Borrowing it
Nothing to install: this file belongs to qdrant/skills. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/qdrant/skills/main/AGENTS.mdgit clone --depth 1 https://github.com/qdrant/skillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/qdrant/skills/agents-md)<a href="https://agentmods.dev/instructions/qdrant/skills/agents-md"><img src="https://agentmods.dev/badge/instructions/qdrant/skills/agents-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/qdrant/skills/agents-md"><img src="https://agentmods.dev/badge/instructions/qdrant/skills/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00690 | $0.00690 |
| Opus 5.5 | $0.00276 | $0.00276 |
| Sonnet 5.5 | $0.00138 | $0.00138 |
| Haiku 4.5 | $0.00069 | $0.00069 |
Grade A, and why
skills AGENTS.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 79 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Qdrant Skills
Project overview
Agent skills for Qdrant vector search, built on the Agent Skills standard.
- Repository:
github.com/qdrant/skills - Format: Markdown SKILL.md files with YAML frontmatter
- Compatible agents: Claude Code, Cursor, OpenCode, OpenAI Codex, Pi
Project structure
skills/
qdrant-scaling/ # hub: links to sub-skills
SKILL.md
minimize-latency/ # leaf: actual guidance
SKILL.md
scaling-data-volume/ # hub: links to sub-skills
SKILL.md
horizontal-scaling/
vertical-scaling/
sliding-time-window/
tenant-scaling/
scaling-qps/
scaling-query-volume/
qdrant-performance-optimization/
SKILL.md
indexing-performance-optimization/
memory-usage-optimization/
search-speed-optimization/
qdrant-search-quality/
SKILL.md
diagnosis/
search-strategies/
hybrid-search/
search-types/
combining-searches/
relevance-feedback/
qdrant-monitoring/
SKILL.md
debugging/
setup/
qdrant-clients-sdk/
qdrant-deployment-options/
qdrant-edge/
qdrant-hybrid-cloud-setup/
qdrant-managed-cloud-quickstart/
qdrant-migration-tool/
qdrant-model-migration/
qdrant-multitenancy/
qdrant-sizing/
qdrant-version-upgrade/
Navigating skills locally
The same tree as the published site, reached by relative path instead of URL. Each SKILL.md links to its sub-skills, and those links are the navigation mechanism; follow them rather than assembling paths yourself.
- Read the
SKILL.mdfor the relevant skill, then follow its relative links to go deeper. Skills nest up to four levels. - If you do not have a link to the skill you need, do not guess the path. Glob
skills/**/SKILL.mdand grep the frontmatterdescriptionfields, which carry theUse whentrigger phrases. - When a tool summarizes a
SKILL.md, preserve its Markdown links exactly as written. They are the only way to reach the deeper skills.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 6d ago Changed · +1 lines · +10 tokens per session b4388468a93b
- 1mo ago Changed · +1 lines · +10 tokens per session 1c61f4f1477e
- 1mo ago Changed · +1 lines · +8 tokens per session 6bc88e11b3b4
- 1mo ago First seen · 76 lines · 662 tokens per session scan A 592ee974fa35
skills AGENTS.md is an instructions file published in the GitHub repository qdrant/skills (265 stars, last pushed yesterday), licensed Apache-2.0. It adds 690 tokens to every session, about $0.0028 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other instructions, from other repositories
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
vscode model-prompts.instructions.md
Model-specific prompt authoring and registry guidelines.