工具说明为英文。
LLM 可观测性
LLM 应用的监控、追踪、评估和质量管理。
用途
活跃度
排序方式
122
工具排名
按实测增长排序，并在不同来源间归一化。 原始值保留各自的数据窗口；计算变化需要 7 天内至少两次测量。
- 19 060GitHub 星标+31 (+0.34 %)
- 2活跃
mlflow
智能体The 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…
github实测增长打开来源 ↗
27 817GitHub 星标+86 (+0.31 %) - 3活跃
Prefect is a workflow orchestration framework for building resilient data pipelines in Python.
github实测增长打开来源 ↗
23 783GitHub 星标+67 (+0.28 %) - 4783GitHub 星标+2 (+0.26 %)
- 525 070GitHub 星标+42 (+0.17 %)
- 6活跃
signoz
其他SigNoz 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…
github实测增长打开来源 ↗
32 012GitHub 星标+42 (+0.13 %) - 722 511GitHub 星标+24 (+0.11 %)
- 8活跃
netdata
其他The fastest path to AI-powered full stack observability, even for lean teams.
github实测增长打开来源 ↗
80 432GitHub 星标+78 (+0.10 %) - 9活跃
kubeshark
智能体eBPF-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.
github实测增长打开来源 ↗
12 068GitHub 星标+7 (+0.06 %) - 10活跃
🟪 Open-source runtime that ships any LangGraph or Google ADK agent as a production-ready FastAPI service. Bundled , AG-UI copilotkit API, chat UI, 15+ guardrails, MCP, OpenTelemetry, OIDC. One pip install. Self-hosted, no vendor lock-in.
github实测增长打开来源 ↗
安装
git clone https://github.com/Idun-Group/idun-agent-platform ~/.claude/skills/idun-agent-platform199GitHub 星标稳定 - 11休眠
anti-lie
技能Don't make LLMs honest. Make every factual claim auditable. — An LLM Claim Auditing Layer with T1-T7 truth gradients. 98.1% business effectiveness on LiarBench v0.2.
github实测增长打开来源 ↗
安装
git clone https://github.com/lc198707/anti-lie ~/.claude/skills/anti-lie89GitHub 星标稳定 - 12活跃
AgentX python SDK. Build multi-agent AI workforce. Run evaluation. Trace your agent. Full Observability.
github实测增长打开来源 ↗
68GitHub 星标稳定 - 13活跃
A 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.
github实测增长打开来源 ↗
安装
git clone https://github.com/tripleyak/SkillForge ~/.claude/skills/SkillForge885GitHub 星标稳定 - 14104GitHub 星标稳定
- 15活跃
langfuse-mcp
MCPA Model Context Protocol (MCP) server for Langfuse, enabling AI agents to query Langfuse trace data for enhanced debugging and observability
github实测增长打开来源 ↗
105GitHub 星标稳定 - 16活跃
The container platform tailored for Kubernetes multi-cloud, datacenter, and edge management ⎈ 🖥 ☁️
github实测增长打开来源 ↗
安装
git clone https://github.com/kubesphere/kubesphere ~/.claude/skills/kubesphere17 035GitHub 星标稳定 - 17活跃
Build tested agent skills and govern their lifecycle through a user-defined marketplace: evidence, discovery, updates, rollback, quarantine, and 17-platform distribution.
github实测增长打开来源 ↗
安装
git clone https://github.com/FrancyJGLisboa/agent-skills-platform ~/.claude/skills/agent-skills-platform2 376GitHub 星标稳定 - 18活跃
Self-hosted AI SRE for Kubernetes — zero-instrumentation eBPF observability plus a copilot that fixes issues through guardrailed, self-verifying actions. BYO-LLM, air-gapped capable.
github实测增长打开来源 ↗
131GitHub 星标-4 (-3.0 %) - 19活跃
74 open-source Agent Skills for Claude Code and Codex: AI SEO, AEO and GEO, code review with an A-F ship grade, CI gates, AI evals, design systems, conversion copy, Instagram growth, iOS and Android app shipping, creator rights, and…
github实测增长打开来源 ↗
129GitHub 星标-4 (-3.0 %) - 20活跃
Open benchmark for Claude Code SEO skills — real headless execution against fixture sites with planted-defect answer keys. Deterministic scoring, pre-registered rubric.
github实测增长打开来源 ↗
安装
git clone https://github.com/aleclindz/seo-skill-bench ~/.claude/skills/seo-skill-bench51GitHub 星标-5 (-8.9 %) - 21活跃
anchor
技能Anchor — the production-grade AGENTS.md template for AI coding agents. 51 sections of battle-tested rules. Keep your agents grounded.
github实测增长打开来源 ↗
安装
git clone https://github.com/peva3/anchor ~/.claude/skills/anchor8GitHub 星标稳定 - 22活跃
a2a-otel-kit
MCPVendor-neutral OpenTelemetry tracing for A2A agents and MCP services, with W3C context propagation and privacy-safe telemetry.
github实测增长打开来源 ↗
1GitHub 星标稳定 - 23活跃
agentgateway
MCPAgentGateway — independent third-party profile of a public API surface, by API Evangelist. AgentGateway is an open-source, AI-native proxy and gateway for routing, observing, and governing traffic to and from AI agents, LLM providers, and…
github实测增长打开来源 ↗
0GitHub 星标稳定 - 24休眠
OpenTelemetry semantic conventions and instrumentation for agent provenance, derivation lineage, and acceptance criteria evaluation. Fills the Microsoft AI stack observability gap.
github实测增长打开来源 ↗
0GitHub 星标稳定
学习与参考资源
按实测增长排序，并在不同来源间归一化。 这些资源可单独访问，不参与主要排名。
- 1活跃打开来源 ↗
Curated + scored map of official MCP servers and agents for DevOps, Cloud, SRE, and Platform Engineering — every entry rated on production access, approval gates, and audit evidence.
github资源实测增长77GitHub 星标稳定