skills: Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring

by qdrant · Codex Skill · ★ 261

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

How to install skills

npx skills add qdrant/skills
/plugin marketplace add qdrant/skills

Taken from the project's README on GitHub. Check the security audit before running it.

Security audit verdict: SAFE · quality 73/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

agent-skillsai-agentsclaude-codecodexcursorembeddingshybrid-searchmonitoringmultitenancyperformance

Quick Facts

Stars261
Forks31
LanguagePython
CategoryCodex Skill
LicenseApache-2.0
Quality Score73/100
Open Issues9
Last Updated2026-10-22
Created2026-01-29
Platformsclaude-code, codex, python
Est. Tokens~14k

About skills

Qdrant Skills - Agent Skills for Qdrant Vector Search Agent skills for building with Qdrant vector search Skills encode deep Qdrant knowledge so coding agents can make the engineering decisions that determine whether vector search works well: quantization, sharding, tenant isolation, hybrid search, model migration, and more. Philosophy Skills are not documentation.

Compatible Skills

These tools work well together with skills for enhanced workflows:

  • Dragon-Brain — semantic(0.29)+complementary+rare_topics+same_lang+similar_pop+shared_platform (60%)

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

View on GitHub → Browse Codex Skill tools