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 jkomyno/.dotfiles --skill aws-observabilitygit clone --depth 1 https://github.com/jkomyno/.dotfilesWrote 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/jkomyno/.dotfiles/aws-observability)<a href="https://agentmods.dev/skills/jkomyno/.dotfiles/aws-observability"><img src="https://agentmods.dev/badge/skills/jkomyno/.dotfiles/aws-observability/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/jkomyno/.dotfiles/aws-observability"><img src="https://agentmods.dev/badge/skills/jkomyno/.dotfiles/aws-observability.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 | $0.00221 | $0.06701 |
| Opus 5.5 | $0.00088 | $0.02680 |
| Sonnet 5.5 | $0.00044 | $0.01340 |
| Haiku 4.5 | $0.00022 | $0.00670 |
Grade A, and why
aws-observability 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 16d 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 — 303 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AWS Observability
Overview
Domain expertise for AWS observability across metrics, logs, and traces, for two products that share the CloudWatch name but are separate services with separate control planes, data models, and APIs:
| CloudWatch | CloudWatch Omni | |
|---|---|---|
| What it is | Log groups, metric namespaces, alarms, Log Insights, X-Ray, Application Signals | Application Observability / Agent Observability. A Space per account per Region is the access boundary over the account's CloudWatch Dataset (OpenTelemetry logs, traces, and metrics); the Dataset is a CloudWatch resource the Space reads, not something the Space contains |
| Control plane | aws cloudwatch, aws logs, aws xray, aws application-signals |
aws cloudwatchomni (endpoint prefix cloudwatch-omni, signing name cloudwatch) |
| Query | Log Insights query language; GetMetricData | SQL over logs.default / traces.default; PromQL over metrics; named views |
| Notify | Alarms (metric, composite, anomaly) | Alerts (SQL/PromQL rule, contributors, OK/WARNING/CRITICAL/NODATA) |
| Topology | Application Signals service map | Context graph (GetContextGraph) |
| Access | IAM only | Domain → Space → access grants and access profiles (set up in setting-up-cloudwatch-observability) |
| Only here | Dynamic Instrumentation, Synthetics canaries, CloudTrail auditing, EMF | Agent-quality evaluation, views, context graph |
| References | references/cloudwatch/ |
references/cloudwatch-omni/ |
Enabling Omni does not replace CloudWatch; log groups, metrics, and alarms keep working, and most customers use both.
Works best with the AWS MCP server — enables running CLI commands, querying CloudWatch, and validating configurations directly. All guidance also works with standard AWS CLI access.
Note: Reference files contain specific runtime versions, quota values, and feature matrices that may change. When precision matters (e.g. deploying to production, choosing a runtime, or checking a quota), confirm values against current AWS documentation rather than relying solely on the values in these files.
What ships with it
60 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.
- .aws-skill-metadata 18 B
- assets/cloudwatch/alarm-template.ts 3.9 KB runs code
- assets/cloudwatch/otel-config.yaml 1.9 KB
- references/cloudwatch-omni/agent-evaluation.md 94 KB
- references/cloudwatch-omni/alerts.md 101 KB
- references/cloudwatch-omni/concepts.md 28 KB
- references/cloudwatch-omni/context-graph.md 29 KB
- references/cloudwatch-omni/dashboards.md 73 KB
- references/cloudwatch-omni/programmatic-access.md 8.5 KB
- references/cloudwatch-omni/query/promql-metrics.md 62 KB
- references/cloudwatch-omni/query/sql-logs-traces.md 37 KB
- references/cloudwatch-omni/query/views.md 11 KB
- references/cloudwatch/alarms.md 12 KB
- references/cloudwatch/application-signals-cicd-metadata.md 6.5 KB
- references/cloudwatch/application-signals-onboarding.md 20 KB
