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/kora-projects/kora-skillsnpx agentmods add skills/kora-projects/kora-skills/kora-telemetry-tracingWrote 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/kora-projects/kora-skills/kora-telemetry-tracing)<a href="https://agentmods.dev/skills/kora-projects/kora-skills/kora-telemetry-tracing"><img src="https://agentmods.dev/badge/skills/kora-projects/kora-skills/kora-telemetry-tracing/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/kora-projects/kora-skills/kora-telemetry-tracing"><img src="https://agentmods.dev/badge/skills/kora-projects/kora-skills/kora-telemetry-tracing.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 | $0.00055 | $0.02452 |
| Opus 5 | $0.00028 | $0.01226 |
| Sonnet 5 | $0.00011 | $0.00490 |
| Haiku 4.5 | $0.00006 | $0.00245 |
Grade A, and why
kora-telemetry-tracing 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 10d 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 — 248 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Kora Telemetry Tracing
Kora sub-skill — obey the kora-v1 meta rules on every task: R0 ensure
.kora-agent/docs+examples are cloned · R1 read this sub-skill before writing code · R2 Kora APIs only — no Spring/Micronaut/Quarkus, no invented annotations or config keys · R3 journal any incorrect Kora usage. Add comments/Javadoc only if asked.
Kora collects traces in the OpenTelemetry standard and exports them in OTLP format. The framework already emits baseline spans for supported modules (HTTP server/client, database, Kafka, gRPC); you add an exporter module, point it at a collector, and optionally create manual spans for business steps the framework cannot infer.
Read this when:
- adding an OTLP exporter (
OpentelemetryGrpcExporterModuleorOpentelemetryHttpExporterModule), - configuring
tracing.exportertoward Jaeger, Zipkin, or Grafana Tempo, - creating manual spans with the injected
Tracerand correct parent context, - propagating
OpentelemetryContextacross async / coroutine boundaries, - overriding the default
Sampler.
Quick Start
1. Dependency
The example repo pins the BOM via kora-parent; all Kora artifacts inherit that version, so never version a ru.tinkoff.kora:* artifact yourself.
=== "Java" ```groovy dependencies { koraBom platform("ru.tinkoff.kora:kora-parent:1.2.19") annotationProcessor "ru.tinkoff.kora:annotation-processors"
// OTLP over gRPC (recommended)
implementation "ru.tinkoff.kora:opentelemetry-tracing-exporter-grpc"
// Alternative: OTLP over HTTP
// implementation "ru.tinkoff.kora:opentelemetry-tracing-exporter-http"
}
```
=== "Kotlin" ```groovy dependencies { koraBom platform("ru.tinkoff.kora:kora-parent:1.2.19") ksp "ru.tinkoff.kora:symbol-processors"
implementation("ru.tinkoff.kora:opentelemetry-tracing-exporter-grpc")
// implementation("ru.tinkoff.kora:opentelemetry-tracing-exporter-http")
}
```
What ships with it
9 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.
- assets/application.tracing.conf.template 542 B
- assets/Application.tracing.java.template 542 B
- assets/Application.tracing.kt.template 490 B
- assets/build.gradle.tracing.template 650 B
- assets/TracingService.java.template 1.6 KB
- assets/TracingService.kt.template 1.2 KB
- evals/evals.json 5.8 KB
- references/exporter-setup-reference.md 5.6 KB
- references/spans-and-context-reference.md 8.4 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.
- 10d ago First seen · 248 lines · 55 tokens per session scan A ea357beddfde
kora-telemetry-tracing is a skill published in the GitHub repository kora-projects/kora-skills (1 stars, last pushed 9d ago), licensed Apache-2.0. It adds 55 tokens to every session and 2,452 once invoked, about $0.0003 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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