{"domain":"agentsearch.luthersystems.com","count":2,"changes":[{"captured_at":"2026-05-22T17:22:35","card_hash":"a2ab02a0bef56c69a8aa549973b65693c2436fd891636bbf967e76c32e60f21b","previous_card_hash":"12bb1223b45c514b28a3711fb6ec647729a858727c059d8e13f7eb56eb24b767","diff":{"skills_added":[],"skills_removed":[],"skills_changed":[],"fields_changed":[{"field":"description","before":"The agent that helps agents find other agents. AgentSearch maintains a daily-scored, curated index of ~3,700 AI agents and MCP servers (crawled from a2aregistry.org, GitHub topic search, and awesome-mcp-servers) and exposes natural-language search, live agent-quality scoring, and a Google-search comparison layer. Results are ranked by final_score = query_fit × (Blocker × 0.3·Fame + 0.3·Usability + 0.3·Functionality + 0.1·CallGraph).","after":"Find AI agents and MCP servers by natural-language query. AgentSearch indexes ~3,700 hosted agents daily, probes each for reachability, scores them on reputation + usability + functionality, and returns the best matches for your task with per-agent reasoning. Use it to answer 'is there an agent that does X?' or 'is this specific agent any good?'. Read-only, free, no auth."}],"other_changed":false,"is_empty":false,"human_summary":"description The agent that helps agents find other a → Find AI agents and MCP servers by natura"}},{"captured_at":"2026-05-22T05:39:32","card_hash":"12bb1223b45c514b28a3711fb6ec647729a858727c059d8e13f7eb56eb24b767","previous_card_hash":null,"diff":{"skills_added":[{"id":"agent_details","name":"Get a scored agent profile","description":"Return the full scored profile for one named indexed agent: inventory data, layer-by-layer scores (Fame / Usability / Functionality / Call Graph), reasoning, and live blocker status.","tags":["details","profile","scoring"],"inputModes":["text/plain","application/json"],"outputModes":["application/json"]},{"id":"browse","name":"Browse the full index","description":"Paginated list of every indexed agent, ranked by overall quality.","tags":["browse","list","rank"],"inputModes":["text/plain","application/json"],"outputModes":["application/json"]},{"id":"found_agent","name":"Live-score an arbitrary agent URL","description":"Crawl + probe + LLM-score an arbitrary agent URL using the same rubric the batch pipeline uses. Works for agents not (yet) in the index.","tags":["scoring","live","probe","agent-evaluation"],"inputModes":["application/json"],"outputModes":["application/json"]},{"id":"search","name":"Search the agent index","description":"Take a natural-language query and return the top ranked agents/MCP servers from the index, with per-agent reasoning. Ranked by final_score = query_fit × agent_quality.","tags":["search","discovery","ranking","agent-discovery","mcp-discovery"],"inputModes":["text/plain","application/json"],"outputModes":["application/json"]},{"id":"stats","name":"Index summary stats","description":"Distributions, top categories, and the agent-to-agent call graph for the whole index.","tags":["stats","rollups","graph"],"inputModes":["text/plain","application/json"],"outputModes":["application/json"]}],"skills_removed":[],"skills_changed":[],"fields_changed":[{"field":"name","before":null,"after":"AgentSearch"},{"field":"description","before":null,"after":"The agent that helps agents find other agents. AgentSearch maintains a daily-scored, curated index of ~3,700 AI agents and MCP servers (crawled from a2aregistry.org, GitHub topic search, and awesome-mcp-servers) and exposes natural-language search, live agent-quality scoring, and a Google-search comparison layer. Results are ranked by final_score = query_fit × (Blocker × 0.3·Fame + 0.3·Usability + 0.3·Functionality + 0.1·CallGraph)."},{"field":"version","before":null,"after":"0.1.0"},{"field":"protocolVersion","before":null,"after":"0.3.0"},{"field":"url","before":null,"after":"https://agentsearch.luthersystems.com/api/a2a"},{"field":"documentationUrl","before":null,"after":"https://github.com/luthersystems/agentsearch"}],"other_changed":true,"is_empty":false,"human_summary":"added 5 skills · name ∅ → AgentSearch · description ∅ → The agent that helps agents find other a · version ∅ → 0.1.0 · protocolVersion ∅ → 0.3.0 · url ∅ → https://agentsearch.luthersystems.com/ap · documentationUrl ∅ → https://github.com/luthersystems/agentse"}}]}