings.

Official Oracle Cloud Infrastructure MCP server for AI-driven data protection and disaster recovery. Gives AI agents access to backup policies, recovery points, and resilience status across OCI workloads with full audit logging.

MCP server from Digi International giving AI agents access to IoT device fleet management through Digi Remote Manager and Genesis platforms. Enables natural language queries across device fleets, automated workflows, and configuration insights.

Official MCP server from GoodData connecting AI assistants to semantic models, metrics, and dashboards. Delivers 10-50x faster time to value compared to manual BI workflows by enabling governed, natural language access to analytics.

MCP server from Mouseflow connecting behavioral analytics data to AI assistants. Ask questions about user sessions, heatmaps, funnels, and friction scores in plain English to surface UX insights without manual dashboard navigation.

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.