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

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

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

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

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

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

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

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

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

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

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

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.

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

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

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 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.

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.

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

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.

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

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

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.

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

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

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.

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 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.

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.

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.

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.

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.

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.

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.

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

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.

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

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 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.

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.

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 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 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 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.

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.

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.

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

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

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 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 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.

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.

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 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.

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.

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.

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.

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 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.

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.

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.

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 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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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 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.

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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

MCP server from Homesage.ai providing investor-grade real estate intelligence, announced July 1, 2026. Gives AI assistants access to 155M+ US property records through 33 specialized investor tools covering valuations, comparable sales, fix-and-flip return modeling, rental projections, renovation cost estimates, and property condition assessments. Compatible with Claude, ChatGPT, and Gemini. Credit-based pricing starting at $160/month.

MCP server from XBTFX for crypto and CFD trading workflows, announced July 1, 2026. Enables AI agents to interact with XBTFX trading infrastructure for market analysis, trade execution, and portfolio management across crypto and CFD instruments. Part of a broader agent stack including a Skills Hub and Trading API. Available without separate API subscription fees beyond normal trading spreads and commissions.

Official self-hosted MCP server from Amazon for the Selling Partner API (SP-API), enabling AI agents to interact with Amazon marketplace operations. Provides tools for managing product listings, inventory, orders, fulfillment, and reporting across Amazon seller and vendor accounts. Designed for e-commerce sellers, agencies, and developers building AI-powered Amazon marketplace automation.

MCP server from Moonlit, the legal data platform, announced June 2026. Provides AI agents with access to continuously updated laws, regulations, and case law from 30+ jurisdictions worldwide. Enables legal research, regulatory monitoring, and compliance workflows through AI assistants. Used by 7,000+ judges, lawyers, prosecutors, and researchers. Trusted by KPMG, Deloitte, LexisNexis, and government institutions.

MCP server for connecting AI agents to openEHR-based clinical data repositories (CDRs). Enables AI assistants to query patient health records, create clinical compositions for any template available on the server, and interact with structured health data following the openEHR standard. Supports archetype queries and template-based data entry for vital signs, lab results, and other clinical data types.

MCP server from Leverate for connecting AI assistants to broker back-office operational data, announced June 30, 2026. Provides read-only access to permissioned data across CRM, Broker Portal, and Trading Platform through a single standardized interface. Designed for forex, crypto, and CFD brokers to explore marketing, risk, and operations data conversationally. Deliberately excludes trade execution and money movement for safety. Compatible with Claude, ChatGPT, and other MCP clients.

MCP server from Flowhub for cannabis retail dispensary operations, announced July 1, 2026. Connects dispensary operator accounts directly to AI tools including ChatGPT, Claude, Gemini, Grok, Perplexity, and Cursor. AI agents can perform approved actions such as updating pricing, moving inventory, and creating promotions through natural language. Maintains complete audit trails with operator approval required before changes are applied.

MCP connector from Helix for population-scale clinico-genomic data, launched in Claude Science on July 1, 2026. First MCP connector enabling AI-accelerated exploration of linked clinico-genomic records, providing access to over 500,000 de-identified records drawn from health systems across North America. Supports queries on genetic variants, disease incidence, prevalence, and longitudinal disease states. Returns only de-identified aggregate statistics with small counts automatically suppressed for privacy. Available to approved enterprise health system and life sciences partners.

Official MCP server from Expensify for AI-powered expense management, launched June 8, 2026. Allows AI assistants to securely access and analyze Expensify data through natural language queries. Supports expense filtering, receipt finding, approval tracking, and spend summarization. Read-only at launch with only the Search tool exposed, scoped to existing user permissions. Secured through OAuth 2.1 for enterprise-grade security. First bring-your-own-card expense management MCP server. Compatible with ChatGPT, Claude, Cursor, OpenClaw, and other MCP clients.

Official MCP server from Searchcraft, the developer-first vertical search engine built in Rust. Provides tools for setting up search indexes, managing access keys, ingesting documents, viewing analytics, and performing advanced searches with fuzzy and exact matching, facet filtering, and date range queries. Layers semantic intent detection over a keyword engine for fast, explainable, and tunable search results. Compatible with Claude Desktop, Cursor, and other MCP clients.

Official MCP server from Contextual AI for enterprise search and retrieval-augmented generation. Provides multi-agent routing with automatic reranking and intelligent document navigation that leverages hierarchical structure analysis for conversational access to knowledge bases and complex documents. Connects enterprise data sources to AI agents through grounded retrieval with source attribution. Designed for regulated industries requiring auditable, secure AI-powered search.

Free, no-login MCP server from OctoTrip for discovering and comparing rental cars with real-time pricing from multiple providers worldwide. Enables AI agents to search rental car availability, compare prices across providers, and surface options based on location, dates, and vehicle preferences. No external data files or API keys required. Designed for AI travel planning workflows alongside hotel and flight MCP servers.

MCP server from Nexxen that connects the nexAI advertising platform to external AI agents via Model Context Protocol and Agent-to-Agent (A2A) protocols. Enables AI assistants to access cross-campaign reporting, anomaly flagging, pre-launch QA, incremental spend suggestions, and audience segment queries across Nexxen's DSP, SSP, and DMP. Teams can ask plain-language questions about campaign performance and audience insights through any MCP-compatible client. One of the first adtech platforms to support both native in-platform AI and external agent integration via open protocols.

Official MCP server for EventSourcingDB that connects AI agents directly to event sourcing database instances. Provides tools for reading and writing events, browsing subjects, inspecting event types, registering schemas, executing EventQL queries, and querying built-in documentation. Runs as a standalone process alongside the database with TLS encryption and token-based authentication. Available as a Docker image. Built for interactive and exploratory workflows including onboarding, prototyping, and ad-hoc event analysis.