- references/cloudwatch/appsignals-guides/ec2-dotnet.md 18 KB
- references/cloudwatch/appsignals-guides/ec2-java.md 12 KB
- references/cloudwatch/appsignals-guides/ec2-nodejs.md 21 KB
- references/cloudwatch/appsignals-guides/ec2-python.md 27 KB
- references/cloudwatch/appsignals-guides/ecs-dotnet.md 9.6 KB
- references/cloudwatch/appsignals-guides/ecs-java.md 6.9 KB
- references/cloudwatch/appsignals-guides/ecs-nodejs.md 7.9 KB
- references/cloudwatch/appsignals-guides/ecs-python.md 9.3 KB
- references/cloudwatch/appsignals-guides/eks-dotnet.md 5.3 KB
- references/cloudwatch/appsignals-guides/eks-java.md 5.3 KB
- references/cloudwatch/appsignals-guides/eks-nodejs.md 5.5 KB
- references/cloudwatch/appsignals-guides/eks-python.md 6.6 KB
- references/cloudwatch/appsignals-guides/lambda-dotnet.md 5.2 KB
- references/cloudwatch/appsignals-guides/lambda-java.md 5.6 KB
- references/cloudwatch/appsignals-guides/lambda-nodejs.md 6.4 KB
- references/cloudwatch/appsignals-guides/lambda-python.md 6.9 KB
- references/cloudwatch/cloudtrail.md 5.3 KB
- references/cloudwatch/dashboards.md 5.8 KB
- references/cloudwatch/dynamic-instrumentation.md 39 KB
- references/cloudwatch/dynamic-instrumentation/breakpoint-creation.md 16 KB
- references/cloudwatch/dynamic-instrumentation/call-tree-and-directions.md 5.7 KB
- references/cloudwatch/dynamic-instrumentation/snapshot-parsing.md 4.2 KB
- references/cloudwatch/log-insights.md 7.0 KB
- references/cloudwatch/metrics.md 7.4 KB
- references/cloudwatch/synthetics.md 6.5 KB
- references/cloudwatch/tracing.md 9.4 KB
- references/cloudwatch/troubleshooting.md 7.5 KB
- scripts/cloudwatch-omni/capture_dataset_from_traces.py 18 KB runs code
- scripts/cloudwatch-omni/evaluate_traces.py 42 KB runs code
- scripts/cloudwatch-omni/test_evaluate_traces.py 12 KB runs code
- scripts/cloudwatch/di_app_signals_client.py 3.3 KB runs code
- scripts/cloudwatch/di_capture.py 8.5 KB runs code
- scripts/cloudwatch/di_constants.py 560 B runs code
- scripts/cloudwatch/di_crud_rendering.py 13 KB runs code
- scripts/cloudwatch/di_crud_tools.py 29 KB runs code
- scripts/cloudwatch/di_error_translation.py 5.6 KB runs code
- scripts/cloudwatch/di_formatting.py 992 B runs code
- scripts/cloudwatch/di_gateway.py 7.0 KB runs code
- scripts/cloudwatch/di_instrumentation.py 13 KB runs code
- scripts/cloudwatch/di_location.py 15 KB runs code
- scripts/cloudwatch/di_logs_client.py 4.2 KB runs code
- scripts/cloudwatch/di_region.py 2.0 KB runs code
- scripts/cloudwatch/di_result.py 2.0 KB runs code
- scripts/cloudwatch/di_session.py 2.0 KB runs code
- scripts/cloudwatch/di_snapshot_parsing.py 11 KB runs code
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.
- 16d ago First seen · 303 lines · 221 tokens per session scan A b3b5a49f8c8f
aws-observability is a skill published in the GitHub repository jkomyno/.dotfiles (5 stars, last pushed 15d ago), licensed MIT. It adds 221 tokens to every session and 6,701 once invoked, about $0.0009 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 2026-10-22.
aws-observability compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| aws-observabilityjkomyno/.dotfiles | Skill | 5 | 15d ago | MIT | A | 221 | Claude Code, Codex |
| gke-compute-classesgoogle/skills | Skill | 23k | today | Apache-2.0 | A | 83 | Claude Code, Codex |
| gke-reliabilitygoogle/skills | Skill | 23k | today | Apache-2.0 | A | 85 | Claude Code, Codex |
| gke-workload-securitygoogle/skills | Skill | 23k | today | Apache-2.0 | A | 171 | Claude Code, Codex |
| cloud-architectJeffallan/claude-skills | Skill | 12k | 8d ago | MIT | A | 71 | Claude Code |
| nemo-automodel-launcher-configNVIDIA/skills | Skill | 3.9k | yesterday | Apache-2.0 | A | 30 | Claude Code |
| azure-mgmt-botservice-dotnetmicrosoft/skills | Skill | 3.2k | yesterday | MIT | A | 78 | Claude Code |