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

69

工具排名

Ranked by known GitHub stars, highest first; archived repositories come after maintained repositories. 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。

  1. 1

    其他
    活跃

    The fastest path to AI-powered full stack observability, even for lean teams.

    Go许可证: GPL-3.0
    • ai
    • alerting
    • cncf
    • data-visualization
    • database

    github实测增长打开来源 ↗

    80 412GitHub 星标+85 (+0.11 %)
  2. 2

    其他
    活跃

    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…

    TypeScript
    • apm
    • application-monitoring
    • distributed-tracing
    • go
    • good-first-issue

    github实测增长打开来源 ↗

    32 003GitHub 星标+50 (+0.16 %)
  3. 3

    其他
    活跃

    Mastra is the modern TypeScript framework for AI-powered applications and agents.

    TypeScript
    • agents
    • ai
    • chatbots
    • evals
    • javascript

    github实测增长打开来源 ↗

    27 658GitHub 星标+128 (+0.46 %)
  4. 4

    其他
    活跃

    eBPF-based Networking, Security, and Observability

    Go许可证: Apache-2.0
    • bpf
    • cncf
    • cni
    • containers
    • ebpf

    github实测增长打开来源 ↗

    25 047GitHub 星标+29 (+0.12 %)
  5. 5

    智能体
    活跃

    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.

    Go许可证: Apache-2.0
    • cloud-native
    • devops
    • docker
    • ebpf
    • golang

    github实测增长打开来源 ↗

    12 068GitHub 星标+8 (+0.07 %)
  6. 6

    MCP
    活跃

    🫖 Status page with uptime monitoring & API monitoring as code 🫖

    TypeScript许可证: AGPL-3.0
    • alerting
    • incident-management
    • mcp
    • mcp-server
    • monitoring

    github实测增长打开来源 ↗

    9 056GitHub 星标+31 (+0.34 %)
  7. 7

    技能
    活跃

    YAO = Yielding AI Outcomes. A rigorous engineering, evaluation, governance, and portability system for reusable agent skills.

    Python许可证: MIT
    • agent-skills
    • ai-agents
    • evaluation
    • governance
    • meta-skill

    github实测增长打开来源 ↗

    安装 git clone https://github.com/yaojingang/yao-meta-skill ~/.claude/skills/yao-meta-skill

    2 577GitHub 星标+35 (+1.4 %)
  8. 8

    技能
    活跃

    Build tested agent skills and govern their lifecycle through a user-defined marketplace: evidence, discovery, updates, rollback, quarantine, and 17-platform distribution.

    Python许可证: MIT
    • agent-skills
    • ai-agents
    • claude-code
    • codex
    • cursor

    github实测增长打开来源 ↗

    安装 git clone https://github.com/FrancyJGLisboa/agent-skill-creator ~/.claude/skills/agent-skill-creator

    2 367GitHub 星标+28 (+1.2 %)
  9. 9

    MCP
    活跃

    A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.

    Go许可证: Apache-2.0
    • a2a
    • a2a-protocol
    • ag-ui
    • agent
    • agent-framework

    github实测增长打开来源 ↗

    1 759GitHub 星标+18 (+1.0 %)
  10. 10

    其他
    活跃

    Open-source observability tool that uses AI agents to self-heal your software

    TypeScript许可证: Apache-2.0
    • ai
    • llm
    • memory
    • observability
    • opentelemetry

    github实测增长打开来源 ↗

    1 404GitHub 星标+2 (+0.14 %)
  11. 11

    其他
    活跃

    AI SRE AgenticOps for Kubernetes and cloud infrastructure.

    Python
    • agenticops
    • ai
    • aiops
    • aisre
    • cloud

    github实测增长打开来源 ↗

    782GitHub 星标+1 (+0.13 %)
  12. 12

    技能
    活跃

    A test runner for agentskills.io-style AI agent skills

    TypeScript许可证: MIT
    • agent-evals
    • agent-skills
    • agentskills
    • ai-agents
    • cli

    github实测增长打开来源 ↗

    安装 git clone https://github.com/darkrishabh/agent-skills-eval ~/.claude/skills/agent-skills-eval

    719GitHub 星标+13 (+1.8 %)
  13. 13

    智能体
    活跃

    DataBuff is an AI-native APM built on Opentelemetry，with multi-agent troubleshooting out of the box.

    Java许可证: AGPL-3.0
    • aiops
    • apm
    • application-monitoring
    • devops
    • distributed-tracing

    github实测增长打开来源 ↗

    642GitHub 星标+32 (+5.2 %)
  14. 14

    技能
    活跃

    Open-source infrastructure that turns scattered SKILL.md files into curated, retrieval-ready agent-skill corpora—with retrieval and evaluation tooling included.