MCP server from Revenera that connects AI agents to the FlexNet Operations entitlement management system. Enables software producers to retrieve, query, and interpret customer entitlements, product usage, and account data through natural-language questions. AI agents can identify growth opportunities, improve renewals, and reduce churn by accessing data from Revenera and connected quote-to-cash systems including billing and CRM platforms. Moves teams from reactive renewal management to proactive, data-driven decision-making.

MCP server from Lucidworks that connects AI agents to the Lucidworks enterprise search and commerce platform. Enables AI assistants to process queries through existing relevance models, query pipelines, and security controls. E-commerce companies can launch AI assistants that work with live product information including part numbers, compatibility data, contract pricing, and technical documents. Early results show enterprises reducing AI integration timelines by up to 10x. All queries respect existing access controls and governance policies.

Official MCP server for TronScan, the TRON blockchain explorer, providing AI agents with comprehensive on-chain data query capabilities. Exposes 119 tool interfaces covering blocks, accounts, contracts, transactions, tokens, super representatives, wallets, and deep analysis. Supports streamable HTTP transport with the production endpoint at mcp.tronscan.org. AI assistants like Claude and ChatGPT can query TRON blockchain data directly through natural language for seamless blockchain data interaction. Rate-limited by default with API key available for high-frequency use.

MCP server from Personetics that enables banks to develop agentic AI applications using customer financial intelligence data. Provides secure access to AI-driven financial behavior analysis, predictive analytics, and contextual engagement frameworks. Banks can power autonomous conversational agents, predictive nudging, and goal-based coaching experiences through MCP-connected AI assistants. Built for enterprise-grade deployment with privacy-by-design, auditability, and compliance with global financial regulations. Dramatically shortens development cycles by exposing market-proven actionable insights to AI agents.

Official hosted MCP server from X (formerly Twitter) that lets AI tools communicate with the X API using a user's own account permissions. Provides read access to posts, full-archive search reaching back across X's entire history, user search, and news search. Compatible with Claude, Cursor, Grok Build, and other MCP-compatible clients. Authentication uses the user's own X account permissions via OAuth, eliminating the need to build and host a custom MCP server. Launched June 30, 2026.

MCP server from Press Ranger, the AI-first press release distribution platform, that connects AI assistants to a complete press release workflow. Users describe an announcement in plain language and receive an on-brand press release written directly into their Press Ranger account, formatted to distribution standards and ready to review and publish. Supports the full lifecycle from drafting to distribution. Compatible with Claude, ChatGPT, OpenAI Codex, and other MCP-compatible clients. Available on every Press Ranger account including free plans with one-click OAuth setup. Launched July 9, 2026.

Free MCP server from Oshyn, the digital technology agency, that provides AI assistants with access to 25 years of digital experience platform implementation expertise. Includes the Discoverability Assessment tool previously reserved for advisory clients, Site Reliability Reports that scan websites for performance, accessibility, and security issues, the DXP MatchMaker for narrowing down platform shortlists, and a Budget Estimator for generating realistic project requirements. Compatible with Claude, ChatGPT, Cursor, and other MCP-compatible clients. Launched July 7, 2026.

MCP server from Mini Course Generator, the AI-powered course creation platform, that turns AI assistants into an agentic LMS. AI agents can create entire courses, add interactive learning activities, analyze learner progress, update lessons, and email learners automatically. Users describe what they want to teach in natural language, and the AI builds it including genuinely interactive elements personalized to learner needs. Supports SCORM content generation and upload. Compatible with Claude, ChatGPT, and other MCP-compatible clients. Launched June 11, 2026.

Open source MCP server from AWS that brings AI-powered dataset discovery to the Registry of Open Data on AWS (RODA). Researchers can ask questions in natural language and get back relevant datasets, metadata, and data previews from over 1,100 high-value datasets spanning satellite imagery, life sciences, climate, geospatial, and more from 400+ organizations. Exposes tools for discovery, exploration, and evaluation of open datasets. Compatible with Kiro, Claude Code, and any MCP-compatible AI assistant. Released under Apache 2.0 license. Announced July 2026.

Official MCP server from Granola, the AI-powered meeting notepad, that connects meeting notes to AI assistants. Once connected, AI tools can access and query meeting notes in real time, including notes in folders and notes shared by teammates. Eliminates the need to manually copy and paste meeting context between applications. AI agents can search across meeting history, extract action items, and reference discussion details from within Claude, ChatGPT, or any MCP-compatible client. Launched February 2026 with ongoing updates including folder and shared note support.

Open source MCP server from AWS Labs that provides natural language interfaces to AWS HealthLake FHIR resources for healthcare AI agents. Supports full CRUDS operations on FHIR resources with advanced search including chained parameters, _include, and _revinclude. Automatically discovers available HealthLake datastores and exposes them as MCP resources without manual configuration. Includes a read-only mode for safe data inspection. Healthcare agents can summarize patient information, manage clinical records, and coordinate across health systems. Released under Apache 2.0 license.

MCP server from Omneky, the autonomous AI advertising platform, that opens its creative generation engine to AI agents and developer pipelines. Send a brand URL and receive finished, on-brand ad creatives rendered in every major aspect ratio including 1:1, 4:5, 9:16, and 16:9. Supports multi-variant output with UGC-style and short-form video, automatic regeneration driven by performance data and creative scoring, and zero-prompt operation. Compatible with Claude, ChatGPT, and any MCP-compatible client. Launched July 10, 2026.

