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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IAM-authenticated access to 15,000+ AWS APIs, plus AWS documentation search and agent skills.

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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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Ground agents in official Cloudflare developer docs — public, read-only semantic search.

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Debug a live Cloudflare Worker by querying its logs, events, and telemetry.

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Manage the D1, KV, R2, and Hyperdrive bindings a Cloudflare Worker depends on.

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Diagnose Cloudflare Workers deployments — build history, status, and logs.

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

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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.

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

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CI/CD, GitOps, cloud cost, security testing, chaos engineering, and IDP tools across the Harness platform.

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Navigate Jamf's OpenAPI specs to find the right endpoint and generate integration code.

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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.

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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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Ask RiskOS documentation questions and manage webhooks, workflows, and use cases during integration.

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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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Query the Databricks lakehouse — SQL warehouses, Unity Catalog functions, Genie spaces, and vector search.

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

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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.

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

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Natural-language analytics and governed SQL over Snowflake via Cortex Analyst and Cortex Search.

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

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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.

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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.

Beta

Search, ES|QL, and index discovery over your Elasticsearch data via Elastic Agent Builder.

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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.