Observability

Manage your X Ads campaigns — audit accounts, line items, and analytics via AI.

Search and manage Airbnb listings, experiences, reservations, and pricing directly from any AI agent.

Cloud object storage orchestration — manage buckets, objects, and metadata via AI.

The ultimate AI bridge for Jira and Confluence — manage projects, agile boards, and wikis via AI.

Empower your AI agent to query massive datasets via BigQuery — execute Standard SQL, track active jobs, and inspect table schemas natively.

Manage files, folders, collaborations, and metadata on Box — the enterprise cloud content management platform.

Empower your AI agent to search, read, and create Confluence wiki pages directly from chat.

Manage lakehouse via Databricks — monitor compute clusters, track job executions, audit SQL warehouses, and explore Unity Catalog directly from any AI agent.

Manage cloud storage via Dropbox — list folders, search files, handle shared links, and monitor space usage directly from any AI agent.

Manage accounts, opportunities, orders, and business processes on Microsoft Dynamics 365 — the unified CRM & ERP platform.

Manage repositories, track issues, and search code via AI agents with GitHub.

Manage your inbox from AI — read, search, organize, and reply to emails across your Gmail efficiently.

Empower your AI agent to query massive datasets via BigQuery — execute Standard SQL, track active jobs, and inspect table schemas natively.

Use GPT-4o, DALL-E 3, embeddings, fine-tuning, and moderation as tools inside your AI agent workflows.

Physical actuator proxy mapping explicitly native commands evaluating telemetry tracking active Tesla vehicles cleanly.

Empower LLM applications via Groq — perform ultra-fast LPU-accelerated chat completions, handle audio transcription and translation, and use JSON mode directly from any AI agent.

Control smart home devices and automations via Home Assistant REST API — lights, climate, media, covers, sensors, and more.

Monitor LLM apps via LangSmith — track traces, audit prompt templates, and manage evaluation datasets.

Orchestrate stateful AI agents via LangGraph Cloud — manage assistants, monitor conversation threads, and handle human-in-the-loop overrides.

Generate professional AI art via Midjourney — use 'imagine' for text-to-image, upscale grids, and perform camera edits.

Access LLMs, embeddings, code generation, and reasoning via NVIDIA API Catalog.

Solve math, science, and engineering queries with computational intelligence.

Automate mapping and spatial analysis via ArcGIS — perform geocoding, route solving, vehicle routing, and calculate origin-destination matrices from any AI agent.

Secure cloud sandboxes for AI code execution — run Python, JavaScript, and shell commands in isolated Firecracker microVMs with ~150ms cold start.

Connect your Airtable bases to your AI agent — query records, edit spreadsheets, and build automated workflows naturally via chat.

Manage repositories, track issues, and search code via AI agents with GitHub.

Manage projects, search issues, and track tasks via Jira Cloud API.

Monitor infrastructure, APM and logs via Datadog — query metrics, audit monitors, search logs and track incidents from any AI agent.

Manage Docker images on Docker Hub — list repositories, browse tags, create repos and search for community images from any AI agent.

Manage repositories, issues, pull requests and workflows via GitHub — search code, audit commits and track CI/CD from any AI agent.

Manage Notion pages, databases and blocks via API — search content, query databases, create rows and append blocks from any AI agent.

Monitor applications via Datadog — query performance metrics, search logs, and list active monitors directly from any AI agent.

Equip your AI agent to manage cloud infrastructure, track Droplets, and monitor managed databases via the DigitalOcean API.

Connect Figma to automate design workflows — inspect files, render layers as images, and manage comments directly from your AI agent.

Manage projects, track issues, and oversee CI/CD pipelines via AI agents with GitLab.

Manage observability via Grafana — search and inspect dashboards, monitor alerts, and handle data sources directly from any AI agent.

Interact with Claude models via the Anthropic Messages API — send prompts, manage batches, and monitor rate limits directly.

AI edge infrastructure: manage Workers, KV, D1, R2, routes, and deployments via agents.

Manage lakehouse via Databricks — monitor compute clusters, track job executions, audit SQL warehouses, and explore Unity Catalog directly from any AI agent.