Official MCP server from Salesloft, the revenue workflow platform, that opens live revenue execution and forecasting intelligence to AI agents. Integrates Clari forecasting and pipeline insights directly with Salesloft execution data, enabling AI assistants to query deal health, pipeline status, forecast accuracy, and engagement metrics. Native in Claude's connector directory with no custom setup required. Also supports ChatGPT, Microsoft Copilot, and Google Gemini. Launched April 2026, expanded with native connectors July 9, 2026.

Official MCP server from Affinity, the relationship intelligence CRM for private capital. Provides AI assistants with read and write access to deal flow, relationship data, companies, people, opportunities, interactions, and notes. Supports creating and updating records, logging meetings and calls, retrieving saved list views, auditing field update history, and surfacing relationship intelligence. Available through Claude's Anthropic Connector directory and ChatGPT App Store with no API keys or local setup required. Launched April 28, 2026 with major tool expansion in June 2026.

Official MCP server from BuildBetter, the customer evidence platform for product teams, that provides AI assistants with secure read-only access to customer calls, signals, contacts, and insights. Unifies internal data from call recordings, Slack conversations, and team meetings with external customer signals across 100+ data sources. No API keys or local setup required. Connect with OAuth, sign in, and start querying in 2 minutes. Compatible with Claude, ChatGPT, and other MCP-compatible clients.

Open source MCP server from Meeting BaaS (Bots as a Service) that enables AI assistants to create meeting bots, search transcripts, and manage meeting recordings. Supports creating and joining meeting bots with automatic recording and transcription, searching and analyzing transcripts for specific content or speakers, connecting Google and Microsoft calendars for event management, and generating AI-powered QR code images for bot avatars. Deployable locally or on your own infrastructure. Compatible with Claude Desktop, Cursor, and other MCP clients.

Official MCP server from Featured, the AI co-pilot for PR professionals, that connects AI assistants directly to Featured accounts for earned media workflows. PR teams can manage media opportunities, draft expert responses, track placements, and streamline pitching workflows through natural language. Supports the full PR lifecycle from opportunity discovery through response submission. Compatible with Claude, Cursor, VS Code, and other MCP-compatible clients. Launched with general availability on July 7, 2026.

Official remote MCP server from incident.io, the incident management platform, that gives AI assistants direct access to incident data, alerts, on-call schedules, escalation paths, and operational analysis. Exposes 30+ tools across incident analysis, alert management, on-call operations, and AI investigation access. Supports OAuth2 for interactive users and API key auth for programmatic agents. No local setup required. Available on Team, Pro, and Enterprise plans. Public beta since March 2026.

Official MCP server from Microsoft that connects AI coding agents to the Dataverse business data platform across Microsoft 365 Copilot, Copilot Studio, Azure AI Foundry, GitHub Copilot, and Cursor. Routes every request through 15 named, auditable MCP tools while inheriting the calling user's existing Dataverse security role. Part of a catalog of 60+ ready MCP servers across the Microsoft ecosystem. Supports OAuth authentication with per-user identity and full audit logging. Coding-agent plugin expanded to Claude, Cursor, and GitHub Copilot as of July 6, 2026.

Official MCP server from Digi International that connects AI assistants to Digi Remote Manager (DRM) and Genesis for IoT and WWAN device fleet management. Enables natural language queries against device fleets, automated configuration workflows, troubleshooting, and operational analytics across cellular router and IoT gateway deployments. Built with enterprise-grade security and SOC 2 Type 2 compliance. Supports integration with Claude and other MCP-compatible AI clients. Announced February 25, 2026.

Enterprise MCP server from RainFocus that delivers live event intelligence to AI assistants through MCP Profiles. Part of RainFocus Nexus, an intelligent collaboration system of specialized AI agents for event marketing operations. Provides real-time access to event data including attendee analytics, session performance, and engagement metrics during high-stakes event execution windows. Features an enterprise-grade OAuth security layer. Cloud-agnostic architecture supports bring-your-own-infrastructure. Announced July 8, 2026.

Enterprise MCP server from St8, a casino games aggregator, that enables operators to access backoffice data using AI assistants and LLMs. Allows teams to retrieve reports, summarize data, access game and provider information, analyze promotional performance, review release calendars, and perform operational tasks through natural language queries. Follows St8's permission hierarchy across companies, operators, and sites to ensure authorized-only data access. Compatible with ChatGPT, Gemini, and other LLMs. Launched July 10, 2026.

Hosted MCP server from Markifact for managing Google Ads, Meta Ads, GA4, TikTok Ads, and LinkedIn Ads from AI assistants. Supports 300+ ad operations including campaign creation, budget changes, keyword management, ad editing, and performance reporting. Features a human-in-the-loop approval system where every write operation requires marketer approval before changes are applied to ad accounts. Works with Claude, ChatGPT, Gemini, Cursor, and other MCP-compatible clients. No self-hosting required. Open source on GitHub. Launched July 13, 2026.

Enterprise MCP server from Reuters that enables AI agents to programmatically search, retrieve, and download Reuters trusted news content within agentic workflows. Designed for Reuters News Agency customers, the server shifts from manual retrieval to intelligent, automated integration. AI agents can automate multimedia assembly by surfacing relevant visual assets during drafting, repackage stories into various formats, and curate content for newsrooms. Unlike traditional APIs, the server is built specifically for AI agent interaction with Reuters journalism. Launched July 8, 2026.

Enterprise MCP server from IANS that delivers practitioner-validated cybersecurity intelligence directly into AI assistants. Provides 24/7 access to proprietary data including a database of thousands of client conversations with 170+ expert Faculty practitioners, unbiased vendor intelligence, and peer community discussions. Available through Claude with support for other major AI tools coming in H2 2026. Enables security teams to evaluate vendors, develop board presentations, advance AI governance programs, and benchmark decisions against peer organizations using practitioner-sourced intelligence rather than generic public data. Launched July 15, 2026.

