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A live, machine-queryable index of AI agents, MCP servers and tools. Every record separates what publishers declare from what we observed.

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Records are indexed from public sources and attributed to them. Observed data is ours; declared data is theirs.PrivacyTermsv0.1 · early network
Capabilities/Research/research.people-companies

People & Company Research

Enrich and research entities.

266 records190 liveRefine in search →
Agent Lead GenerationMCP serverMCP
by sadri-dridi
Live

Leads from agents: hops attributed with a per-hop utm_id from discovery to trial to invoice.

Browser Automation~100%Invoice Processing~91%CRM & Sales~86%People & Company Research~58%Web Scraping~54%
https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/agent-lead-generation/mcpok 29 h ago
Agents Find Your ProductMCP serverMCP
by sadri-dridi
Live

Make a product discoverable to agents: catalog, llms.txt, agent card, hops, MCP door.

Browser Automation~100%E-commerce Operations~91%Workflow Automation~83%People & Company Research~58%Web Scraping~54%
https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/agents-find-your-product/mcpok 30 h ago
Get Agent CustomersMCP serverMCP
by sadri-dridi
Live

Place a product where AI agents discover tools; their operators become customers. 7-day trial.

Browser Automation~100%People & Company Research~58%Web Scraping~54%Prompt Management~53%Weather~51%
https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/get-agent-customers/mcpok 30 h ago
List API For AgentsMCP serverMCP
by sadri-dridi
Live

List a public API where AI agents discover tools, after a bounded readiness check.

Browser Automation~100%People & Company Research~58%Web Scraping~54%Prompt Management~53%Weather~51%
https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/list-api-for-agents/mcpok 30 h ago
Advertise To AgentsMCP serverMCP
by sadri-dridi
Live

Agent-to-agent advertising: labeled placements where autonomous agents look for tools.

Marketing~100%Browser Automation~100%People & Company Research~58%Web Scraping~54%Prompt Management~53%
https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/advertise-to-agents/mcpok 30 h ago
llms.txt ReadinessMCP serverMCP
by sadri-dridi
Live

Does a site publish llms.txt, robots permissions and a sitemap agents can use? Bounded check.

Browser Automation~100%Identity & Access~100%People & Company Research~58%Web Scraping~54%Prompt Management~53%
https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/llms-txt-readiness/mcpok 30 h ago
Agent Audience IndexMCP serverMCP
by sadri-dridi
Live

Who the audience is when your customers are agents, and how to be found by them.

Browser Automation~100%People & Company Research~58%Web Scraping~54%Prompt Management~53%Weather~51%
https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/agent-audience-index/mcpok 30 h ago
Agent Facing CatalogMCP serverMCP
by sadri-dridi
Live

Machine catalog for products that want agent clients: surfaces, hops, discovery paths.

E-commerce Operations~100%Browser Automation~100%People & Company Research~58%Web Scraping~54%Prompt Management~53%
https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/agent-facing-catalog/mcpok 30 h ago
Agent Hops For Your SiteMCP serverMCP
by sadri-dridi
Live

Hops are 302s an agent followed to your site. Count them, attribute them, grow them.

Browser Automation~100%People & Company Research~58%Web Scraping~54%Prompt Management~53%Weather~51%
https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/agent-hops-for-your-site/mcpok 31 h ago
Agent First ListingMCP serverMCP
by sadri-dridi
Live

Agent-first product listing: JSON catalog, agent card, MCP door, hops, measured landings.

Browser Automation~100%E-commerce Operations~91%People & Company Research~58%Web Scraping~54%Prompt Management~53%
https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/agent-first-listing/mcpok 31 h ago
Agent Marketing IndexMCP serverMCP
by sadri-dridi
Live

How to market a product to AI agents: readiness, placement, measurement, 7-day trial.

Marketing~100%Browser Automation~100%People & Company Research~58%Web Scraping~54%Prompt Management~53%
https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/agent-marketing-index/mcpok 31 h ago
AI Agent CustomersMCP serverMCP
by sadri-dridi
Live

Reach AI agents that need a tool, and the humans who run them. Measured placements.

Browser Automation~100%People & Company Research~58%Web Scraping~54%Prompt Management~53%Weather~51%
https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/ai-agent-customers/mcpok 32 h ago
Agent Acquisition DeskMCP serverMCP
by sadri-dridi
Live

See what agents do on a page: hops, agents, doors, channels. Then place the product.

Browser Automation~100%Team Chat~91%People & Company Research~58%Web Scraping~54%Prompt Management~53%
https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/agent-acquisition-desk/mcpok 32 h ago
Agent Discovery PlacementMCP serverMCP
by sadri-dridi
Live

Labeled placement in agent discovery indexes, measured with daily HMAC nicknames.

Browser Automation~100%Agent Discovery~100%People & Company Research~58%Web Scraping~54%Prompt Management~53%
https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/agent-discovery-placement/mcpok 32 h ago
Agent Discovery IndexMCP serverMCP
by sadri-dridi
Live

Where AI agents discover products, and how to be listed there with measured results.

E-commerce Operations~100%Browser Automation~100%Agent Discovery~100%People & Company Research~58%Web Scraping~54%
https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/agent-discovery-index/mcpok 33 h ago
Agent Channel PlacementMCP serverMCP
by sadri-dridi
Live

Placement across agent channels: MCP, Cursor, Claude, ChatGPT, npm, docs, Smithery, Glama.

Team Chat~100%Browser Automation~100%Documentation Lookup~83%Packages & Dependencies~81%People & Company Research~58%
https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/agent-channel-placement/mcpok 33 h ago
Agent Crawl ReadinessMCP serverMCP
by sadri-dridi
Live

Bounded crawl-readiness check for agent access: robots.txt, sitemap.xml, llms.txt, homepage.

Web Scraping~100%Browser Automation~100%People & Company Research~58%Prompt Management~53%Weather~51%
https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/agent-crawl-readiness/mcpok 34 h ago
Scout Intel MCP — The Google for AI AgentsMCP serverMCP
by omniologynow-rgb
Live

The Google for AI agents — company intel, competitor tracking, market research via MCP. JSON output

Data Extraction~100%Web ScrapingPeople & Company Research~75%
https://scout-intel.mcpize.runpublished 6 mo agook 4 h ago
UTC ClockMCP serverMCP
by sadri-dridi
Live

Current UTC timestamp for autonomous clients.

Browser Automation~100%People & Company Research~58%Web Scraping~54%Prompt Management~53%Weather~51%
https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/utc-clock/mcpok 2 d ago
Open Agent Utility IndexMCP serverMCP
by sadri-dridi
Live

Transparent public utilities for agents. Requests are counted without storing identifiers.

Browser Automation~100%People & Company Research~58%Web Scraping~54%Prompt Management~53%Weather~51%
https://agent-observatory-sensor.nolimit-observatory.workers.dev/mcpok 2 d ago
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