Die Werkzeugbeschreibungen sind auf Englisch.
LLM-Beobachtbarkeit
Monitoring, Traces, Bewertung und Qualität von LLM-Anwendungen.
Anwendungsfall
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Werkzeug-Rangliste
Ranked by known GitHub stars, highest first; archived repositories come after maintained repositories. Rohwerte behalten ihr eigenes Zeitfenster; eine Änderung erfordert mindestens zwei Messungen in 7 Tagen.
- 1Aktiv
netdata
SonstigeThe fastest path to AI-powered full stack observability, even for lean teams.
githubgemessenes WachstumQuelle öffnen ↗
80 402GitHub-Sterne+91 (+0.11 %) - 2Aktiv
signoz
SonstigeSigNoz is an open-source, OpenTelemetry-native observability platform for your team and their AI agents. Get logs, metrics, and traces in one tool with features like APM, distributed tracing, log management, infra monitoring, etc. Combined…
githubgemessenes WachstumQuelle öffnen ↗
31 992GitHub-Sterne+62 (+0.19 %) - 3Aktiv
mlflow
AgentThe open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models…
githubgemessenes WachstumQuelle öffnen ↗
27 768GitHub-Sterne+80 (+0.29 %) - 4Aktiv
mastra
SonstigeMastra is the modern TypeScript framework for AI-powered applications and agents.
githubgemessenes WachstumQuelle öffnen ↗
27 624GitHub-Sterne+121 (+0.44 %) - 5Aktiv
cilium
SonstigeeBPF-based Networking, Security, and Observability
githubgemessenes WachstumQuelle öffnen ↗
25 041GitHub-Sterne+27 (+0.11 %) - 6Aktiv
promptfoo
SonstigeTest your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line and CI/CD integration. Used by OpenAI…
githubgemessenes WachstumQuelle öffnen ↗
24 738GitHub-Sterne+131 (+0.53 %) - 7Aktiv
prefect
BibliothekPrefect is a workflow orchestration framework for building resilient data pipelines in Python.
githubgemessenes WachstumQuelle öffnen ↗
23 759GitHub-Sterne+66 (+0.28 %) - 8Aktiv
vector
SonstigeA high-performance observability data pipeline.
githubgemessenes WachstumQuelle öffnen ↗
22 507GitHub-Sterne+45 (+0.20 %) - 9Aktiv
openobserve
SonstigeOpen source observability platform for logs, metrics, traces, frontend monitoring, pipelines and LLM observability. A sophisticated, simple and highly performant alternative to Datadog, Splunk, and Elasticsearch with 140x lower storage…
githubgemessenes WachstumQuelle öffnen ↗
21 608GitHub-Sterne+115 (+0.54 %) - 10Aktiv
kubesphere
SkillThe container platform tailored for Kubernetes multi-cloud, datacenter, and edge management ⎈ 🖥 ☁️
githubgemessenes WachstumQuelle öffnen ↗
Installieren
git clone https://github.com/kubesphere/kubesphere ~/.claude/skills/kubesphere17 037GitHub-Sterne+9 (+0.05 %) - 11Aktiv
kubeshark
AgenteBPF-powered network observability for Kubernetes. Indexes L4/L7 traffic with full K8s context, decrypts TLS without keys. Queryable by AI agents via MCP and humans via dashboard.
githubgemessenes WachstumQuelle öffnen ↗
12 066GitHub-Sterne+7 (+0.06 %) - 129 079GitHub-Sterne+43 (+0.48 %)
- 13Aktiv
openstatus
MCP🫖 Status page with uptime monitoring & API monitoring as code 🫖
githubgemessenes WachstumQuelle öffnen ↗
9 052GitHub-Sterne+28 (+0.31 %) - 14Aktiv
yao-meta-skill
SkillYAO = Yielding AI Outcomes. A rigorous engineering, evaluation, governance, and portability system for reusable agent skills.
