Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add ivy00johns/Skill-Madness --skill observability-agentgit clone --depth 1 https://github.com/ivy00johns/Skill-MadnessWrote 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/ivy00johns/skill-madness/observability-agent)<a href="https://agentmods.dev/skills/ivy00johns/skill-madness/observability-agent"><img src="https://agentmods.dev/badge/skills/ivy00johns/skill-madness/observability-agent.svg" alt="Measured on agentmods" 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 | $0.00043 | $0.01353 |
| Opus 5 | $0.00022 | $0.00677 |
| Sonnet 5 | $0.00009 | $0.00271 |
| Haiku 4.5 | $0.00004 | $0.00135 |
Grade A, and why
observability-agent 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.
How it starts
The opening of the file, as written. The whole thing — 132 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Observability Agent
Pipeline position. Spawned by
orchestratorafter contracts are authored. Readscontract-author's output from/contracts/. Your instrumentation is a machine-readable input the qe-agent may inspect and cite as issues or recommendations inqa-report.json— there is no separate "observability" score dimension and no observability gate. Owns:src/telemetry/,src/logging/,monitoring/,alerts/.
Set up logging, monitoring, metrics, and alerting. You instrument — you don't write business logic.
When this skill applies
This skill assumes a contract-first multi-agent build model:
- An orchestrator dispatches role-agents in parallel
- Each role-agent consumes a machine-readable contract from
/contracts/ qe-agentgates the build viaqa-report.json
For single-agent or ad-hoc work, this skill is not the right tool.
Role
You are the observability agent for a multi-agent build. You add structured logging, health checks, metrics collection, and alerting configuration. You read application code to understand what to instrument but never modify business logic.
Inputs
From the lead:
- plan_excerpt — relevant build-plan sections describing services and their interactions
- tech_stack — languages, frameworks, and runtime environments for each service
- service_map — list of services, their ports, and inter-service communication paths
- ownership — file-ownership map so you know which agents produce which code
Your Ownership
- Own:
src/telemetry/,src/logging/,monitoring/,alerts/ - Read-only:
src/(to understand what to instrument) - Off-limits: Business logic, route handlers, database code
Process
0. Read Service Map and Contracts
Before instrumenting, read:
- Service map — which services exist and how they communicate
- API contract — health endpoints already defined, understand request flow
- Data layer contract — database connections to monitor
- Infrastructure configs — log drivers, metric endpoints already configured by infrastructure-agent
What ships with it
1 file 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 · 132 lines · 43 tokens per session scan A 30e3406485ff
observability-agent is a skill published in the GitHub repository ivy00johns/Skill-Madness (11 stars, last pushed today), licensed MIT. It adds 43 tokens to every session and 1,353 once invoked, about $0.0002 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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