Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/thangchung/agent-engineering-experimentnpx agentmods add skills/thangchung/agent-engineering-experiment/aspire-monitoringWrote 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/thangchung/agent-engineering-experiment/aspire-monitoring)<a href="https://agentmods.dev/skills/thangchung/agent-engineering-experiment/aspire-monitoring"><img src="https://agentmods.dev/badge/skills/thangchung/agent-engineering-experiment/aspire-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/thangchung/agent-engineering-experiment/aspire-monitoring"><img src="https://agentmods.dev/badge/skills/thangchung/agent-engineering-experiment/aspire-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 | $0.00204 | $0.02992 |
| Opus 5 | $0.00102 | $0.01496 |
| Sonnet 5 | $0.00041 | $0.00598 |
| Haiku 4.5 | $0.00020 | $0.00299 |
Grade A, and why
aspire-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 12d 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 — 198 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Aspire Monitoring
Aspire CLI provides full observability locally. For deployed apps, route to platform-specific tools.
Diagnostics Bridge — Where To Look
| Need | Environment | Tool | Command / Route |
|---|---|---|---|
| Console logs | Local dev | Aspire CLI | aspire logs <resource> |
| Structured logs | Local dev | Aspire CLI | aspire otel logs [resource] |
| Distributed traces | Local dev | Aspire CLI | aspire otel traces [resource] |
| Span detail | Local dev | Aspire CLI | aspire otel spans [resource] |
| Resource state | Local dev | Aspire CLI | aspire describe (add --include-hidden if a resource is missing) |
| Telemetry export | Local dev | Aspire CLI | aspire export [resource] |
| Standalone dashboard | Any (no AppHost) | Aspire CLI | aspire dashboard run (foreground/blocking — see below) |
| Browser console / network / screenshots | Local dev (frontend) | Aspire dashboard | Surfaced via Aspire.Hosting.Browsers + WithBrowserLogs() |
| AppHost / deployment definition | Authoring | aspire-deployment skill | → aspire-deployment skill |
| AKS workload (pod logs, pod state) | Deployed AKS | kubectl + Container Insights | kubectl logs <pod>, kubectl describe pod <pod>, Container Insights in Azure Monitor |
| Azure resource health (App Insights, Front Door, NSP, private endpoint) | Deployed Azure | azure-diagnostics | → azure-diagnostics skill |
| App Service / Container Apps logs | Deployed Azure | azure-diagnostics | → azure-diagnostics skill |
| Logs/state | Deployed Docker / Compose | Docker CLI | docker logs <container>, docker compose logs <service> |
Decision tree:
- Is this about AppHost code or deployment definition? →
aspire-deploymentskill. - Is the app running locally via
aspire start? → Aspire CLI. - Is it deployed to AKS? → kubectl + Container Insights for workload;
azure-diagnosticsfor the cluster's Azure resources. - Is it deployed to other Azure (App Service, Container Apps)? →
azure-diagnostics. - Is it deployed to Docker / Compose? →
docker/docker composeCLI.
What ships with it
3 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.
- 12d ago First seen · 198 lines · 204 tokens per session scan A 798ca7187a40
aspire-monitoring is a skill published in the GitHub repository thangchung/agent-engineering-experiment (25 stars, last pushed 1mo ago), licensed MIT. It adds 204 tokens to every session and 2,992 once invoked, about $0.0010 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 2026-08-30.
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