Qdrant Client

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    "name": "Qdrant Client",
    "description": "Python client for Qdrant vector search engine",
    "category": "rag-knowledge",
    "url": "https://www.openagentskill.com/skills/qdrant-qdrant-client",
    "repository": "https://github.com/qdrant/qdrant-client",
    "github_repo": "qdrant/qdrant-client"
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    "RAG and knowledge workflows",
    "Claude Code teams",
    "teams that value GitHub adoption signals",
    "Chunk documents",
    "Create embeddings",
    "Retrieve and cite relevant passages",
    "Inspect source files",
    "Explain architecture"
  ],
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    "Vector Search",
    "Codex",
    "Claude Code",
    "Cursor",
    "OpenAgentSkill CLI"
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  "install": {
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      "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."
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    "ready": false,
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      }
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    "handoff_url": "https://www.openagentskill.com/api/skills/qdrant-qdrant-client/install",
    "manifest_url": "https://www.openagentskill.com/api/registry/manifest/qdrant-qdrant-client"
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      "stars": "1.3K GitHub stars",
      "repoActivity": "1.3K stars, 234 forks",
      "lastPushed": "3mo since push",
      "license": "Apache-2.0",
      "repository": "https://github.com/qdrant/qdrant-client",
      "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, database access",
      "documentation": "Usable metadata, review docs",
      "agentOutcomes": "No agent outcome data yet"
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      "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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      "allowed": false,
      "sandbox_required": true,
      "reason": "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."
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      "vector-search"
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    "known_risks": [
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  "agent_proven": {
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    "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,
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      "successRate": null,
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      "recentFailureRate": null,
      "riskBlocked": 0,
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      "notRelevant": 0,
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      "avgTimeToUsefulMs": null,
      "productionOutcomes": 0,
      "humanReviewRequired": 0,
      "uniqueAgents": 0,
      "lastOutcomeAt": null
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    "signals": [],
    "penalties": [
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  "audit": {
    "score": 87,
    "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."
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    "label": "Reviewed with permission notes",
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    "human_review_required": true,
    "blocked": false,
    "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."
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  "quality": {
    "score": 96,
    "label": "Excellent"
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    "maintenance": "3mo since push",
    "risk": "Needs review"
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    "high-compliance environments without internal security review",
    "No major risk signals from current metadata",
    "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.",
    "Production credentials, payments, or irreversible account changes without explicit human review",
    "Sensitive private data before reviewing repository code, license, and permission surface"
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    "install_policy": "review",
    "minimum_review_before_use": [
      "Trust: 84/100 Strong shortlist",
      "Audit: 87/100 Needs review",
      "Safety: 67/100 Avoid automatic install",
      "Review repository, license, install command, and permission surface before production use."
    ],
    "expected_agent_output": {
      "selected_skill": "qdrant-qdrant-client (Qdrant Client)",
      "install_command": "",
      "risk_summary": "Needs review; Reviewed with permission notes; Low metadata risk",
      "verification_result": "Report the smallest successful task, files touched, warnings, and any missing setup."
    }
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    "expected_outcomes": [
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      "failed",
      "not_relevant",
      "blocked_by_risk",
      "setup_required"
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    "payload_template": {
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      "task": "Use Qdrant Client in an agent workflow",
      "agent": "codex",
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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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  "endpoints": {
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    "api": "https://www.openagentskill.com/api/agent/skills/qdrant-qdrant-client",
    "audit": "https://www.openagentskill.com/skills/qdrant-qdrant-client/audit",
    "eval": "https://www.openagentskill.com/api/agent/evals?slug=qdrant-qdrant-client&task=Use%20Qdrant%20Client%20in%20an%20agent%20workflow&max_risk=medium",
    "resolve": "https://www.openagentskill.com/api/agent/resolve?task=Use%20Qdrant%20Client%20in%20an%20agent%20workflow&agent=codex&max_risk=medium",
    "receipt": "https://www.openagentskill.com/api/agent/receipt?task=Use%20Qdrant%20Client%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text",
    "install": "https://www.openagentskill.com/api/skills/qdrant-qdrant-client/install",
    "manifest": "https://www.openagentskill.com/api/registry/manifest/qdrant-qdrant-client"
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}