{"eval":{"version":"openagentskill-skill-eval-v1","slug":"tensorlayer-seq2seq-chatbot","name":"Seq2seq Chatbot","generated_at":"2026-07-03T21:29:07.232Z","task_input":"Evaluate Seq2seq Chatbot 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":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals","Inspect source files","Explain architecture","Patch bugs and verify changes","Chunk documents","Create embeddings"],"suited_agents":["Python","Chatbot","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add tensorlayer/seq2seq-chatbot","ready":true,"policy":"review","safety_label":"Avoid automatic install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add tensorlayer/seq2seq-chatbot"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Seq2seq Chatbot\" agent skill from https://github.com/tensorlayer/seq2seq-chatbot. 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: Chatbot in 200 lines of code using TensorLayer"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Seq2seq Chatbot\" as a Claude Code skill from https://github.com/tensorlayer/seq2seq-chatbot. 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: Chatbot in 200 lines of code using TensorLayer"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Seq2seq Chatbot\" from https://github.com/tensorlayer/seq2seq-chatbot 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: Chatbot in 200 lines of code using TensorLayer"}]},"trust":{"score":70,"label":"Manual review","version":"trust-score-v4","evidence":{"stars":"840 GitHub stars","repoActivity":"840 stars, 309 forks","lastPushed":"5y since push","license":"Unknown","repository":"https://github.com/tensorlayer/seq2seq-chatbot","install":"npx skills add tensorlayer/seq2seq-chatbot","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: 5y 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 Seq2seq Chatbot before installing it in an AI agent workflow","support-automation","Coding agents 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 tensorlayer/seq2seq-chatbot"]},{"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 tensorlayer/seq2seq-chatbot"]},{"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","840 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. Useful for discovery, but not for autonomous installation.","evidence":["Test manually in an isolated workspace and compare against safer alternatives.","License is unclear"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"warn","score":74,"required_for_auto_install":false,"detail":"Public metadata needs stronger README/SKILL.md context","evidence":["Usable metadata, review docs"]},{"id":"license_clarity","label":"License clarity","status":"warn","score":42,"required_for_auto_install":true,"detail":"Unknown","evidence":["Unknown"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"fail","score":22,"required_for_auto_install":false,"detail":"5y since push","evidence":["5y since push"]},{"id":"permission_surface","label":"Permission surface","status":"pass","score":86,"required_for_auto_install":true,"detail":"filesystem or document access","evidence":["Network access: medium","Filesystem access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"pass","score":82,"required_for_auto_install":false,"detail":"Alternative skills are available for comparison.","evidence":["xtekky-gpt4free","chatboxai-chatbox","chatwoot-chatwoot","python-telegram-bot-python-telegram-bot"]}],"blockers":[],"warnings":["Trust score: Potentially useful, but at least one trust signal needs human inspection.","Audit score: Needs review","Agent safety gate: Sparse or mixed signals. 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: 5y 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","No OpenAgentSkill engagement data yet","License is unclear","Repository appears stale","Quality score needs review","Recent maintenance: 5y since push"],"alternatives":[{"slug":"xtekky-gpt4free","name":"Gpt4free","url":"https://www.openagentskill.com/skills/xtekky-gpt4free","stars":66337,"install_command":"npx skills add xtekky/gpt4free","trust_score":92,"audit_score":94},{"slug":"chatboxai-chatbox","name":"Chatbox","url":"https://www.openagentskill.com/skills/chatboxai-chatbox","stars":40498,"install_command":"npx skills add chatboxai/chatbox","trust_score":92,"audit_score":95},{"slug":"chatwoot-chatwoot","name":"Chatwoot","url":"https://www.openagentskill.com/skills/chatwoot-chatwoot","stars":31904,"install_command":"npx