Connect your Enterprise AI Stack

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Run Apify Actors and the RAG Web Browser so agents can scrape, crawl, and extract structured data from the web.

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Ground agents in AWS documentation, API references, best practices, and regional availability — public and read-only.

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AWS's official fully-managed remote MCP server (GA, May 2026). Gives AI agents secure, IAM-authenticated access to all AWS services — read and act across 15,000+ APIs via aws___call_aws, plus AWS docu

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Query uptime monitors, incidents, and log data so an agent can surface reliability status and troubleshoot outages.

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Manage Cloudflare — DNS, Workers, Zero Trust, observability, and more — across 2,500+ API endpoints via a search-and-execute agent surface.

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Pull current, version-accurate library and framework documentation into an agent's context for reliable AI-assisted coding.

Beta

Observability platform for logs, metrics, traces, monitors, incidents, security signals, and synthetic tests.

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Ask questions and read AI-generated documentation for any public GitHub repository, no setup required.

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Development platform for version control, collaboration, and CI/CD workflows.

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Manage repositories, merge requests, CI/CD pipelines, and issues across your GitLab DevOps platform from an AI agent.

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Turn any GitHub repository into a live documentation and code-context source for grounded, hallucination-free answers.

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Manage AlloyDB for PostgreSQL and run SQL, DDL, and vector-similarity search — governed by Cloud IAM.

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Manage the Cloud Bigtable control plane: create and list instances and tables — governed by Cloud IAM.

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Read, write, and query Firestore documents and manage databases/indexes — governed by Cloud IAM.

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Manage Cloud Spanner instances and databases and run multi-model (SQL + graph GQL) queries — governed by Cloud IAM.

Beta

Natural-language database operations on Cloud SQL (PostgreSQL/MySQL/SQL Server): run SQL, manage instances, users, and backups.

Beta

Manage Microsoft Foundry AI resources — agents, evaluations, model catalog/deployments, and connections — via Entra ID.

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Semantic search over official Microsoft/Azure docs and code samples — public and read-only.

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Triage incidents, review on-call schedules, and coordinate response so an agent can accelerate outage handling.

Beta

Headless Salesforce org admin & integration via a discover/describe/dispatch meta-tool surface — users, Apex deploy, platform events, CDC, named credentials — governed by the org security model.

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Error tracking and performance monitoring with AI-powered root cause analysis, issue search, replays, profiles, and event analytics.

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Open source Firebase alternative with Postgres database, auth, edge functions, and real-time subscriptions.

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Inspect deployments, projects, and domains so an agent can monitor and manage your frontend cloud infrastructure.

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Query enterprise web and marketing analytics so agents can report on traffic, conversion, and campaign performance.

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Query product usage, funnels, and behavioral cohorts so agents can surface adoption and retention insights on demand.

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Analyze digital experience and behavioral analytics so agents can reveal how visitors engage and where they drop off.

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Surface session insights and digital experience signals so agents can diagnose friction and user behavior.

Beta

Query and explore BigQuery data warehouses. Discover datasets/tables, inspect schema, and run read-only SQL — governed by Cloud IAM.

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Pull session replays and frontend performance data so agents can pinpoint bugs and user-facing issues.

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Analyze events, funnels, and retention across your product so agents can answer engagement questions conversationally.

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Access product usage analytics, guides, and feedback so agents can report on adoption and user experience.

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Explore product analytics, session replays, and feature flags in one place so agents can debug and understand user behavior.

Beta

Monitor and optimise how your brand appears across AI search platforms (ChatGPT, Perplexity, Google AI Overviews, and more).

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Run experiments, manage feature flags, and read product metrics so agents can drive and evaluate feature rollouts.

Beta

B2B sales intelligence and prospecting — search and enrich people and companies from Apollo's database.

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Conversation intelligence for accounts and deals — ask natural-language questions and generate briefs from your Gong calls, emails, and activities.

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CRM, marketing, sales, and service via HubSpot. Manage contacts, companies, deals, and tickets through OAuth2 authorization.

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Customer messaging platform for support, engagement, and AI-powered conversations.

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Manage Klaviyo profiles, lists, segments, campaigns, and flows so agents can build audiences and drive email/SMS marketing.

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B2B contact and company data — enrich records, run prospecting searches, and surface buyer-intent signals.

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Sales engagement — read and manage prospects, sequences, accounts, and opportunities in Outreach.

Beta

CRM platform with full SObject CRUD, SOQL/SOSL queries, schema discovery, and relationship traversal — all governed by org security model.

