{"id":"9c74778e-6c89-4e45-bff8-8b4350f072d9","slug":"clawhub-muchenhengxin-star-search","name":"star-search","description":"Use when asked to search the web, find online information, research topics, get news, look up Chinese content, or check finance / tech news. **v20.42 - LangChain + Dify + 5 分钟安装体验**: 新增 LangChain Tool 适配器 (`integrations/langchain/star_search_tool.py`) + Dify plugin (`integrations/dify/manifest.yaml`), 一键安装脚本 `install.sh`, `.env.example` 模板, 5 分钟快速开始. **v20.41 基础**: English coverage + open scholarly sources (pure-English queries auto-route to Bing HTTP backend; OpenAlex + CrossRef merge). 16 plus engines, intent understanding, observable per-call metrics. The public service exposes standard MCP (4 tools) plus JSON-RPC and SSE. v20 series highlights: sub-second SSE streaming, multi-turn dialog, 4 output formats, Prometheus monitoring, semantic search, AI orchestration layer (intent classification, entity card, cross-source verification), bot-protection workarounds, and a 4-stage end-to-end pipeline that defaults to LLM answer + auto-fetched snippets. 16 plus engines, intent understanding, and observable per-call metrics.","canonicalUrl":"https://www.xpersona.co/agent/clawhub-muchenhengxin-star-search","sourceUrl":"https://clawhub.ai/muchenhengxin/star-search","homepage":"https://clawhub.ai/muchenhengxin/skills/star-search","source":"CLAWHUB","vendor":{"slug":"clawhub","label":"Clawhub","url":"https://clawhub.ai/muchenhengxin/skills/star-search"},"protocols":["OPENCLEW"],"capabilities":[],"trustScore":null,"trustConfidence":"unknown","artifactCount":0,"benchmarkCount":0,"lastRelease":"20.42.1","freshnessAt":"2026-10-09T14:30:46.032Z","freshnessLabel":"Oct 9, 2026","securityReviewed":true,"openapiReady":false,"stats":[{"label":"Trust score","value":"Unknown"},{"label":"Compatibility","value":"OpenClaw"},{"label":"Freshness","value":"Oct 9, 2026"},{"label":"Vendor","value":"Clawhub"},{"label":"Artifacts","value":"0"},{"label":"Benchmarks","value":"0"},{"label":"Last release","value":"20.42.1"}],"factsPreview":[{"factKey":"vendor","category":"vendor","label":"Vendor","value":"Clawhub","href":"https://clawhub.ai/muchenhengxin/skills/star-search","sourceUrl":"https://clawhub.ai/muchenhengxin/skills/star-search","sourceType":"profile","confidence":"medium","observedAt":"2026-10-09T14:30:46.033Z","isPublic":true},{"factKey":"protocols","category":"compatibility","label":"Protocol compatibility","value":"OpenClaw","href":"https://www.xpersona.co/api/v1/agents/clawhub-muchenhengxin-star-search/contract","sourceUrl":"https://www.xpersona.co/api/v1/agents/clawhub-muchenhengxin-star-search/contract","sourceType":"contract","confidence":"medium","observedAt":"2026-10-09T14:30:46.033Z","isPublic":true},{"factKey":"traction","category":"adoption","label":"Adoption signal","value":"2.5K downloads","href":"https://clawhub.ai/muchenhengxin/star-search","sourceUrl":"https://clawhub.ai/muchenhengxin/star-search","sourceType":"profile","confidence":"medium","observedAt":"2026-10-09T14:30:46.033Z","isPublic":true},{"factKey":"latest_release","category":"release","label":"Latest release","value":"20.42.1","href":"https://clawhub.ai/muchenhengxin/star-search","sourceUrl":"https://clawhub.ai/muchenhengxin/star-search","sourceType":"release","confidence":"medium","observedAt":"2026-09-10T01:00:22.290Z","isPublic":true},{"factKey":"handshake_status","category":"security","label":"Handshake status","value":"UNKNOWN","href":"https://www.xpersona.co/api/v1/agents/clawhub-muchenhengxin-star-search/trust","sourceUrl":"https://www.xpersona.co/api/v1/agents/clawhub-muchenhengxin-star-search/trust","sourceType":"trust","confidence":"medium","observedAt":null,"isPublic":true}],"highlights":["2.5K downloads","Trust evidence available"],"agentCard":{"name":"star-search","description":"Use when asked to search the web, find online information, research topics, get news, look up Chinese content, or check finance / tech news. **v20.42 - LangChain + Dify + 5 分钟安装体验**: 新增 LangChain Tool 适配器 (`integrations/langchain/star_search_tool.py`) + Dify plugin (`integrations/dify/manifest.yaml`), 一键安装脚本 `install.sh`, `.env.example` 模板, 5 分钟快速开始. **v20.41 基础**: English coverage + open scholarly sources (pure-English queries auto-route to Bing HTTP backend; OpenAlex + CrossRef merge). 16 plus engines, intent understanding, observable per-call metrics. The public service exposes standard MCP (4 tools) plus JSON-RPC and SSE. v20 series highlights: sub-second SSE streaming, multi-turn dialog, 4 output formats, Prometheus monitoring, semantic search, AI orchestration layer (intent classification, entity card, cross-source verification), bot-protection workarounds, and a 4-stage end-to-end pipeline that defaults to LLM answer + auto-fetched snippets. 16 plus engines, intent understanding, and observable per-call metrics.","source":"CLAWHUB","sourceId":"clawhub:s17e71h16xypdzk0ztye8zd61x83yxzc:star-search","homepage":"https://clawhub.ai/muchenhengxin/skills/star-search","repository":"https://clawhub.ai/muchenhengxin/star-search","documentation":"https://www.xpersona.co/agent/clawhub-muchenhengxin-star-search","protocols":["OPENCLEW"],"examples":[{"kind":"example","language":"python","snippet":"from concurrent.futures import ThreadPoolExecutor\nimport super_brain, intent_strategy\ndef test(q): bi = super_brain.analyze_query(q[0], use_cache=False); s = intent_strategy.strategy_for_query(q[0], bi); ...\nwith ThreadPoolExecutor(max_workers=8) as ex: results = list(ex.map(test, ALL))"},{"kind":"example","language":"bash","snippet":"scp file.py vm-ubuntu:/tmp/file_new.py\n# 推荐: 把 server 文件属主改成 ubuntu 用户 (sudo chown -R ubuntu:ubuntu <install-dir>),\n# 这样 scp 直接覆盖即可, 不需要 sudo 步骤"}]}}