Agents get your data, not the keys

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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.

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

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

GA

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

Beta

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

GA

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

GA

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.

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

Beta

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

GA

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.

GA

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

GA

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

GA

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

GA

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).

Beta

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

GA

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.

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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.

GA

Search and update Wealthbox contacts, notes, opportunities and tasks without leaving the conversation.

GA

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

GA

Query your firm's Addepar portfolio data — holdings, exposure, attribution and transactions — with the signed-in user's own entitlements.

GA

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

GA

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

GA

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

GA

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

GA

Research alternative investments, track allocations and capital activity, and follow NAVs from the iCapital marketplace.

GA

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

GA

Pull a client's MoneyGuide plan — goals, funding and probability of success — straight into a meeting prep or review.

GA

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

GA

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

GA

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

GA

Bring Orion Connect portfolio reporting and Redtail CRM into one connection, under each advisor's own permissions.

GA

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

GA

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

GA

Look up clients and accounts, pull performance and holdings to the tax lot, and review fees, transactions and rebalancing opportunities.

GA

Get a client's full estate picture — snapshots, risks and executive summaries — without digging through PDFs.

GA

Turn advisor–client conversations into structured follow-ups, planning signals and meeting-ready context.

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

Beta

Manage Okta users, groups, apps, policies, and governance in natural language, with every action bounded by OAuth scopes.

Beta

Build and operate ElevenLabs voice agents — manage agents, review conversations, and generate speech.

GA

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

GA

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

GA

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

GA

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

GA

Search, read and organize Dropbox files, and create sharing links, inside your existing permissions.

GA

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

GA

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.

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

GA

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

Beta

21st.dev's Magic server generates UI components from a prompt. It sends the prompt and the surrounding component code to 21st.dev's API and writes the result into the project.

Beta

A community-maintained Jira and Confluence server that reads and writes issues, pages and comments with a user's API token. It is not published by Atlassian.

Beta

AWS Labs' server runs AWS CLI commands for the agent with the AWS profile on the developer's Mac. Unless it runs in read-only mode, it can change anything that profile can.

Beta

AWS Labs' server for searching the public AWS documentation. It needs no AWS credentials.

Beta

Microsoft's Azure MCP server queries and operates Azure resources with the identity the developer's Azure CLI session already holds.

Beta

Microsoft's Azure DevOps server works with work items, repositories, pull requests, pipelines, wikis and test plans using the developer's own sign-in.

Beta

Searches the web, images, news and video through the Brave Search API. Every query goes to Brave.

Beta

Google's Chrome DevTools server attaches to a local Chrome for performance traces, network inspection and DOM queries.

Beta

Upstash's Context7 brings version-accurate library documentation into the agent's context from Upstash's API.

Beta

A community server that runs shell commands and edits files anywhere on the developer's Mac. Few local servers reach further.

Beta

A community-maintained web search server. It is not published by or affiliated with DuckDuckGo.

Beta

Queries Elasticsearch indices in natural language, so whatever the indices hold becomes readable by the agent.

Beta

The reference MCP server for fetching a web page and converting it to Markdown. It can reach any address the Mac can, including internal hosts.

Beta

A community-maintained server that pulls Figma design files and layout data into the agent with a personal access token. It is not published by Figma.

Beta

The reference MCP server for reading, writing, moving and searching files in the directories named on its command line.

Beta

Firecrawl's web scraping and crawling server. The pages it reads pass through Firecrawl's API.

Beta

The reference MCP server for Git. It reads history and diffs and can stage and commit in a local repository.

Beta

A GitHub server for repositories, issues and pull requests, run with a personal access token. GitHub publishes its own as a container image. The older npm package from the MCP project is archived but still widely run.

Beta

A community-maintained GitLab server for projects, merge requests, issues, pipelines, wikis and releases. It is not published by GitLab.

Beta

Grafana Labs' server searches dashboards and queries Prometheus, Loki and the other datasources Grafana connects to. It also works with incidents and alerting.

Beta

Microsoft's MarkItDown converts local files such as PDFs, Office documents and images to Markdown for the agent.

Beta

A transport bridge rather than a server. It presents a remote MCP server to a local client over stdio, or exposes a local server over HTTP.

Beta

A bridge that fronts a remote MCP server for clients that only speak stdio. The address on its command line decides what it reaches.

Beta

The reference knowledge-graph memory server. It saves what the agent chooses to remember to a local file.

Beta

MongoDB's official server reads and modifies collection data through a connection string.

Beta

A community-maintained n8n server. It answers questions about n8n's nodes and, given an instance URL and API key, creates, updates and runs workflows. It is not published by n8n.

Beta

Vercel's Next.js DevTools server relays live runtime errors, routes and logs from Next.js development servers to the agent.

Beta

Notion's own MCP server reads and writes pages and databases with an integration token.

Beta

Nx's monorepo server gives the agent the workspace's project graph, file ownership, tasks, code generators and Nx documentation.

Beta

Microsoft's browser automation server drives a real browser for the agent. It navigates, fills forms, clicks and reads pages.

Beta

The reference PostgreSQL server runs read queries against the database named on its command line. The package is archived but still widely run.

Beta

Browser automation and scraping with Puppeteer, run as a container.

Beta

Read and write access to a Redis database, run as a container.

Beta

Apple's Safari MCP server, built into Safari 27. It lets an agent drive Safari: open tabs, navigate, read pages, run JavaScript, click and type, take screenshots and read console logs and network requests.

Beta

SAP's UI5 server scaffolds UI5 applications and looks up UI5 documentation and guidelines. It also runs the UI5 linter against the project.

Beta

Sentry's MCP server reads issues, events and stack traces from Sentry.

Beta

The reference structured-reasoning server. It is pure computation, with no network, credentials or file access.

Beta

A Slack server that reads channels and messages and posts for the developer with a bot token. The MCP project's package is archived but still widely run.

Beta

Works with Stripe through the Stripe API. With a live-mode key it acts on real customers, charges and refunds.

Beta

Supabase's MCP server manages projects and queries databases with a personal access token.

Beta

The reference time and timezone server, with no network, credentials or file access.

Beta

Apple's Xcode MCP server lets an agent modify the project open in Xcode and act in Xcode for the developer, such as building the app.

Beta

Sentry's XcodeBuildMCP builds, runs and tests iOS and macOS projects and manages simulators and devices through the developer's Xcode toolchain.