skills add chatwoot/chatwoot","trust_score":89,"audit_score":92},{"slug":"python-telegram-bot-python-telegram-bot","name":"Python Telegram Bot","url":"https://www.openagentskill.com/skills/python-telegram-bot-python-telegram-bot","stars":29226,"install_command":"npx skills add python-telegram-bot/python-telegram-bot","trust_score":92,"audit_score":95}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"tensorlayer-seq2seq-chatbot","name":"Seq2seq Chatbot","description":"Chatbot in 200 lines of code using TensorLayer","category":"support-automation","url":"https://www.openagentskill.com/skills/tensorlayer-seq2seq-chatbot","repository":"https://github.com/tensorlayer/seq2seq-chatbot","github_repo":"tensorlayer/seq2seq-chatbot"},"suited_tasks":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals","Inspect source files","Explain architecture","Patch bugs and verify changes","Chunk documents","Create embeddings"],"suited_agents":["Python","Chatbot","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add tensorlayer/seq2seq-chatbot","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add tensorlayer/seq2seq-chatbot"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Seq2seq Chatbot\" agent skill from https://github.com/tensorlayer/seq2seq-chatbot. 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: Chatbot in 200 lines of code using TensorLayer"},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Seq2seq Chatbot\" as a Claude Code skill from https://github.com/tensorlayer/seq2seq-chatbot. 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: Chatbot in 200 lines of code using TensorLayer"},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Seq2seq Chatbot\" from https://github.com/tensorlayer/seq2seq-chatbot 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: Chatbot in 200 lines of code using TensorLayer"}],"handoff_url":"https://www.openagentskill.com/api/skills/tensorlayer-seq2seq-chatbot/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/tensorlayer-seq2seq-chatbot"},"trust":{"score":70,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"840 GitHub stars","repoActivity":"840 stars, 309 forks","lastPushed":"5y since push","license":"Unknown","repository":"https://github.com/tensorlayer/seq2seq-chatbot","install":"npx skills add tensorlayer/seq2seq-chatbot","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":["support-automation","chatbot","support","automation","customer-support","bot"],"known_risks":["License is unclear","Repository looks stale","Quality score needs review","Recent maintenance: 5y 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: 5y 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":"Coding and developer agents","scenario":"Coding agents","maintenance":"5y since push","risk":"Needs review"},"alternative_skills":[{"slug":"xtekky-gpt4free","name":"Gpt4free","url":"https://www.openagentskill.com/skills/xtekky-gpt4free","stars":66337,"install_command":"npx skills add xtekky/gpt4free","trust_score":92,"audit_score":94},{"slug":"chatboxai-chatbox","name":"Chatbox","url":"https://www.openagentskill.com/skills/chatboxai-chatbox","stars":40498,"install_command":"npx skills add chatboxai/chatbox","trust_score":92,"audit_score":95},{"slug":"chatwoot-chatwoot","name":"Chatwoot","url":"https://www.openagentskill.com/skills/chatwoot-chatwoot","stars":31904,"install_command":"npx skills add chatwoot/chatwoot","trust_score":89,"audit_score":92},{"slug":"python-telegram-bot-python-telegram-bot","name":"Python Telegram Bot","url":"https://www.openagentskill.com/skills/python-telegram-bot-python-telegram-bot","stars":29226,"install_command":"npx skills add python-telegram-bot/python-telegram-bot","trust_score":92,"audit_score":95}],"do_not_use_when":["teams that require actively maintained dependencies","production agents without a repository review","Repository looks stale","No OpenAgentSkill engagement data yet","License is unclear","Repository appears stale","Quality score needs review","Recent maintenance: 5y since push"],"agent_contract":{"task_input":"Evaluate Seq2seq Chatbot 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":"tensorlayer-seq2seq-chatbot (Seq2seq Chatbot)","install_command":"npx skills add tensorlayer/seq2seq-chatbot","risk_summary":"Needs review; 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Agents should read this before installing a reusable skill.","generated_at":"2026-07-03T21:29:07.232Z"}}