Skip to content
SkillCheatSheet Sign in

qdrant-search-quality-diagnosis

An AI agent skill from github/awesome-copilot, scored 65 out of 100 by code.

65/ 100C

Code score by group

  • Spec16/20
  • Description16/20
  • Procedure7/15
  • Done criteria4/15
  • Resources7/10
  • Scripts5/8
  • Safety7/7
  • Upkeep3/5

It loses the most points in Done criteria (11), the group that checks whether there is a checklist and a step that verifies the work.

What the author says it does

Diagnoses Qdrant search quality issues. Use when someone reports 'results are bad', 'wrong results', 'not relevant results', 'missing matches', 'recall is low', 'approximate search worse than exact', 'which embedding model', or 'quality dropped after quantization'. Also use when search quality degrades without obvious changes.

This is the description in the skill's own SKILL.md, written by its author, not by SkillCheatSheet.

Repository
github/awesome-copilot
Folder
skills/qdrant-search-quality/diagnosis
License
MIT
GitHub stars
41,064
SKILL.md lines
54
Other files
0

Add qdrant-search-quality-diagnosis to your agent

npx skills add github/awesome-copilot --skill qdrant-search-quality-diagnosis

The command uses the open skills CLI. A skill is instructions and scripts your agent will follow, so read it first: open the folder on GitHub at the commit that was scored.

More skills from github/awesome-copilot

  1. shopify-review-triage

    Use this skill when someone wants public Shopify App Store reviews, low-star reviews, or merchant feedback triaged, prioritized, clustered, or turned into a product or support bri…

    Verified92A
  2. eyeball

    Document analysis with inline source screenshots. When you ask Copilot to analyze a document, Eyeball generates a Word doc where every factual claim includes a highlighted screens…

    Verified90A
  3. code-tour

    Use this skill to create CodeTour .tour files — persona-targeted, step-by-step walkthroughs that link to real files and line numbers. Trigger for: "create a tour", "make a code to…

    Verified89A
  4. java-mcp-server-generator

    Use this skill when the user wants to create a Model Context Protocol (MCP) server in Java or in a Spring Boot app. Also use it when the user wants AI agents, such as GitHub Copil…

    Verified89A
  5. brag-sheet

    Turn vague "what did I do?" into evidence-backed impact statements for performance reviews, self-reviews, promotion packets, and weekly updates. Uniquely mines Copilot CLI session…

    Verified86A
  6. build-evidence-map

    Build an auditable evidence map for a contested technical choice, research synthesis, proposal review, or consequential decision. Use when Copilot must preserve supporting, contra…

    Verified86A
  7. python-mcp-server-generator

    Use this skill when the user wants to create a new Model Context Protocol (MCP) server in Python. Also use it to expose Python functions, an API, or a database to AI clients as MC…

    Verified86A
  8. excalidraw-diagram-generator

    Generate Excalidraw diagrams from natural language descriptions. Use when asked to "create a diagram", "make a flowchart", "visualize a process", "draw a system architecture", "cr…

    85A

All skills in github/awesome-copilot

Scores come from a snapshot of 300 public GitHub repositories taken on 12 November 2026. Every score is the result of fixed checks run by code; no AI is involved. How scoring works.