{"eval":{"version":"openagentskill-skill-eval-v1","slug":"py-bin-dianping-textmining","name":"Dianping Textmining","generated_at":"2026-07-03T22:53:08.543Z","task_input":"Evaluate Dianping Textmining before installing it in an AI agent workflow","status":"review","score":62,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_allowed":false,"policy":"review","human_review_required":true},"task_fit":{"score":94,"suited_tasks":["Data analysis workflows","Claude Code teams","teams that value GitHub adoption signals","Load tabular data","Calculate trends","Summarize findings clearly","Inspect source files","Explain architecture"],"suited_agents":["Jupyter Notebook","Data Analysis","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add py-bin/dianping_textmining","ready":true,"policy":"review","safety_label":"Avoid automatic install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add py-bin/dianping_textmining"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Dianping Textmining\" agent skill from https://github.com/py-bin/dianping_textmining. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: 大众点评评论文本挖掘，包括点评数据爬取、数据清洗入库、数据分析、评论情感分析等的完整挖掘项目"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Dianping Textmining\" as a Claude Code skill from https://github.com/py-bin/dianping_textmining. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: 大众点评评论文本挖掘，包括点评数据爬取、数据清洗入库、数据分析、评论情感分析等的完整挖掘项目"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Dianping Textmining\" from https://github.com/py-bin/dianping_textmining into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: 大众点评评论文本挖掘，包括点评数据爬取、数据清洗入库、数据分析、评论情感分析等的完整挖掘项目"}]},"trust":{"score":70,"label":"Manual review","version":"trust-score-v4","evidence":{"stars":"945 GitHub stars","repoActivity":"945 stars, 186 forks","lastPushed":"8y since push","license":"Unknown","repository":"https://github.com/py-bin/dianping_textmining","install":"npx skills add py-bin/dianping_textmining","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":62,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Repository appears stale","Repository looks stale","Quality score needs review","Recent maintenance: 8y since push","License clarity: Unknown"]},"safety_gate":{"score":46,"tier":"experimental","label":"Experimental","auto_install_policy":"review","blocked":false,"permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":["License is unclear"]},"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":94,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate Dianping Textmining before installing it in an AI agent workflow","data-analysis","Data analysis workflows; Claude Code teams; teams that value GitHub adoption signals"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add py-bin/dianping_textmining"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add py-bin/dianping_textmining"]},{"id":"trust_score","label":"Trust score","status":"warn","score":70,"required_for_auto_install":true,"detail":"Potentially useful, but at least one trust signal needs human inspection.","evidence":["Manual review","945 GitHub stars","Unknown"]},{"id":"audit_score","label":"Audit score","status":"warn","score":62,"required_for_auto_install":true,"detail":"Needs review","evidence":["License is unclear"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":46,"required_for_auto_install":true,"detail":"Sparse or mixed signals. 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Useful for discovery, but not for autonomous installation.","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","License clarity: Unknown","License is unclear","Repository appears stale","Repository looks stale","Quality score needs review","Recent maintenance: 8y since push"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"do_not_use_when":["teams that require actively maintained dependencies","production agents without a repository review","Repository looks stale","License is unclear","Repository appears stale","Quality score needs review","Recent maintenance: 8y since push","License clarity: Unknown"],"alternatives":[{"slug":"d3-d3","name":"D3","url":"https://www.openagentskill.com/skills/d3-d3","stars":113096,"install_command":"npx skills add d3/d3","trust_score":89,"audit_score":91},{"slug":"grafana-grafana","name":"Grafana","url":"https://www.openagentskill.com/skills/grafana-grafana","stars":74422,"install_command":"npx skills add grafana/grafana","trust_score":92,"audit_score":94},{"slug":"apache-superset","name":"Superset","url":"https://www.openagentskill.com/skills/apache-superset","stars":73285,"install_command":"npx