MCP server from FundedNext, a prop trading firm, that allows traders to connect their FundedNext accounts with AI assistants including Claude, ChatGPT, and Gemini. Provides read-only access to trading account data, preventing AI from executing trades. Appears to be the first prop trading firm to offer MCP integration. Traders can query account performance, analyze trading history, and review challenge progress through natural language. Compatible with any MCP-compatible client. Launched July 14, 2026.

MCP server from HeirWealth that enables wealth managers and family offices to query consolidated client data using AI assistants like Claude and ChatGPT. Features a deterministic calculation engine ensuring figures are accurate and auditable. Zero-training policy means client data is never used to train third-party models. Generates real-time portfolio summaries, automated anomaly flags, and risk detection across the balance sheet through plain-English prompts. Integrates with existing HeirWealth Atlas permissions for governed data access. Available immediately for Atlas firms on opt-in basis. Launched July 9, 2026.

MCP server from Voxpopme that connects an organization's proprietary customer research repositories to AI assistants including Claude, ChatGPT, and Microsoft Teams. Enables research, marketing, product, and innovation teams to query their own internal customer studies from AI tools with answers grounded in real customer interviews and linked to source video clips. If a question hasn't been asked of customers yet, users can launch new research studies directly from the conversation. Permissioned access ensures each user only reaches insights they are cleared to see. Early access launched July 9, 2026.

MCP server from 6sense that makes proprietary go-to-market intelligence — account insights, predictive buying stages, 6sense Qualified Account (6QA) status, keyword intent, and ad campaign performance — callable from any MCP-compatible AI agent including Claude, ChatGPT, Writer, and Agentforce. Every 6QA is trained on customer-specific purchase outcomes rather than engagement proxies, with explainable reasoning showing which signals moved the score. Powered by RevvyAI and the Signalverse proprietary B2B signal network spanning 200,000+ properties built over 13 years. Open beta for Revenue Marketing customers, GA planned August 2026. Launched July 14, 2026.

MCP server from Symmetry that exposes a payroll tax calculation engine to AI agents through the Model Context Protocol. Enables autonomous AI agents on payroll platforms to perform real-time payroll tax calculations, compliance checks, and error detection across over 10,000 tax jurisdictions. Designed for fintech engineering teams building AI-native payroll features, eliminating the need for custom middleware between LLMs and tax data. The engine updates automatically as regulations change, ensuring agents always work with current tax rules. Announced July 17, 2026.

First-party MCP connector from Sprinklr that makes customer intelligence data available to AI assistants including Microsoft Copilot, ChatGPT, and Claude. Part of Sprinklr's Summer 2026 release, the beta connector lets marketing and CX teams query social listening data, campaign metrics, and survey results through natural language in their preferred AI assistant without opening the Sprinklr UI. Sprinklr is the third major martech vendor to ship a first-party MCP server in 2026, following HubSpot and Salesloft. Serves over 1,600 enterprise customers including 59 percent of the Fortune 100. Beta launched July 15, 2026.

Open-source MCP server from Forever Healthy Foundation that connects AI assistants to Evipedia, a continuously updated health and longevity encyclopedia with over 600 evidence reviews. Agents can search reviews, pull conclusions, retrieve full Markdown content, access structured medical metadata, and suggest new interventions. Every review includes schema.org structured data and primary-source citations as structured entries. Content is licensed under CC BY 4.0 with an agent-friendly site policy that places no barriers to automated access. Includes llms.txt, OpenAPI spec, and keyless API for broad integration. Compatible with Claude Desktop, Claude Code, Cursor, and other MCP clients. Launched July 15, 2026.

Native MCP integration in MetaTrader 5 Build 6030 from MetaQuotes that connects the trading platform to external AI agents through the Model Context Protocol. Replaces previous provider-specific AI integrations with a common interface, letting traders connect AI assistants like Codex and Claude Code to charts, market data, trading accounts, and execution workflows. The bundled AI Assistant can analyse markets, explain trading activity, generate and debug Expert Advisors, flag programming errors, and support strategy testing. Part of a broader industry shift where trading platforms including cTrader and ThinkMarkets are exposing their accounts and order management to AI tools through standard protocols. Released July 16, 2026.

Managed MCP server from commercetools that exposes the composable commerce platform's tools to AI agents via the Model Context Protocol. Became generally available on July 16, 2026, enabling AI assistants to interact with commercetools projects for product catalog management, order operations, cart handling, and customer data queries. Configured through the commercetools project settings and hosted as a managed service, eliminating the need for self-hosted infrastructure. Part of commercetools' AI-native commerce strategy for enabling next-generation agentic customer experiences.

MCP server from Insider One that connects AI systems directly to live marketing and customer engagement data. Enables marketing teams and AI agents to query customer segments, campaign performance, and behavioral analytics through natural-language conversations. Designed for teams using the Insider One customer data platform who want AI assistants to surface actionable insights, optimize campaigns, and make data-driven engagement decisions without manual dashboard navigation.

MCP server from Grasshopper Bank that brings AI-driven financial insights to banking clients while preserving data control and compliance. Enables authorized AI agents to query account data, analyze transaction patterns, and surface financial intelligence through the Model Context Protocol. Designed for fintech-forward banking clients who want AI assistants to help with cash flow analysis, transaction categorization, and financial planning without compromising regulatory compliance or data sovereignty.

MCP server from ACST that provides a secure AI gateway connecting MinistryPlatform church management data to AI assistants including Claude, ChatGPT, and Microsoft Copilot. Enables church administrators and staff to query member information, attendance, giving, groups, and event data through natural-language prompts while maintaining data privacy and security controls. Designed for organizations using the MinistryPlatform CRM to bring AI-powered insights to church operations without exposing sensitive congregational data to third-party AI training. Announced July 14, 2026 with general availability upcoming.