Use GPT-4o, DALL-E 3, embeddings, fine-tuning, and moderation as tools inside your AI agent workflows.

Access Claude models via Anthropic API — send messages, count tokens, manage batches and discover models from any AI agent.

Manage OpenAI resources via API — list models, monitor fine-tunes, manage batches and inspect Assistants from any AI agent.

Access Perplexity's AI search and chat models — get web-grounded answers with citations, search the web and run AI conversations from any AI agent.

Execute RAG queries against Azure AI Search natively — search vectors, full-text documents, and audit cloud indexes directly from your AI agent.

Empower your AI with enterprise retrieval — run full-text search, semantic queries, and inspect cognitive skillsets on your Azure indexes.

Connect your AI agent to AWS Bedrock Knowledge Bases — execute semantic searches, managed RAG, and sync vector datasources natively.

Manage vector embeddings and SQL via ClickHouse — list databases, execute SQL, and perform high-speed vector searches directly from any AI agent.

Empower RAG via Cohere — generate high-quality text embeddings, rerank documents for better accuracy, and perform AI classification directly from any AI agent.

The ultimate BLS Mega-Server: Access all 6 major datasets including CPI (Inflation), CES (Jobs), CPS (Unemployment), JOLTS (Turnover), LAUS (Local metrics), and OEWS (Wages by Profession).

The ultimate U.S. energy data Mega-Server: 34 tools covering petroleum, electricity, natural gas, coal, energy forecasts, state data, and international comparisons — every watt, barrel, and BTU from the federal government's energy agency.

The ultimate EU statistics Mega-Server: 26 tools spanning economy (GDP, inflation, debt), demographics (population, unemployment, migration), trade, environment (emissions, energy, renewables), and 7,000+ dataset discovery — all 27 EU member states.

Control smart home devices and automations via Home Assistant REST API — lights, climate, media, covers, sensors, and more.

The ultimate weather Mega-Server: 15 tools covering forecast, historical (84 years), marine, air quality, pollen, climate projections (to 2100), flood, geocoding, and elevation — all in one zero-auth integration.

Solve math, science, and engineering queries with computational intelligence.

Control Alexa-connected smart home devices — lights, thermostats, speakers, and sensors via Alexa Smart Properties API.

The definitive ECB Mega-Server: 14 tools for EUR exchange rates against 40+ currencies, key interest rates (MRO, DFR, MLFR), MFI bank rates, monetary aggregates (M1/M2/M3), government bond yield curves, euro banknotes, and a universal SDMX query engine for all ECB statistical data.

The ultimate U.S. economic data Mega-Server: 19 tools covering time series, releases, categories, regional GeoFRED data, tags, and 107 data sources — 816,000+ series from the Federal Reserve in one integration.

Access authoritative vulnerability and product data via NIST NVD — track CVEs, CPEs, and security history directly from your AI agent.

The definitive NOAA Mega-Server: 36 tools spanning weather forecasts, severe alerts, current observations, aviation METARs/TAFs, marine tides and currents, space weather aurora and solar wind, and decades of historical climate records — all from 5 official NOAA APIs.

The U.S. Census Mega-Server: 14 tools providing comprehensive access to the ACS and County Business Patterns. Analyze population, age, race, income, poverty, education, home values, rent, and businesses across all 50 states, 3,000+ counties, and cities.

Manage payments, customers, subscriptions, invoices, and account balance via Stripe — all from any AI agent.

Equip your AI to navigate your Brex suite. Spin up virtual cards, route new team members, and check daily cash allocations through natural chat.

Automate recurring billing via Chargebee — manage subscriptions, customers, invoices, and hosted checkouts natively with any AI agent.

Manage global payments via Checkout.com — track transactions, process refunds, and monitor account health directly from any AI agent.

Manage global payments via Checkout.com — process payments, capture funds, handle refunds, and vault instruments directly from any AI agent.

Send documents for signature, manage envelopes, track signing status, and automate contract workflows with AI.

Equip your AI agent with direct access to Mercury — check account balances, review transactions, and manage recipients without opening the banking dashboard.

Manage e-commerce payments via PayPal — orchestrate orders, process captures securely, issue refunds natively, and structure active subscriptions using AI.