skills add apache/superset","trust_score":92,"audit_score":95},{"slug":"apache-echarts","name":"Echarts","url":"https://www.openagentskill.com/skills/apache-echarts","stars":66600,"install_command":"npx skills add apache/echarts","trust_score":91,"audit_score":92}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"py-bin-dianping-textmining","name":"Dianping Textmining","description":"大众点评评论文本挖掘，包括点评数据爬取、数据清洗入库、数据分析、评论情感分析等的完整挖掘项目","category":"data-analysis","url":"https://www.openagentskill.com/skills/py-bin-dianping-textmining","repository":"https://github.com/py-bin/dianping_textmining","github_repo":"py-bin/dianping_textmining"},"suited_tasks":["Data analysis workflows","Claude Code teams","teams that value GitHub adoption signals","Load tabular data","Calculate trends","Summarize findings clearly","Inspect source files","Explain architecture"],"suited_agents":["Jupyter Notebook","Data Analysis","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add py-bin/dianping_textmining","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add py-bin/dianping_textmining"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Dianping Textmining\" agent skill from https://github.com/py-bin/dianping_textmining. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: 大众点评评论文本挖掘，包括点评数据爬取、数据清洗入库、数据分析、评论情感分析等的完整挖掘项目"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Dianping Textmining\" as a Claude Code skill from https://github.com/py-bin/dianping_textmining. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: 大众点评评论文本挖掘，包括点评数据爬取、数据清洗入库、数据分析、评论情感分析等的完整挖掘项目"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Dianping Textmining\" from https://github.com/py-bin/dianping_textmining into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: 大众点评评论文本挖掘，包括点评数据爬取、数据清洗入库、数据分析、评论情感分析等的完整挖掘项目"}],"handoff_url":"https://www.openagentskill.com/api/skills/py-bin-dianping-textmining/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/py-bin-dianping-textmining"},"trust":{"score":70,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"945 GitHub stars","repoActivity":"945 stars, 186 forks","lastPushed":"8y since push","license":"Unknown","repository":"https://github.com/py-bin/dianping_textmining","install":"npx skills add py-bin/dianping_textmining","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["data-analysis","analytics","data","python","requests","jupyter notebook"],"known_risks":["License is unclear","Repository looks stale","Quality score needs review","Recent maintenance: 8y since push","License clarity: Unknown"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":62,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Repository appears stale","Repository looks stale","Quality score needs review","Recent maintenance: 8y since push","License clarity: Unknown"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":51,"label":"Needs review"},"supply":{"track":"Data, BI, and analytics","scenario":"Data analysis","maintenance":"8y since push","risk":"Needs review"},"alternative_skills":[{"slug":"d3-d3","name":"D3","url":"https://www.openagentskill.com/skills/d3-d3","stars":113096,"install_command":"npx skills add d3/d3","trust_score":89,"audit_score":91},{"slug":"grafana-grafana","name":"Grafana","url":"https://www.openagentskill.com/skills/grafana-grafana","stars":74422,"install_command":"npx skills add grafana/grafana","trust_score":92,"audit_score":94},{"slug":"apache-superset","name":"Superset","url":"https://www.openagentskill.com/skills/apache-superset","stars":73285,"install_command":"npx skills add apache/superset","trust_score":92,"audit_score":95},{"slug":"apache-echarts","name":"Echarts","url":"https://www.openagentskill.com/skills/apache-echarts","stars":66600,"install_command":"npx skills add apache/echarts","trust_score":91,"audit_score":92}],"do_not_use_when":["teams that require actively maintained dependencies","production agents without a repository review","Repository looks stale","License is unclear","Repository appears stale","Quality score needs review","Recent maintenance: 8y since push","License clarity: Unknown"],"agent_contract":{"task_input":"Evaluate Dianping Textmining before installing it in an AI agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 70/100 Manual review","Audit: 62/100 Needs review","Safety: 46/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"py-bin-dianping-textmining (Dianping Textmining)","install_command":"npx skills add py-bin/dianping_textmining","risk_summary":"Needs review; 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