MCP server from Oracle that exposes Oracle Analytics Cloud tools to AI agents through the Model Context Protocol. Introduced in the July 2026 Oracle Analytics Cloud release as a preview feature. Enables AI assistants to discover datasets, run analyses, create visualizations, and query business intelligence data through natural-language prompts. Designed for enterprise analytics teams who want to integrate Oracle Analytics capabilities into AI-powered workflows without building custom API integrations. Based on the MCP Protocol 2025 specification.

MCP server integration between Rogo, the AI-native finance platform, and Snowflake that lets customers bring proprietary data securely into Rogo's platform while retaining all governance controls. Enables financial analysts and research teams to query Snowflake data warehouses through Rogo's AI assistants, combining proprietary structured data with Rogo's financial analysis capabilities. Maintains Snowflake's existing access controls and data governance policies. Announced July 15, 2026.

MCP server from Crunchbase that brings private market intelligence directly into AI assistants including Claude, ChatGPT, Gemini and Cursor. Draws on more than 39 billion live private market signals, 790 data fields per company and 15 million predictions. Prediction models have accurately anticipated 84 percent of real-world funding events before they occurred. Enables investors, analysts and revenue teams to query company data, funding history, competitive landscape and predictive signals through natural language. Announced and available July 21, 2026.

Official MCP server from Open Targets, the public-private partnership for systematic drug target identification and prioritization. Provides AI assistants with access to the Open Targets Platform GraphQL API for querying disease-target associations, drug mechanisms, genetic evidence, clinical trial data and pharmacogenomics information. Enables drug discovery researchers and bioinformaticians to search diseases, find prioritized therapeutic targets, explore drug pipelines and analyze genetic associations through natural language. Open source on GitHub.

MCP server from Guideline giving AI agents secure access to proprietary ad spend, pricing and market intelligence data across 65 countries representing approximately 200 billion dollars in annual media investment. Enables agencies, brands, media owners and institutional investors to query competitive ad intelligence from any MCP-compatible AI application including Claude, ChatGPT, Gemini and Copilot. Users can compare category investment, benchmark pricing, analyze share-of-voice and test revenue assumptions using natural language. Complements Guideline's existing Media Plan Management MCP Server released in March 2026. Announced July 22, 2026.

MCP connector from GLG, the world's leading platform for trusted human expertise, giving clients continuous access to expert research within AI tools. Enables users to query their complete project call history and named expert perspectives from GLG's Expert Content Library directly within AI platforms. Includes an agent that builds nuanced research angles with conversational input, helping users initiate primary research, surface new experts and synthesize insights without leaving their AI tools. Every query output traces back to specific expert conversations or content. Compliance officers retain full control over what enters AI tools. Announced July 22, 2026.

MCP server from RocketReach, the sales and lead intelligence platform trusted by more than 30 million users and 95 percent of the S&P 500. Gives AI assistants direct real-time access to 700 million verified contacts and 60 million companies. Supports person search by title, location and company, company filtering by industry, size and funding stage, verified contact retrieval, detailed company profiles, simultaneous lookups and credit monitoring. Every lookup runs through real-time email verification. Uses OAuth 2.1 authentication. Compatible with ChatGPT, Claude and other MCP-enabled clients. Announced July 22, 2026.

MCP server from Dun & Bradstreet connecting AI agents to the D&B Commercial Graph for verified business information and risk intelligence. Transforms commercial insurance underwriting workflows that typically take weeks into minutes by enabling AI assistants to verify insured identity and ownership structures, confirm broker credentials and licensure, screen against regulatory requirements, conduct financial risk checks, flag duplicate submissions and assemble decision-ready risk profiles. Supports KYB, entity resolution, screening, ownership insights and onboarding. Available on the Claude Connector Marketplace. Announced July 8, 2026.

MCP server from Jeppesen ForeFlight, the Boeing subsidiary and leading electronic flight bag platform for pilots and flight departments. Connects AI assistants to ForeFlight's aviation data and flight planning capabilities through the Model Context Protocol. Part of ForeFlight's agentic AI strategy for the aviation industry, previewing first in the General Aviation market. Enables pilots, dispatchers and flight operations teams to access aviation data, flight planning tools and operational intelligence through natural language. Announced July 1, 2026.

MCP server from Lumonic, a Morningstar company, providing audit-ready portfolio data to AI assistants for private credit, private equity and venture capital workflows. Connects Claude, ChatGPT and any MCP-enabled assistant to a firm's Lumonic workspace with read-only access to periodic financials, covenant status, reporting status and tracked KPIs. Every AI-returned figure links back to its exact source cell for full auditability. Includes an MCP Library with tested prompts and downloadable artifacts for PE, VC and private credit workflows. Announced July 23, 2026.

MCP server from SkyFi, the AI-first Earth Intelligence Platform, making satellite imagery and geospatial analytics directly accessible through AI assistants. Connects Claude, ChatGPT and other MCP-compatible platforms to SkyFi's satellite imagery marketplace and analytical capabilities. Enables users to search, preview and order satellite imagery, run geospatial queries and access Earth observation data through natural language. Announced July 22, 2026.

MCP server from IANS Research delivering practitioner-validated cybersecurity intelligence directly into AI tools used by security teams. Described as the first cybersecurity MCP server, it provides access to IANS research content including security frameworks, best practices, vendor evaluations and practitioner insights. Enables CISOs and security professionals to query expert cybersecurity guidance through Claude, ChatGPT and other MCP-compatible clients without leaving their AI workflow. Announced July 15, 2026.

