← All skills

qdrant-anomaly-detection

100 / 100 · Low risk

Fine to try.

By topoteretes/cognee-hackathons (GitHub) · data · 12 stars · scanned at commit cf4f966

Detect anomalies in procurement data using Qdrant vector operations. Covers centroid-based outlier detection, near-duplicate finding via batch recommend, amount z-score analysis, and vendor variance scoring. Use when building anomaly detection, fraud detection, or data quality features.

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'qdrant-anomaly-detection' ] || [ -L ~/.agents/skills/'qdrant-anomaly-detection' ]; then echo 'A skill folder named qdrant-anomaly-detection already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/topoteretes/cognee-hackathons' "$d" && git -C "$d" checkout --quiet 'cf4f9669ea6195a3b2ece030422d5bdb463363a5' -- 'ai-memory-hackathon-2026-02-07/.github/skills/qdrant-anomaly-detection' && mkdir -p ~/.agents/skills && cp -R "$d"/'ai-memory-hackathon-2026-02-07/.github/skills/qdrant-anomaly-detection' ~/.agents/skills/'qdrant-anomaly-detection' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'qdrant-anomaly-detection' ~/.claude/skills/'qdrant-anomaly-detection' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

Badge for your README

The badge for topoteretes/cognee-hackathons shows the score of its lowest-scoring skill.

[![SkillTrust](https://zalavijaysinh.github.io/skilltrust/badges/topoteretes/cognee-hackathons.svg)](https://zalavijaysinh.github.io/skilltrust/repos/topoteretes/cognee-hackathons/)

Score history