Ultimate Open Banking: balances, transactions, ML fraud logic, payroll, and asset verification.

Connect QuickBooks to AI — query invoices, manage customers, run financial reports, and automate accounting workflows.

Manage your Shopify store via AI — list products, process orders, search customers, track inventory, and manage discounts from any agent.

Manage payments, orders, catalog, customers, inventory, locations, and team members for your Square business through natural conversation.

The ultimate AI bridge for Jira and Confluence — manage projects, agile boards, and wikis via AI.

AI edge infrastructure: manage Workers, KV, D1, R2, routes, and deployments via agents.

Manage repositories, track issues, and search code via AI agents with GitHub.

Manage projects, search issues, and track tasks via Jira Cloud API.

Manage DNS, Workers, KV, Pages and firewall via Cloudflare — audit records, deploy config and inspect CDN analytics from any AI agent.

Manage Docker images on Docker Hub — list repositories, browse tags, create repos and search for community images from any AI agent.

Manage repositories, issues, pull requests and workflows via GitHub — search code, audit commits and track CI/CD from any AI agent.

Manage your Git repositories via Bitbucket — list pull requests, commits, and pipelines directly from any AI agent.

Manage CI/CD pipelines and workflows via CircleCI — track jobs, trigger pipelines, and monitor build status directly from any AI agent.

Equip your AI agent to manage cloud infrastructure, track Droplets, and monitor managed databases via the DigitalOcean API.

Manage data movement via Fivetran — monitor connectors and destinations, handle groups, track sync states, and audit users directly from any AI agent.

Manage projects, track issues, and oversee CI/CD pipelines via AI agents with GitLab.

Manage your inbox from AI — read, search, organize, and reply to emails across your Gmail efficiently.

Manage your Instagram presence via AI — publish photos and reels, analyze insights, and manage comments.

Automate Slack messaging — send messages, search conversations, list channels and users directly from any AI agent.

Control and manage your Slack workspace — audit channels, messages, and users via AI.

Manage communities via Discord — list server channels and members, send and edit messages, and handle channel moderation directly from any AI agent.

Equip your AI agent with direct access to Intercom — manage conversations, search contacts, and track customer data without opening the Intercom inbox.

Equip your AI agent to manage emails, calendars, and contacts across all providers (Gmail, Outlook) through a single unified interaction.

Automate communication workflows via Twilio — manage SMS messaging, voice calls, call recordings, and account usage directly from any AI agent.

Send text, media, and interactive messages on WhatsApp — the world's most popular messaging platform.

Manage support tickets, users, and organizations on Zendesk — the complete customer service platform for high-scale teams.

Manage video meetings, webinars, and users on Zoom — the world's leading collaboration and communication platform.

Control and manage your Discord bots — audit guilds, channels, and messages via AI.

Manage your X Ads campaigns — audit accounts, line items, and analytics via AI.

Connect your Airtable bases to your AI agent — query records, edit spreadsheets, and build automated workflows naturally via chat.

Manage your Instagram presence via AI — publish photos and reels, analyze insights, and manage comments.

Synchronize marketing contacts — list audiences, control subscriber limits, and edit campaign vectors autonomously.

Marketing automation and CRM — manage contacts, deals, lists, and automations via AI.

Professional SEO intelligence — audit backlinks, keywords, and domain health via AI.

Enrich person and company data via Clearbit — track leads, monitor firmographics, and audit B2B intelligence directly from any AI agent.

Manage your Facebook and Meta Ads via AI — list campaigns, track performance insights, and update ad status directly through your agent.

Equip your AI agent with direct access to Google Ads — manage search, display, and shopping campaigns, track conversions, and optimize ad spend without opening the Google Ads console.

Manage workflow automation via Make — audit scenarios, track execution logs, and monitor data stores.

Equip your AI agent with direct access to Meta Ads — manage Facebook and Instagram campaigns, track ad performance, and optimize spend without opening Meta Ads Manager.

Monitor automated workflows, audit app connections, and search for Zap templates on Zapier — the leader in AI orchestration.

Empower your AI agent to search, read, and create Confluence wiki pages directly from chat.

Manage lakehouse via Databricks — monitor compute clusters, track job executions, audit SQL warehouses, and explore Unity Catalog directly from any AI agent.

