{"eval":{"version":"openagentskill-skill-eval-v1","slug":"yandex-research-tabular-dl-tabr","name":"Tabular Dl Tabr","generated_at":"2026-07-03T23:45:57.140Z","task_input":"Evaluate Tabular Dl Tabr before installing it in an AI agent workflow","status":"review","score":72,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Require human approval before installing into a real workspace.","auto_install_allowed":false,"policy":"review","human_review_required":true},"task_fit":{"score":94,"suited_tasks":["RAG and knowledge workflows","Claude Code teams","builders willing to evaluate younger projects","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Inspect source files","Explain architecture"],"suited_agents":["Python","Machine Learning","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add yandex-research/tabular-dl-tabr","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add yandex-research/tabular-dl-tabr"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Tabular Dl Tabr\" agent skill from https://github.com/yandex-research/tabular-dl-tabr. 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: The implementation of \"TabR: Unlocking the Power of Retrieval-Augmented Tabular Deep Learning\""},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Tabular Dl Tabr\" as a Claude Code skill from https://github.com/yandex-research/tabular-dl-tabr. 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: The implementation of \"TabR: Unlocking the Power of Retrieval-Augmented Tabular Deep Learning\""},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Tabular Dl Tabr\" from https://github.com/yandex-research/tabular-dl-tabr 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: The implementation of \"TabR: Unlocking the Power of Retrieval-Augmented Tabular Deep Learning\""}]},"trust":{"score":77,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"329 GitHub stars","repoActivity":"329 stars, 35 forks","lastPushed":"8mo since push","license":"MIT","repository":"https://github.com/yandex-research/tabular-dl-tabr","install":"npx skills add yandex-research/tabular-dl-tabr","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":75,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Quality score needs review","Stars/forks activity: 329 stars, 35 forks; issue activity unavailable in current metadata"]},"safety_gate":{"score":59,"tier":"reviewed","label":"Reviewed with permission notes","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":["Quality score needs review"]},"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 Tabular Dl Tabr before installing it in an AI agent workflow","ml-automation","RAG and knowledge workflows; 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issue activity unavailable in current metadata"],"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 need a vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","Quality score needs review","Stars/forks activity: 329 stars, 35 forks; issue activity unavailable in current metadata","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"alternatives":[{"slug":"tensorflow-tensorflow","name":"Tensorflow","url":"https://www.openagentskill.com/skills/tensorflow-tensorflow","stars":195681,"install_command":"npx skills add tensorflow/tensorflow","trust_score":91,"audit_score":94},{"slug":"huggingface-transformers","name":"Transformers","url":"https://www.openagentskill.com/skills/huggingface-transformers","stars":161622,"install_command":"npx skills add huggingface/transformers","trust_score":94,"audit_score":95},{"slug":"pytorch-pytorch","name":"Pytorch","url":"https://www.openagentskill.com/skills/pytorch-pytorch","stars":100810,"install_command":"npx skills add pytorch/pytorch","trust_score":88,"audit_score":92},{"slug":"rasbt-llms-from-scratch","name":"LLMs From Scratch","url":"https://www.openagentskill.com/skills/rasbt-llms-from-scratch","stars":97256,"install_command":"npx skills add rasbt/LLMs-from-scratch","trust_score":87,"audit_score":90}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"yandex-research-tabular-dl-tabr","name":"Tabular Dl Tabr","description":"The implementation of \"TabR: Unlocking the Power of Retrieval-Augmented Tabular Deep Learning\"","category":"ml-automation","url":"https://www.openagentskill.com/skills/yandex-research-tabular-dl-tabr","repository":"https://github.com/yandex-research/tabular-dl-tabr","github_repo":"yandex-research/tabular-dl-tabr"},"suited_tasks":["RAG and knowledge workflows","Claude Code teams","builders willing to evaluate younger projects","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Inspect source files","Explain architecture"],"suited_agents":["Python","Machine Learning","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add yandex-research/tabular-dl-tabr","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add yandex-research/tabular-dl-tabr"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Tabular Dl Tabr\" agent skill from https://github.com/yandex-research/tabular-dl-tabr. 