MCP server from Wisesheets, the financial data platform with over 70,000 users, providing SEC-sourced company fundamentals directly to AI assistants. Serves income statements, balance sheets, cash flow statements, financial ratios, historical stock prices and company profiles parsed from XBRL filings on SEC EDGAR. Every returned figure includes full provenance with the originating XBRL tag, SEC accession number and filing date so any number can be traced to its source disclosure. Available at mcp.wisesheets.io. Free tier includes 5,000 requests per month with paid plans from $19 per month. Announced July 24, 2026.

MCP server from Lumar, the enterprise website intelligence platform used by SEO and technical marketing teams for large-scale crawl analysis. Connects AI assistants directly to Lumar crawl data including site architecture issues, indexability problems, page speed metrics, internal linking analysis and technical SEO findings. Available as a connector in Claude and ChatGPT. Enables teams to query crawl results, surface technical issues and generate fix recommendations through natural language without switching to the Lumar dashboard. Launched June 2026.

MCP server from Earthmover, the geospatial data infrastructure company, providing access to Arraylake cloud-native array storage for weather, climate and scientific datasets. Enables AI assistants to query multidimensional geospatial data including weather forecasts, climate model outputs and Earth observation datasets through natural language. Built on Icechunk tensor storage. Available at app.earthmover.io/mcp and works with any MCP-compatible client. First public release with active development.

MCP server built by the Stellar developer community that aggregates Stellar blockchain documentation, developer tools and community intelligence into a single context source for AI assistants. Gives AI coding agents accurate Stellar-specific context for building on the Stellar network. Introduced at the July 16, 2026 Stellar Developers Meeting. Covers Stellar documentation, SDK references, smart contract patterns and ecosystem tooling.

MCP server from Billtrust, the B2B cash generation platform, connecting live invoice-to-cash intelligence to AI assistants. First accounts receivable platform to offer direct MCP integration. Enables finance teams to query open invoices, payment status, cash application data, customer payment behavior and collections insights through Claude, ChatGPT or Microsoft Copilot. Designed for AR teams managing high-volume B2B billing and collections workflows. Announced July 21, 2026.

Open-source MCP server that bridges AI coding agents with QGIS, the leading open-source geographic information system. Built by nkarasiak, it enables AI assistants to control QGIS remotely for geospatial analysis, map rendering, layer management and spatial data processing. Supports Claude Code, Cursor, Codex and other MCP-compatible clients. Installs via uvx from the GitHub repository. Includes token-based authentication for secure access.

MCP server from Nymbus, the next-generation core banking platform, purpose-built for financial institutions. One of the first MCP servers designed specifically for core banking operations. Exposes 19 tools covering customer lookup, account management, money movement and debit card controls through a single conversational interface. Includes token-based authentication, role-based access controls, PII masking in logs and full audit logging for regulated financial environments. Launched April 2026.

Open-source MCP server for searching and downloading academic papers from over 20 sources including arXiv, PubMed, bioRxiv, Semantic Scholar, Google Scholar, Crossref, OpenAlex, CORE, Zenodo and more. Follows a free-first strategy prioritizing open and public data sources. Features unified multi-source concurrent search with deduplication, intelligent DOI extraction, open-access-first download fallback chains and standardized paper output format. Available as MCP server, Claude Code skill and CLI. 2.3K GitHub stars. MIT license.

MCP server providing comprehensive access to PubMed and NCBI biomedical literature databases. Supports searching articles, retrieving full metadata, accessing abstracts and related citations. Available as a public hosted instance at pubmed.caseyjhand.com, self-hosted via npx or Docker. Features intelligent query construction, MeSH term support, batch operations and citation network traversal. Designed for medical researchers, clinicians and biomedical AI workflows. 126 GitHub stars.

Official MCP server from Snap Inc. that opens the Snapchat advertising platform to third-party AI agents. Connects to the Snapchat Marketing API, enabling advertisers and partners to plan, create, optimize and scale campaigns across Snapchat's 950 million monthly active users through external AI tools. Part of Snap's Human-First AI-Enabled ads suite announced June 2026, alongside Snap Smart Assistant and AI creative tools. Follows Google, Amazon, Pinterest and Meta in exposing ad platform controls via MCP.

MCP server from Oviond, the marketing reporting platform for agencies, that connects AI assistants to client reporting data. Enables agency teams to query campaign performance, pull cross-channel analytics and generate client reports through AI tools without leaving their workflow. Designed for digital marketing agencies managing multi-client reporting across platforms like Google Ads, Meta, LinkedIn and Google Analytics. Keeps the core Oviond interface unchanged for non-technical team members while opening data access for AI-powered workflows. Announced July 29, 2026.

Remote-hosted MCP server from Braze, the customer engagement platform, that connects AI agents to campaign, Canvas, segment analytics and content management tools. Supports both read and write operations including email template creation, Content Block management and media library updates. Authenticates via OAuth tied to Braze dashboard user permissions with no API key required. Does not expose user-level PII. Works with Claude, ChatGPT, Cursor, Codex and Claude Code. Available at mcp.braze.com/mcp (US) and mcp.braze.eu/mcp (EU). Released July 23, 2026 in early access.

Built-in MCP server in ArcadeDB, the open-source multi-model database supporting graph, document, key-value, time-series and search in a single engine. Introduced in ArcadeDB v26.3.1, the MCP server lets AI assistants connect directly for natural language queries, schema exploration and report generation. Supports connections from Claude Desktop, ChatGPT and any MCP-compatible client. Part of a major release with 190+ commits including geospatial indexing, materialized views and a redesigned Studio with AI Assistant.