    Python许可证: Apache-2.0
    • agent-memory
    • agent-skills
    • ai-agents
    • benchmark
    • dataset

    github实测增长打开来源 ↗

    安装 git clone https://github.com/EverMind-AI/SkillCorpus ~/.claude/skills/SkillCorpus

    424GitHub 星标+170 (+66.9 %)
  15. 15

    技能
    活跃

    Multi-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.

    Python许可证: Apache-2.0
    • agent-evaluation
    • agent-security
    • agent-skills
    • agentic-ai
    • benchmark

    github实测增长打开来源 ↗

    安装 git clone https://github.com/NVIDIA/SkillEvaluator ~/.claude/skills/SkillEvaluator

    389GitHub 星标+57 (+17.2 %)
  16. 16

    技能
    活跃

    Dashboard for monitoring claude code sessions.

    Python许可证: Apache-2.0
    • agents
    • agentskills
    • claude-code
    • claude-code-plugin
    • claude-code-skills

    github实测增长打开来源 ↗

    安装 /plugin marketplace add JayantDevkar/claude-code-karma

    323GitHub 星标+2 (+0.62 %)
  17. 17

    MCP
    活跃

    AURA is a production-tested SRE agent platform you can deploy in minutes. AURA handles the guardrails, APIs, state management, streaming, and failure handling required to put AI to work safely on production infrastructure.

    Rust许可证: Apache-2.0
    • a2a
    • ai-agent-framework
    • ai-agents
    • ai-sre
    • aiops

    github实测增长打开来源 ↗

    254GitHub 星标-3 (-1.2 %)
  18. 18

    技能
    活跃

    🪢 Langfuse documentation -- Langfuse is the open source LLM Engineering Platform. Observability, evals, prompt management, playground and metrics to debug and improve LLM apps

    MDX许可证: MIT
    • agent-skills
    • agents
    • genai
    • hacktoberfest
    • langfuse

    github实测增长打开来源 ↗

    安装 git clone https://github.com/langfuse/langfuse-docs ~/.claude/skills/langfuse-docs

    239GitHub 星标+3 (+1.3 %)
  19. 19

    技能
    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.

    Python许可证: GPL-3.0
    • a2a-protocol
    • ag-ui-protocol
    • agent-platform
    • agentic-ai
    • agents

    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-platform

    198GitHub 星标-1 (-0.50 %)
  20. 20

    智能体
    活跃

    The Operating System for Scalable Enterprise AI Agents - Run, orchestrate, and deploy Compliant Enterprise AI Agents at scale across frameworks, without lock-in, rewrites or fragile glue code. Native support for MCP, A2A. Interface with all…

    Python许可证: Apache-2.0
    • a2a
    • adk
    • ai-agents
    • aws
    • azure

    github实测增长打开来源 ↗

    156GitHub 星标+19 (+13.9 %)
  21. 21

    技能
    活跃

    Research-backed, eval-driven skills for AI agents

    Python许可证: Apache-2.0
    • agent-skills
    • ai-agents
    • codex
    • design
    • evals

    github实测增长打开来源 ↗

    安装 git clone https://github.com/ZSeven-W/craft-skills ~/.claude/skills/craft-skills

    142GitHub 星标+18 (+14.5 %)
  22. 22

    其他
    活跃

    Evidence-first infrastructure for reproducible, isolated executable evaluation and online rewards.

    Python许可证: Apache-2.0
    • benchmark
    • kubernetes
    • llm-evaluation
    • llm-infrastructure
    • ray

    github实测增长打开来源 ↗

    140GitHub 星标+24 (+20.7 %)
  23. 23

    技能
    活跃

    🐙 ADLC Team Skills — Agentic SDLC for Engineering Teams

    Shell许可证: MIT
    • adr
    • agent-skills
    • agentic-sdlc
    • ai-coding
    • developer-tools

    github实测增长打开来源 ↗

    安装 git clone https://github.com/tikalk/adlc-team-skills ~/.claude/skills/adlc-team-skills

    132GitHub 星标+1 (+0.76 %)
  24. 24

    技能
    活跃

    Skills, prompts, and instructions for building AI agents on top of Dynatrace production context

    JavaScript许可证: Apache-2.0
    • agent-skills
    • ai-agents
    • claude-code
    • devops
    • dql

    github实测增长打开来源 ↗

    安装 git clone https://github.com/Dynatrace/dynatrace-for-ai ~/.claude/skills/dynatrace-for-ai

    132GitHub 星标+4 (+3.1 %)
  25. 25

    MCP
    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…

    JavaScript许可证: MIT
    • agent-orchestration
    • agent-skill
    • agent-skills
    • ai-agents
    • ai-coding

    github实测增长打开来源 ↗

    129GitHub 星标-4 (-3.0 %)