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Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: The implementation of \"TabR: Unlocking the Power of Retrieval-Augmented Tabular Deep Learning\""}],"handoff_url":"https://www.openagentskill.com/api/skills/yandex-research-tabular-dl-tabr/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/yandex-research-tabular-dl-tabr"},"trust":{"score":77,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"329 GitHub stars","repoActivity":"329 stars, 35 forks","lastPushed":"8mo since push","license":"MIT","repository":"https://github.com/yandex-research/tabular-dl-tabr","install":"npx skills add yandex-research/tabular-dl-tabr","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Strong README/SKILL.md context","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":["ml-automation","machine-learning","automation","ml-media","deep-learning","paper"],"known_risks":["Quality score needs review","Stars/forks activity: 329 stars, 35 forks; issue activity unavailable in current metadata"]},"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":75,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Quality score needs review","Stars/forks activity: 329 stars, 35 forks; issue activity unavailable in current metadata"]},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace."},"quality":{"score":64,"label":"Promising"},"supply":{"track":"Research and knowledge work","scenario":"RAG and knowledge","maintenance":"8mo since push","risk":"Needs review"},"alternative_skills":[{"slug":"tensorflow-tensorflow","name":"Tensorflow","url":"https://www.openagentskill.com/skills/tensorflow-tensorflow","stars":195681,"install_command":"npx skills add tensorflow/tensorflow","trust_score":91,"audit_score":94},{"slug":"huggingface-transformers","name":"Transformers","url":"https://www.openagentskill.com/skills/huggingface-transformers","stars":161622,"install_command":"npx skills add huggingface/transformers","trust_score":94,"audit_score":95},{"slug":"pytorch-pytorch","name":"Pytorch","url":"https://www.openagentskill.com/skills/pytorch-pytorch","stars":100810,"install_command":"npx skills add pytorch/pytorch","trust_score":88,"audit_score":92},{"slug":"rasbt-llms-from-scratch","name":"LLMs From Scratch","url":"https://www.openagentskill.com/skills/rasbt-llms-from-scratch","stars":97256,"install_command":"npx skills add rasbt/LLMs-from-scratch","trust_score":87,"audit_score":90}],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","Quality score needs review","Stars/forks activity: 329 stars, 35 forks; issue activity unavailable in current metadata","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"agent_contract":{"task_input":"Evaluate Tabular Dl Tabr before installing it in an AI agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 77/100 Strong shortlist","Audit: 75/100 Needs review","Safety: 59/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"yandex-research-tabular-dl-tabr (Tabular Dl Tabr)","install_command":"npx skills add yandex-research/tabular-dl-tabr","risk_summary":"Needs review; Reviewed with permission notes; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"yandex-research-tabular-dl-tabr","task":"Evaluate Tabular Dl Tabr before installing it in an AI agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/yandex-research-tabular-dl-tabr","api":"https://www.openagentskill.com/api/agent/skills/yandex-research-tabular-dl-tabr","audit":"https://www.openagentskill.com/skills/yandex-research-tabular-dl-tabr/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=yandex-research-tabular-dl-tabr&task=Evaluate%20Tabular%20Dl%20Tabr%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Tabular%20Dl%20Tabr%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20Tabular%20Dl%20Tabr%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/yandex-research-tabular-dl-tabr/install","manifest":"https://www.openagentskill.com/api/registry/manifest/yandex-research-tabular-dl-tabr"}},"endpoints":{"web":"https://www.openagentskill.com/skills/yandex-research-tabular-dl-tabr","api":"https://www.openagentskill.com/api/agent/skills/yandex-research-tabular-dl-tabr","eval":"https://www.openagentskill.com/api/agent/evals?slug=yandex-research-tabular-dl-tabr","audit":"https://www.openagentskill.com/skills/yandex-research-tabular-dl-tabr/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Tabular%20Dl%20Tabr%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium"}},"meta":{"endpoint":"/api/agent/evals","mode":"skill_eval","purpose":"Pre-install eval contract for a single skill. 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