Dcs Core

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    "slug": "datachecks-dcs-core",
    "name": "Dcs Core",
    "description": "Open Source Data Quality Monitoring.",
    "category": "ml-automation",
    "url": "https://www.openagentskill.com/skills/datachecks-dcs-core",
    "repository": "https://github.com/datachecks/dcs-core",
    "github_repo": "datachecks/dcs-core"
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  "suited_tasks": [
    "Browser automation workflows",
    "Claude Code teams",
    "builders willing to evaluate younger projects",
    "Navigate pages",
    "Click and type safely",
    "Check visual and DOM state",
    "Search sources",
    "Extract claims"
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  "suited_agents": [
    "Python",
    "MLOps",
    "Codex",
    "Claude Code",
    "Cursor",
    "OpenAgentSkill CLI"
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  "install": {
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      "path": null,
      "revision": null,
      "notice": "Skill source structure is not confirmed in the registry. Inspect the source and identify valid skill instructions before proposing an installation. A repository URL or GitHub stars do not prove installability."
    },
    "command": "",
    "ready": false,
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        "id": "claude-code",
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        "id": "cursor",
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      }
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    "handoff_url": "https://www.openagentskill.com/api/skills/datachecks-dcs-core/install",
    "manifest_url": "https://www.openagentskill.com/api/registry/manifest/datachecks-dcs-core"
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    "score": 75,
    "label": "Strong shortlist",
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    "install_policy": "review",
    "evidence": {
      "stars": "173 GitHub stars",
      "repoActivity": "173 stars, 23 forks",
      "lastPushed": "7mo since push",
      "license": "Apache-2.0",
      "repository": "https://github.com/datachecks/dcs-core",
      "install": "Skill source structure is not confirmed in the registry. Inspect the source and identify valid skill instructions before proposing an installation. A repository URL or GitHub stars do not prove installability.",
      "installSafety": "standard package or runtime install path",
      "permissionSurface": "filesystem or document access",
      "documentation": "Usable metadata, review docs",
      "agentOutcomes": "No agent outcome data yet"
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      "successes": 0,
      "failures": 0,
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      "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"
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    "auto_install": {
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      "sandbox_required": true,
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      "ml-media",
      "data-engineering",
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    "known_risks": [
      "Financial research output is not financial advice; require human review before any live investment decision.",
      "Quality score needs review",
      "Stars/forks activity: 173 stars, 23 forks; issue activity unavailable in current metadata"
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    "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": {
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      "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
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    "signals": [],
    "penalties": [
      "No real agent outcome evidence yet"
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  "audit": {
    "score": 74,
    "risk_level": "needs_review",
    "risk_label": "Needs review",
    "warnings": [
      "Financial research output is not financial advice; require human review before any live investment decision",
      "Financial research output is not financial advice; require human review before any live investment decision.",
      "Quality score needs review",
      "Stars/forks activity: 173 stars, 23 forks; issue activity unavailable in current metadata"
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    "tier": "reviewed",
    "label": "Reviewed with permission notes",
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    "human_review_required": true,
    "blocked": false,
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  "quality": {
    "score": 62,
    "label": "Promising"
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    "track": "Design and creative production",
    "scenario": "Multimodal media",
    "maintenance": "7mo since push",
    "risk": "Needs review"
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    "Financial research output is not financial advice; require human review before any live investment decision",
    "Skill source structure is not confirmed in the registry. Inspect the source and identify valid skill instructions before proposing an installation. A repository URL or GitHub stars do not prove installability.",
    "Financial research output is not financial advice; require human review before any live investment decision.",
    "Quality score needs review",
    "Stars/forks activity: 173 stars, 23 forks; issue activity unavailable in current metadata"
  ],
  "agent_contract": {
    "task_input": "Use Dcs Core in an agent workflow",
    "recommended_action": "Skill source structure is not confirmed in the registry. Inspect the source and identify valid skill instructions before proposing an installation. A repository URL or GitHub stars do not prove installability.",
    "install_policy": "review",
    "minimum_review_before_use": [
      "Trust: 75/100 Strong shortlist",
      "Audit: 74/100 Needs review",
      "Safety: 58/100 Avoid automatic install",
      "Review repository, license, install command, and permission surface before production use."
    ],
    "expected_agent_output": {
      "selected_skill": "datachecks-dcs-core (Dcs Core)",
      "install_command": "",
      "risk_summary": "Needs review; Reviewed with permission notes; Review before production",
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    }
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    "expected_outcomes": [
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      "failed",
      "not_relevant",
      "blocked_by_risk",
      "setup_required"
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      "skill_slug": "datachecks-dcs-core",
      "task": "Use Dcs Core in an agent workflow",
      "agent": "codex",
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      "install_used": true,
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      "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."
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    "web": "https://www.openagentskill.com/skills/datachecks-dcs-core",
    "api": "https://www.openagentskill.com/api/agent/skills/datachecks-dcs-core",
    "audit": "https://www.openagentskill.com/skills/datachecks-dcs-core/audit",
    "eval": "https://www.openagentskill.com/api/agent/evals?slug=datachecks-dcs-core&task=Use%20Dcs%20Core%20in%20an%20agent%20workflow&max_risk=medium",
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    "receipt": "https://www.openagentskill.com/api/agent/receipt?task=Use%20Dcs%20Core%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text",
    "install": "https://www.openagentskill.com/api/skills/datachecks-dcs-core/install",
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