kieker: Observability framework, that consists of an monitoring and tracing agent, and compatible analysis tools

by kieker-monitoring · Agent Tool · ★ 114

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Security audit verdict: SAFE · quality 64/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

apmdistributed-tracingdynamic-analysisframeworkjavamonitoringobservabilitytracing

Quick Facts

Stars114
Forks47
LanguageJava
CategoryAgent Tool
LicenseApache-2.0
Quality Score64/100
Open Issues764
Last Updated2026-10-07
Created2015-06-25
Platformsjava
Est. Tokens~17k

About kieker

Kieker Observability Framework The internal behavior of large-scale software systems cannot be determined on the basis of static (e.g., source code) analysis alone. Kieker provides complementary dynamic analysis capabilities, i.e., tracing, monitoring and analyzing a software system’s runtime behavior — enabling application performance monitoring and architecture discovery.

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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