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Agent Discovery

LLMs.txt and Agent Discovery Validator

Audit and generate AI-agent discovery surfaces: llms.txt, agents.json, tool-actions JSON, robots policy, sitemap/canonical checks, launch memo, and JSON proof receipt.

Reviewed 2026-06-19

SEO
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WHY THIS EXISTS

Operational proof for AI-era sites and agents.

Audit and generate AI-agent discovery surfaces: llms.txt, agents.json, tool-actions JSON, robots policy, sitemap/canonical checks, launch memo, and JSON proof receipt. The useful output is a visible table plus a receipt that names input, checks, limits, and next action.

Boundary: Not for guaranteed rankings, crawler-access promises, legal SEO advice, or replacing Search Console and server logs.

Useful next checks

MCP Search and Fetch Preflight

Design and audit a read-only MCP search/fetch connector with schemas, result ids, source URLs, sample responses, rate guards, abuse evals, and JSON contract receipt.

RAG Corpus Ingestion Proof Pack

Turn source notes into a RAG ingestion proof pack with chunk CSV, duplicate-density checks, source coverage matrix, citation anchors, injection risk, and JSON receipt.

Agent Acceptance Test Harness Builder

Convert an AI-agent task into acceptance tests, permission gates, stop rules, eval cases, Playwright-style smoke skeleton, and a JSON completion receipt.

AI Search Citation Packet Builder

Build a citation-ready claim packet for AI search and answer engines: claim table, evidence snippets, missing-source queue, source map, and JSON receipt.

AI Crawler Log Receipt Studio

Classify pasted Cloudflare/server log rows into likely humans, search referrals, AI crawlers, search crawlers, suspicious bots, and direct/unknown traffic with a proof receipt.

DISCOVER MORE

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AI Agent Page Auditor

Audit whether a web page is easy for browser agents, ChatGPT Search, Perplexity, Copilot, and answer engines to understand, cite, and route.

AI Citation Gap Mapper

Compare an AI answer or page draft against source notes, flag unsupported claims, extract citation-ready passages, and produce a GEO/SEO proof receipt.

AI Citation Readiness Checker

Check whether a page gives AI answer engines enough clear, sourceable, non-commodity information to quote or cite responsibly.

AI Crawler Log Receipt Studio

Classify pasted Cloudflare/server log rows into likely humans, search referrals, AI crawlers, search crawlers, suspicious bots, and direct/unknown traffic with a proof receipt.

AI Crawler Policy Builder

Build a practical robots.txt policy for AI search bots, user-triggered agents, training crawlers, and answer-engine visibility without blocking the wrong crawler.

AI Overview Visibility Scorer

Score content for Google AI Overview visibility. 5 weighted signals: answer clarity, entity coverage, structure, citation fit, freshness.

This page is connected to the full FastTool discovery graph: all public tools, Tool Finder, tool-index.json, and sitemap.xml.