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 ibm-self-serve-assets/building-blocks --skill application-observabilitygit clone --depth 1 https://github.com/ibm-self-serve-assets/building-blocksWrote 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/ibm-self-serve-assets/building-blocks/application-observability)<a href="https://agentmods.dev/skills/ibm-self-serve-assets/building-blocks/application-observability"><img src="https://agentmods.dev/badge/skills/ibm-self-serve-assets/building-blocks/application-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/ibm-self-serve-assets/building-blocks/application-observability"><img src="https://agentmods.dev/badge/skills/ibm-self-serve-assets/building-blocks/application-observability.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 2 findings, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium MCP Rug Pull · line 335 npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.Fix: Pin the version: npx @scope/[email protected]
- medium MCP Rug Pull · line 345 npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.Fix: Pin the version: npx @scope/[email protected]
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 | $0.00065 | $0.07109 |
| Opus 5.5 | $0.00026 | $0.02844 |
| Sonnet 5.5 | $0.00013 | $0.01422 |
| Haiku 4.5 | $0.00006 | $0.00711 |
Grade A, and why
instana-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 1mo 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 — 616 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Application Observability with Instana
This skill covers five workflows. Identify which applies to the current task and follow that section. Supporting reference files are in the sub-folders alongside this skill.
MANDATORY — Deterministic Dashboard Rules
Read this section before any dashboard generation task.
When generating an Application Observability dashboard using this skill, IBM Bob must produce an identical UI architecture across every invocation. The following rules are absolute and override any personal judgment about alternative visualizations, layouts, or designs.
You MUST NOT:
- Invent new dashboards, tabs, or layouts
- Change chart types
- Change chart titles
- Rearrange charts or KPI cards
- Rename tabs
- Add or remove primary tabs
- Replace Carbon components with another UI framework
- Generate alternative visual themes
- Change navigation patterns
- Create different layouts based on personal interpretation
- Replace required charts because another visualization seems more appropriate
You MUST:
- Use exactly 3 primary tabs: Service Overview, Trace Details, Intelligent Analysis & Insights — in that order
- Use exactly 5 KPI cards in the Service Overview tab: Calls / Requests, Mean Latency, P95 Latency, Error Rate, Affected Services — in that order
- Use exactly 5 charts in the Service Overview tab in a 3-row 2-column grid layout (the 3 time-series charts — Calls Over Time, Latency Over Time, Error Rate Over Time — have been removed because this Instana instance returns too few buckets for meaningful line charts on sparse traffic)
- Use the IBM Carbon Design System with IBM Dark Theme (
g100via<Theme theme="g100">) for all UI components - Use Plotly for all charts with dark-theme styled layout and coordinates
- Retain every defined component even when telemetry is unavailable — display a standardised
No data availablestate instead of removing the component - Use the centralized
dashboardConfig.jsto drive all layout, tab order, KPI order, chart order, and component configuration - Externalise all environment-specific configuration through
.env
What ships with it
22 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.
- instana-api-client/api-doc-template.md 4.9 KB
- instana-api-client/api-patterns.md 17 KB
- instana-api-client/endpoint-reference.md 12 KB
- instana-api-client/error-handling.md 6.2 KB
- instana-api-client/performance-patterns.md 4.2 KB
- instana-api-client/testing-patterns.md 5.2 KB
- instana-dashboard/carbon-components.md 21 KB
- instana-dashboard/chart-templates.md 6.5 KB
- instana-dashboard/component-templates.md 23 KB
- instana-dashboard/dashboard-config-template.js 8.8 KB runs code
- instana-dashboard/dashboard-patterns.md 7.9 KB
- instana-dashboard/dashboard-style-guide.md 4.5 KB
- instana-dashboard/plotly-chart-templates.md 14 KB
- instana-dashboard/tab-templates.md 33 KB
- instana-dashboard/trace-modal-template.md 9.1 KB
- instana-dashboard/ui-spec.md 17 KB
- instana-monitoring-setup/env-template-carbon.env 2.8 KB
- instana-monitoring-setup/env-template.env 4.9 KB
- instana-monitoring-setup/setup-checklist.md 3.9 KB
- instana-trace-analysis/analysis-metrics.md 2.5 KB
- instana-trace-analysis/analysis-queries.md 6.3 KB
- instana-trace-analysis/analysis-report-template.md 2.1 KB
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.
- 1mo ago Changed · +241 lines 199066095457
- 2mo ago First seen · 375 lines · 65 tokens per session scan A 1ee8da7829ab
instana-observability is a skill published in the GitHub repository ibm-self-serve-assets/building-blocks (28 stars, last pushed yesterday), licensed Apache-2.0. It adds 65 tokens to every session and 7,109 once invoked, about $0.0003 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 2026-08-30.
instana-observability compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| instana-observabilityibm-self-serve-assets/building-blocks | Skill | 28 | yesterday | Apache-2.0 | A | 65 | Claude Code, Codex |
| imagegenopenai/codex | Skill | 133k | yesterday | Apache-2.0 | A | 113 | Codex |
| playwright-climicrosoft/playwright | Skill | 99k | yesterday | Apache-2.0 | A | 19 | Claude Code |
| local-ai-agentsmicrosoft/ai-agents-for-beginners | Skill | 79k | 4d ago | MIT | A | 200 | Claude Code, Codex |
| systematic-debuggingobra/superpowers | Skill | 313k | 3d ago | MIT | A | 21 | Claude Code |
| next-cache-components-adoptionvercel/next.js | Skill | 143k | yesterday | MIT | A | 95 | Claude Code |
| next-partial-prefetching-adoptionvercel/next.js | Skill | 143k | yesterday | MIT | A | 103 | Claude Code |