Bring your absolute data cloud into your AI editor. Execute queries, list warehouses, and map complex schemas natively.

Monitor your Airbyte data pipelines via AI — track sync jobs, list sources, and check connections instantly.

The ultimate BLS Mega-Server: Access all 6 major datasets including CPI (Inflation), CES (Jobs), CPS (Unemployment), JOLTS (Turnover), LAUS (Local metrics), and OEWS (Wages by Profession).

The ultimate BLS Mega-Server: Access all 6 major datasets including CPI (Inflation), CES (Jobs), CPS (Unemployment), JOLTS (Turnover), LAUS (Local metrics), and OEWS (Wages by Profession).

Manage vector embeddings and SQL via ClickHouse — list databases, execute SQL, and perform high-speed vector searches directly from any AI agent.

Monitor LLM performance via Datadog — track token usage, audit prompts, and monitor AI model metrics directly from any AI agent.

The ultimate U.S. energy data Mega-Server: 34 tools covering petroleum, electricity, natural gas, coal, energy forecasts, state data, and international comparisons — every watt, barrel, and BTU from the federal government's energy agency.

Manage enterprise search via Elastic — search engines and documents, handle indexing, and monitor search analytics directly from any AI agent.

Empower vector search via Elasticsearch — perform dense vector kNN searches, handle index mappings, and index embedding documents directly from any AI agent.

Manage data movement via Fivetran — monitor connectors and destinations, handle groups, track sync states, and audit users directly from any AI agent.

Cloud object storage orchestration — manage buckets, objects, and metadata via AI.

Manage IAM operations—users, clients, connections, and logs in your Auth0 tenant directly via your AI agent.

Equip your AI to navigate your Brex suite. Spin up virtual cards, route new team members, and check daily cash allocations through natural chat.

Automate AppSec via Checkmarx One — trigger core scans, analyze vulnerabilities, discover Best Fix Locations (BFL), and monitor KICS results.

Manage authentication and users via Clerk — track active sessions, monitor organizations, and manage invitations directly from any AI agent.

Detect threats, manage endpoints, investigate incidents, and query telemetry from CrowdStrike Falcon — the #1 endpoint detection and response platform.

Manage privileged access via CyberArk — audit secure safes, checkout vaulted account passwords, monitor users, and terminate sessions directly from any AI agent.

Ultimate Open Banking: balances, transactions, ML fraud logic, payroll, and asset verification.

Bring your Snyk code security ecosystem directly to your AI. Analyze vulnerabilities, project metadata, and scan issues right from your editor.

Manage identity and access via Auth0 — list users, create accounts, audit logs, manage clients and review connections from any AI agent.

Manage secrets and environment variables via Doppler — list projects, audit secrets, and track activity logs from any AI agent.

Secure your open source supply chain via Black Duck — list projects, versions, and vulnerabilities directly from any AI agent.

Turn any website into clean, LLM-ready Markdown with a single API call — scrape, crawl, search, and map the entire web for your AI agent.

Monitor LLM apps via LangSmith — track traces, audit prompt templates, and manage evaluation datasets.

Monitor LLM apps via Langfuse — track traces, manage prompt templates, and audit evaluation scores.

Orchestrate stateful AI agents via LangGraph Cloud — manage assistants, monitor conversation threads, and handle human-in-the-loop overrides.

Observability and evaluation platform for LLM applications — monitor traces, debug agent runs, and track performance metrics across your AI stack.

Query and manage RAG pipelines via LlamaIndex — execute natural language searches, audit indexed files, and monitor data pipelines.

Manage workflow automation via Make — audit scenarios, track execution logs, and monitor data stores.

Give your AI agent persistent memory — store, search, and recall facts, preferences, and context across sessions using the leading agent memory platform.

Monitor automated workflows, audit app connections, and search for Zap templates on Zapier — the leader in AI orchestration.

Manage your cloud automation — audit actors, tasks, and datasets via AI.

Command Apify scrapers from your AI agent — run actors, extract web data, poll datasets, and automate browser tasks seamlessly.

Access 1000+ smart home tool integrations via Composio API — control devices through structured arguments or natural language commands.