FreeSkills
Commits, branches and sync with the but CLI
- 361361 downloads
- 198198 likes
- 103103 saves
Works with
- Claude Code
- Codex
- Cursor
- and 3 more
Choosing an advanced Qdrant search strategy v1.0.0
Use this resource to pick an advanced Qdrant search strategy based on your relevance problem
New
- 474 downloads
- 237 likes
- 195 saves
Free
Install with the CLI
In a terminal, from the folder you want:
npx --yes palatekit@latest install qdrant-search-strategies-guideWith no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.
First time: connect the CLI with
npx --yes palatekit@latest loginThe agent matches your problem (missing keyword matches, good documents ranked low, results too similar, business logic) to the right strategy, then guides you through implementing it. You get a justified choice, to apply once the embedding model and HNSW configuration have been checked.
Mostly picked by
Updated November 2, 2026
Previews
Details
- Install guides
- Generates with
- Your agent's model
- Licence
- Apache-2.0
Similar resources
View all- Free
FreeSkills
Sentry CLI guide
- 525525 downloads
- 117117 likes
- 128128 saves
Works with- Claude Code
- Codex
- Cursor
- and 3 more
FreeSkills
Drizzle ORM best practices with PostgreSQL
- 407407 downloads
- 194194 likes
- 151151 saves
Works with- Claude Code
- Codex
- Cursor
- and 3 more
FreeSkills
SLO design wizard
- 537537 downloads
- 105105 likes
- 242242 saves
Works with- Claude Code
- Codex
- Cursor
- and 3 more
FreeSkills
User stories and sprint fit
- 451451 downloads
- 150150 likes
- 132132 saves
Works with- Claude Code
- Codex
- Cursor
- and 3 more
FreeSkills
Capacity-based sprint plan
- 423423 downloads
- 192192 likes
- 102102 saves
Works with- Claude Code
- Codex
- Cursor
- and 3 more
FreeSkills
Startup CTO advisor
- 580580 downloads
- 201201 likes
- 242242 saves
Works with- Claude Code
- Codex
- Cursor
- and 3 more
FreeSkills
Creating GitHub pull requests with quality checks
- 427427 downloads
- 230230 likes
- 196196 saves
Works with- Claude Code
- Codex
- Cursor
- and 3 more
What you get
- SKILL.md: routing table from symptom to strategy
- Sub-folders: hybrid search, combining searches and relevance feedback
Good fit for
- The right documents exist but are ranked low
- Your results are too similar to each other
Not for
Tags
- qdrant
- advanced search
- reranking
- diversity
- relevance feedback
About
You say
“My results are all too similar, which strategy adds diversity?”
Skill published by qdrant under the Apache-2.0 license, delivered in its original version.
Show moreShow less
How to use it
- Install the skill in your agent's skills folder
- Ask your agent to pick an advanced Qdrant search strategy based on your relevance problem
- Review and adjust the result
Content preview
Files
- hybrid-search/combining-searches/SKILL.md7.5 KB
- hybrid-search/search-types/SKILL.md13.2 KB
- hybrid-search/SKILL.md3.9 KB
- LICENSE11.3 KB
- NOTICE-PALATEKIT.md0.5 KB
- relevance-feedback/SKILL.md9.3 KB
- SKILL.md5.5 KB
Origin and licence
Listed unmodified
- Author
- qdrant
- Source
- github.com/qdrant/skills/tree/15793b641b7bc85d2e7dc59be1b796381ce715ba/skills/qdrant-search-quality/search-strategies
- Licence
- Apache-2.0
Notice
« qdrant-search-strategies » (qdrant, Apache-2.0) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.
User reviews
–
No ratings yet
Loading reviews…