Borrowing it
Nothing to install: this file belongs to SecondLifes/code-intel. 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/SecondLifes/code-intel/main/.agents/skills/qdrant-monitoring/SKILL.mdgit clone --depth 1 https://github.com/SecondLifes/code-intelWrote 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/skills/secondlifes/code-intel/qdrant-monitoring)<a href="https://agentmods.dev/skills/secondlifes/code-intel/qdrant-monitoring"><img src="https://agentmods.dev/badge/skills/secondlifes/code-intel/qdrant-monitoring/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/skills/secondlifes/code-intel/qdrant-monitoring"><img src="https://agentmods.dev/badge/skills/secondlifes/code-intel/qdrant-monitoring.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 | $0.00083 | $0.00410 |
| Opus 5 | $0.00042 | $0.00205 |
| Sonnet 5 | $0.00017 | $0.00082 |
| Haiku 4.5 | $0.00008 | $0.00041 |
Grade A, and why
qdrant-monitoring 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 8d 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.
What it actually says
Qdrant Monitoring
Usage
| You say | What happens |
|---|---|
| "Is Qdrant healthy?" / "why is search slow?" / "GPU/memory looks off" | Check /api/health's gpu field first (this repo's own indicator for the onnxruntime-gpu pin working correctly) before general Qdrant metric analysis — a CodeIntel-specific symptom often traces back to the dependency-pin trap documented in AGENTS.md, not a Qdrant server issue. |
| "Set up Prometheus/Grafana for Qdrant" | Follow this skill's monitoring docs directly — no CodeIntel-specific override. |
| Ambiguous/no specific monitoring question | Determine first: setting up new monitoring, or diagnosing an active issue — the two paths differ. |
Qdrant monitoring allows tracking performance and health of your deployment, and identifying issues before they become outages. First determine whether you need to set up monitoring or diagnose an active issue.
- Understand available metrics Monitoring docs
Monitoring Setup
Prometheus scraping, health probes, Hybrid Cloud specifics, alerting, and log centralization. Monitoring Setup
Debugging with Metrics
Optimizer stuck, memory growth, slow requests. Using metrics to diagnose active production issues. Debugging with Metrics
What ships with it
2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 8d ago First seen · 33 lines · 83 tokens per session scan A 2f771751fa84
qdrant-monitoring is a skill published in the GitHub repository SecondLifes/code-intel (2 stars, last pushed 7d ago), licensed Apache-2.0. It adds 83 tokens to every session and 410 once invoked, about $0.0004 per session on Opus 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 2026-08-31.
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