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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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