Enterprise MCP implementation from Bloomberg LP that connects AI agents to Bloomberg's financial data and analytics infrastructure. Designed for institutional workflows in trading, research and portfolio management. Built with enterprise-grade security, access controls and audit capabilities. Part of Bloomberg's broader AI integration strategy for financial services. Lessons and architecture shared publicly July 21, 2026. Targets banks, asset managers and hedge funds that need governed AI access to market data and analytics.

Hosted MCP server from Luzmo, the embedded analytics platform, that gives AI agents access to Luzmo IQ natural language analytics and on-demand chart generation. Supports two scenarios: adding Luzmo as a capability inside your own agent (OpenAI Agents SDK, Claude Agent SDK, LangChain) and exposing a user-facing MCP from your product. Features dataset and column search, embed token access control, and supports the MCP App standard for rendering charts inside Claude and ChatGPT. Source code available for custom builds. Released June 2026.

Remote MCP server from Glean, the enterprise AI search platform, that gives AI agents access to company-wide knowledge including search, chat, document reading, code search and people directories. Supports remote MCP server deployment for centralized enterprise management of which tools are exposed. Works with Claude Desktop, Claude Code, Cursor and other MCP-compatible clients. Enterprises can centrally control tool exposure and permissions. Brings full company context into developer IDEs and AI tools for context-aware reasoning across all connected enterprise data sources.

MCP server from Dukascopy Bank, the Swiss-regulated forex and CFD broker, that enables AI assistants to interact with live trading accounts. First Swiss bank to launch AI-powered trading via MCP. Allows clients to place trades, analyze markets, manage risk and monitor positions through natural language commands in ChatGPT, Claude and other AI assistants. Powered by the Dukascopy trading API with institutional-grade execution. Designed for forex and CFD traders who want conversational access to their trading accounts with full regulatory compliance.

MCP server from Sensor Tower, the digital intelligence and app data analytics platform, that gives AI agents access to app store analytics, digital advertising insights and market intelligence data. Enables agents to query app download estimates, revenue data, keyword rankings, advertising creative intelligence and market trends through natural language. Designed for mobile app marketers, product managers and competitive intelligence teams who need programmatic access to Sensor Tower's datasets through AI-powered workflows.

MCP server from Draup, the AI-powered account and market intelligence platform, that brings context-rich sales intelligence into AI agent workflows. Surfaces hiring surges, funding events, IT spend shifts, executive moves and other buying signals. Converts intelligence into actionable next steps for sales teams. Certified MCP server listed in the Microsoft Copilot Studio directory for Dynamics 365 Sales integration. Designed for enterprise sales teams using AI agents for account research and sales qualification. Announced as part of the Microsoft Dynamics 365 MCP partner ecosystem in July 2026.

Open-source MCP server from Medplum, the healthcare infrastructure platform, that connects AI agents to FHIR-compliant healthcare data. Enables AI assistants to search patients, read clinical resources, manage encounters and interact with electronic health records through the Medplum API. Supports both Medplum hosted and self-hosted server deployments. Works with Claude Desktop, Claude Code, Cursor and other MCP-compatible clients. Open source on GitHub under medplum/medplum-mcp-server.

Open-source MCP server from the Vibe Trading personal trading agent platform. Exposes trading tools, portfolio analysis, market data and strategy execution to AI assistants and coding agents. Supports stdio, Streamable HTTP and legacy SSE transports. Can also act as an MCP client to connect to external MCP tool servers via SWARM mode. Installable via PyPI. Works with Claude Code, Cursor, Codex and other MCP-compatible clients. Open source on GitHub.

MCP server from GetHookd, an ecommerce advertising research and creative generation platform. Enables AI agents to search competitor ad libraries, analyze ad creative performance, identify winning hooks and CTAs, and generate ad concepts directly through MCP-connected workflows. Designed for ecommerce brands and agencies building AI-powered advertising pipelines. Announced July 31, 2026.

MCP server from Regrid, the definitive U.S. and Canadian parcel data platform, connecting AI agents directly to 160 million-plus land parcels with standardized property records. Enables AI tools to search parcels by location, zoning, acreage, ownership and building criteria. Supports both schema exploration without an API key and live parcel data retrieval with an API token. Works with Claude, ChatGPT, Perplexity, Cursor and other MCP-compatible clients. Launched July 2026.

MCP server from Gainsight, the leading customer success platform, that brings customer retention data and workflows into the agentic AI era. Enables AI assistants to access customer health scores, renewal timelines, churn risk signals, product usage analytics and customer journey data. Powers AI-driven retention workflows through Claude, ChatGPT and other MCP-compatible tools. Part of Gainsight's July 2026 platform release.

MCP connector from PropellerAds, the multi-format ad network, that lets advertisers manage campaigns directly through Claude, ChatGPT, Cursor and other AI agents. Supports all ad formats including Push, Popunder, Telegram Ads, Interactive Ads and Paid Social Traffic. Enables campaign creation, bid adjustments, performance monitoring, GEO and device targeting, and budget management through natural language. API token stored locally and never shared with AI providers. Launched July 24, 2026.

MCP connector from ProPush.me, the push notification monetization platform, that lets publishers manage accounts, stats, zones and postbacks through Claude, ChatGPT and other AI agents. Runs as a remote server with no files to install. Supports OAuth authorization, account overview and balance checks, reporting with multi-dimensional filtering, zone and site management, and postback URL configuration. Announced July 30, 2026.

MCP server from Firmable, the AI-native B2B sales platform, giving revenue teams direct access to Australian and global company and contact data from AI tools. Available through Firmable Connect. Enables AI assistants to search companies by size, revenue, technology stack and growth signals, access verified decision-maker contacts and enrich CRM records. Works with Claude, Claude Code, ChatGPT, Codex and Cursor. Launched July 29, 2026 alongside a 14 million dollar Series A.