githubgemessenes WachstumQuelle öffnen ↗
Installieren
git clone https://github.com/yaojingang/yao-meta-skill ~/.claude/skills/yao-meta-skill2 577GitHub-Sterne+54 (+2.1 %) - 15Aktiv
agent-skill-creator
SkillBuild tested agent skills and govern their lifecycle through a user-defined marketplace: evidence, discovery, updates, rollback, quarantine, and 17-platform distribution.
githubgemessenes WachstumQuelle öffnen ↗
Installieren
git clone https://github.com/FrancyJGLisboa/agent-skill-creator ~/.claude/skills/agent-skill-creator2 367GitHub-Sterne+30 (+1.3 %) - 16Aktiv
fable-method
SkillThe Fable Workflow: how Claude Fable 5 worked, distilled into skills any model can run, with the eval that keeps it honest. Think / act / prove.
githubgemessenes WachstumQuelle öffnen ↗
Installieren
git clone https://github.com/Sahir619/fable-method ~/.claude/skills/fable-method2 272GitHub-Sterne+19 (+0.84 %) - 17Aktiv
A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.
githubgemessenes WachstumQuelle öffnen ↗
1 759GitHub-Sterne+24 (+1.4 %) - 18Aktiv
superlog
SonstigeOpen-source observability tool that uses AI agents to self-heal your software
githubgemessenes WachstumQuelle öffnen ↗
1 404GitHub-Sterne+2 (+0.14 %) - 19Aktiv
SkillForge
SkillA skill creator that proves its skills work. Evidence-driven skill creation for Claude Code and Codex: baseline-tested generation, per-skill regression evals, ecosystem doctor, cross-runtime compile, and an opt-in proactive advisor.
githubgemessenes WachstumQuelle öffnen ↗
Installieren
git clone https://github.com/tripleyak/SkillForge ~/.claude/skills/SkillForge884GitHub-Sterne+3 (+0.34 %) - 20Aktiv
OpenJudge
SkillOpenJudge: A Unified Framework for Holistic Evaluation and Quality Rewards
githubgemessenes WachstumQuelle öffnen ↗
Installieren
git clone https://github.com/agentscope-ai/OpenJudge ~/.claude/skills/OpenJudge809GitHub-Sterne+10 (+1.3 %) - 21Aktiv
Flawless
SonstigeAI SRE AgenticOps for Kubernetes and cloud infrastructure.
githubgemessenes WachstumQuelle öffnen ↗
782GitHub-Sterne+1 (+0.13 %) - 22Aktiv
agent-skills-eval
SkillA test runner for agentskills.io-style AI agent skills
githubgemessenes WachstumQuelle öffnen ↗
Installieren
git clone https://github.com/darkrishabh/agent-skills-eval ~/.claude/skills/agent-skills-eval719GitHub-Sterne+15 (+2.1 %) - 23Aktiv
databuff
AgentDataBuff is an AI-native APM built on Opentelemetry,with multi-agent troubleshooting out of the box.
githubgemessenes WachstumQuelle öffnen ↗
634GitHub-Sterne+26 (+4.3 %) - 24Aktiv
SkillCorpus
SkillOpen-source infrastructure that turns scattered SKILL.md files into curated, retrieval-ready agent-skill corpora—with retrieval and evaluation tooling included.
githubgemessenes WachstumQuelle öffnen ↗
Installieren
git clone https://github.com/EverMind-AI/SkillCorpus ~/.claude/skills/SkillCorpus424GitHub-Sterne+204 (+92.7 %) - 25Aktiv
SkillEvaluator
SkillMulti-tier framework for evaluating AI agent skills with quality gates, semantic overlap detection, synthetic evaluation dataset generation, and live agent evaluation that measures how skills affect agent behavior.
githubgemessenes WachstumQuelle öffnen ↗
Installieren
git clone https://github.com/NVIDIA/SkillEvaluator ~/.claude/skills/SkillEvaluator389GitHub-Sterne+63 (+19.3 %)