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.
AI OPERATIONS PROOF LAB
Proof tools for AI-era traffic, discovery, retrieval, and agent completion.
A browser-native operations lab for AI-agent discovery, MCP search/fetch readiness, RAG ingestion, acceptance tests, AI-search citation packets, and crawler-log proof receipts. Built for people and AI agents that need visible evidence, exportable artifacts, and explicit not-for boundaries.
Agent discoveryMCP search/fetchRAG ingestionAcceptance testsCitation packetCrawler logs
MCP Preflight
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 Proof
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 Evals
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.
Citation Packet
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.
Crawler 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.
QUALITY RULE
Every run must produce a useful artifact and a receipt.
This lab is not a keyword directory. Each route produces a concrete output: snippets, contracts, CSV, eval cases, citation packets, classified logs, and a JSON proof receipt.