Agentic MCP server from ThoughtSpot, the analytics and business intelligence platform. First major analytics platform to launch an enterprise-ready agentic MCP server. Gives any AI agent trusted access to dynamically interpret user intent, invoke the ThoughtSpot Agentic Analytics Platform and deliver real-time insights from structured enterprise data. Supports Spotter 3 with advanced analytics, forecasting, multi-step reasoning and deep research. Works with Claude, Gemini and ChatGPT.

MCP server from Symmetry Software that puts the Symmetry Tax Engine directly into AI tools, giving payroll teams self-serve real-time access to deterministic payroll tax calculations. Read-only by design, runs on the same live STE tax tables used in production that calculate 64 million-plus employees paychecks annually. Reflects rate and rule changes the moment they land in STE. No developer required. Works with Claude, Cursor, ChatGPT and Google Anti-Gravity. Launched July 15, 2026.

MCP server from Guideline, the advertising intelligence company, giving clients secure standards-based access to proprietary ad spend, pricing and market intelligence data from MCP-compatible AI applications. Authorized users ask questions in natural language, retrieve subscription-covered data and use it alongside approved internal information without exporting reports or building point-to-point integrations. Follows the earlier Media Plan Management MCP Server launched in March 2026. Works with Claude, ChatGPT, Gemini, Microsoft Copilot and proprietary agents. Launched July 27, 2026.

MCP server from Inriver, the product information management platform, that gives AI tools standardized access to governed product data. Summer 2026 release adds enhanced MCP endpoints for AI ecosystem integration, an in-platform assistant for LLM-powered content enrichment at scale, orchestration features for content lifecycle management, and expanded automation for print and digital catalog production. Customers and partners use it as a rapid development foundation to build custom applications, workflow extensions and administrative tools on top of Inriver. Works with any MCP-compatible AI tool. Enhanced endpoints launched June 30, 2026.

MCP server from Seamless.AI, the real-time sales intelligence platform, connecting AI tools directly to Seamless prospecting and enrichment capabilities. Enables sales, revenue ops and marketing teams to find contacts, enrich CRM records, build targeted prospect lists and launch personalized outreach through natural language prompts in Claude, ChatGPT, Perplexity, Gemini and other MCP-compatible clients. Also integrates with workflow platforms including n8n, Gumloop and ActivePieces. Launched July 30, 2026.

Healthcare MCP server from Kythera Labs available on the Databricks Marketplace that bridges clinical language and structured healthcare data. Enables AI agents to describe diseases, medications, procedures, lab tests, outcomes and eligibility criteria in plain language and automatically translates them into retrieval-ready code sets across ICD-10-CM, SNOMED CT, CPT, HCPCS, NDC, RxNorm and LOINC vocabularies. Supports cohort discovery, patient finding, clinical trial feasibility, commercial analytics, market access research and real-world evidence generation. Kythera received the 2026 Databricks ISV Innovation Built-On Partner of the Year Award. Launched July 7, 2026.

MCP server from Microchip Technology that provides AI-driven access to verified, up-to-date Microchip public product data including specifications, datasheets, inventory, pricing and lead times. Built on MCP streamable HTTP standards, delivers context-aware and JSON-encoded responses optimized for AI clients such as copilots, chatbots, LLM-based IDEs and enterprise AI agents. Publicly available at no cost with no authentication required. Supports a wide range of embedded systems applications across microcontrollers, FPGAs, analog, wireless and memory products. Announced November 2025.

MCP connector from MarginEdge, the restaurant management and bill payment platform, that gives restaurant operators secure access to their operational data within AI platforms like ChatGPT, Claude and Gemini. Enables operators to ask questions in natural language, explore trends across locations and combine restaurant data with other connected business information. First MCP connector from a restaurant management and bill payment platform. Built on the open Model Context Protocol standard. Launched August 4, 2026.

MCP server from Meltwater, the global media intelligence platform, that connects AI assistants like Claude and ChatGPT to real-time media, social and influencer intelligence. Processes 1.3 billion-plus documents daily. Teams can ask for breaking news overviews, brand health reports, trending social topics and media analysis in plain language with answers grounded in Meltwater's licensed data. Hosted MCP natively since June 2025. Major expansion with new action tools announced July 2026, allowing AI assistants to take action inside the Meltwater platform including creating reports and tracking alerts.

MCP server from Rival Technologies, the conversational market research platform, that provides organizations a standardized two-way connection between proprietary research data with full context from the Rival platform and enterprise AI applications. Enables brands with agentic workflows to connect research intelligence, consumer insights and survey data directly to AI tools. Also launched the Emerging Consumer Index, a syndicated intelligence offering tracking emerging affluent Gen Z and Millennial consumers across the US and Canada with new data collected every two weeks. Announced July 27, 2026.

MCP server from Cotality, the global property information and analytics provider formerly known as CoreLogic, that acts as a universal connector for AI to access trusted property intelligence. AI-ready data serves as a translator for AI models to understand the meaning behind property values while the MCP server connects AI systems to precise property and location insights in real time. Designed for production-grade workflows including underwriting, valuation and risk analysis. Addresses the challenge of property data being historically fragmented and non-standardized which leads AI models to hallucinate. Launched March 31, 2026.

MCP server from Digits, the AI-native accounting platform, that gives accounting firms, business owners and finance teams direct access to financial data inside AI tools like Claude, ChatGPT and Cursor. Digits processes transactions in real time with 95-percent-plus auto-booking accuracy and structures every vendor, category, dimension and customer as a discrete object with stable identity. AI tools querying Digits work with clean, current, structured data from the start. All access is read-only by design to preserve ledger integrity. Free on all plans with no restrictions and no developer experience required for setup. Launched April 21, 2026.