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Enterprise B2B intelligence — search and enrich companies, contacts, intent, scoops, and news from ZoomInfo.

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Turn earnings calls and financial events into structured intelligence—transcripts, summaries, and event data your agent can query on demand.

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Query private-equity portfolio performance, valuations, and company metrics so your agent can surface fund and deal analytics on demand.

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Pull audit-ready fundamentals and line-item data extracted from company filings so your agent works from precise, sourced numbers.

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Access institutional-grade market data, company fundamentals, and analytics so your agent can answer research questions with trusted financial data.

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Reach LSEG (Refinitiv) market data and financial infrastructure so your agent can retrieve pricing, reference, and market information.

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Access credit ratings, risk scores, and financial research to assess counterparty, issuer, and portfolio credit risk.

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Retrieve independent investment research, fund and equity data, and star ratings to inform portfolio and security analysis.

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Stream real-time financial and market news across global equities, economies, and asset classes for timely analysis.

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Explore private capital markets data across PE, VC, and M&A, including deals, companies, investors, and valuations.

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Tap market intelligence, credit ratings, and commodity and financial data to power research, risk, and market analysis.

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Project management platform for task tracking, team collaboration, and workflow automation.

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Send, sign, and manage agreements and e-signature envelopes without leaving your workflow.

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Calendar event management via Google Calendar. View availability, create and update events, schedule meetings.

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Read, search, draft, and send email so your agent can triage and act on your inbox.

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Look up and manage contacts so your agent can find the right people and their details.

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Turn meetings into structured, searchable AI notes your agent can pull from and act on.

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Modern issue tracking and project management for software teams. Find, create, and update issues, projects, and comments.

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Workspace for docs, databases, and project management with AI-powered content automation.

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Read and post team messages so your agent can stay in the loop and respond in channels.

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Business communication platform for team messaging, channels, and integrations.

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Schedule meetings and access recordings and transcripts so your agent can coordinate and follow up.

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Cloud content management and collaboration platform for secure file storage and sharing.

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Search and manage enterprise files with governance so your agent works within content controls.

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File storage and management via Google Drive. Search, browse, and manage files and folders with permission controls.

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AI-native web search and content retrieval that returns clean, relevant results for grounding and research.

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B2B data layer — match and enrich businesses and prospects across 150M+ companies and 800M+ people.

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Ground answers in live Google Search results for factual, up-to-date lookups with no setup.

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Isolated managed browser sessions for AI agents with live view, screenshots, and session recording.

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Sandboxed remote shell execution for AI agents with enterprise controls and live terminal streaming.

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Search, create, and manage Jira issues, Confluence pages, Compass components, and JSM alerts across the Atlassian suite.

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Managed AWS MCP Server providing access to 15,000+ AWS APIs, documentation, and infrastructure workflows.

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Interactive charts and data visualizations — line, bar, pie, candlestick, sankey, and 18 more types. No API keys required.

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Query GA4 reports, check real-time visitors, analyse conversion funnels, and explore custom dimensions and metrics with AI.

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Geospatial AI with place search, weather data, and route computation powered by Google Grounding Lite.

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Interactive maps with markers, heatmaps, animated routes, floor plans, and marker clustering. No API keys required.

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Interactive maps with markers, heatmaps, choropleth, route lines, 3D terrain, and globe view. No API keys required.

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Render interactive diagrams from text — flowcharts, sequence diagrams, mind maps, and 20 more types. No API keys required.

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Cloud file storage via Microsoft 365. Search, browse, and manage files and folders through Microsoft Graph.

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Email, calendar, and contacts via Microsoft Graph. Search messages, send mail, manage events, and look up contacts in Microsoft 365.

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Task management via Microsoft To Do. Create, list, update, and complete tasks across personal and shared lists.

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Workflow automation platform that exposes published workflows as MCP tools for AI agents.

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Web-grounded AI search with deep research, reasoning, and citations powered by Sonar API.

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Control Philips Hue smart lights, rooms, zones, and scenes via the Hue Remote API. Adjust brightness, colours, and effects with natural language.

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Real-time stock market data including quotes, company financials, market news, and historical prices.

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AI-powered web search and content extraction with customizable depth, topic filtering, and domain control.

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Fetch public web pages and extract main content as clean Markdown. No API keys required.

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Computational knowledge engine for math, science, data analysis, and Wolfram Language evaluation.

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Local business search and discovery with natural language queries and follow-up conversations.