Skill audit report

qdrant-relevance-feedback Audit report.

Expanding the candidate pool via relevance feedback, as an alternative to reranking when a dense retriever is too weak. Use when someone asks about 'Qdrant's Relevance Feedback API', 'improving dense search relevance/recall', 'how to discover/get more relevant results from vector search', 'cheaper/better alternative to reranking', 'using a more heavy/big embedding model for dense search but can't afford it', 'finding more relevant documents beyond the initial search pool', or 'feedback loops'. Also trigger when the user has a search quality problem due to a dense retriever being weak and is considering reranking as a solution — this API may be a better fit

REVIEWED · REVIEWNeeds reviewGenerated Oct 11, 2026Heuristic metadata audit
80
Audit
78
Trust
66
Quality
80
Security
100
Maintain
92
Install

OpenAgentSkill Trust Score

78
Strong shortlist

OpenAgentSkill Trust Score

The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.

GitHub adoption

INFO

62

253 GitHub stars

Stars/forks activity

WARN

57

253 stars, 30 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

100

12d since push

License clarity

PASS

86

Apache-2.0

README/SKILL.md completeness

PASS

86

Metadata includes enough usage and workflow context

Dependency/runtime risk

PASS

82

network or browser surface

Install availability

PASS

92

npx skills add qdrant/skills --skill qdrant-relevance-feedback

Install command safety

PASS

92

standard package or runtime install path

Permission surface

INFO

72

filesystem or document access, network or browser access

Repository evidence

PASS

86

https://github.com/qdrant/skills/tree/main/skills/qdrant-search-quality/search-strategies/relevance-feedback

Review status

WARN

46

AI review approval is missing

Agent Proven outcomes

INFO

54

No agent outcome data yet

Checks

Install and adoption review

7 Passed · 10 Needs review

Install path

92

PASS

npx skills add qdrant/skills --skill qdrant-relevance-feedback

Repository

88

PASS

https://github.com/qdrant/skills/tree/main/skills/qdrant-search-quality/search-strategies/relevance-feedback

License

86

PASS

Apache-2.0

Maintenance

100

PASS

12d since push

AI review

55

CHECK

Review approval is missing

README/SKILL.md completeness

86

PASS

Usable description available

Dependency risk

82

PASS

network or browser surface

Install command safety

92

PASS

standard package or runtime install path

Permission surface

72

CHECK

filesystem or document access, network or browser access

Stars/forks activity

57

FIX

253 stars, 30 forks; issue activity unavailable in current metadata

Adoption

68

INFO

253 GitHub stars

Financial decision safety

58

CHECK

Research-only use: do not treat output as financial advice or execute a position without human approval.

Warnings

  • Financial research output is not financial advice; require human review before any live investment decision
  • AI review approval is missing
  • Financial research output is not financial advice; require human review before any live investment decision.
  • Quality score needs review
  • Stars/forks activity: 253 stars, 30 forks; issue activity unavailable in current metadata
  • Review status: AI review approval is missing

Method

This report combines public metadata, AI review output, repository freshness, install readiness, OpenAgentSkill events, quality scoring, trust checks, and the agent safety gate. It is not a full source-code security review.

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