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

117

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。

  1. 1

    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+7 (+0.06 %)
  2. 2

    技能
    活跃

    Mini Program Engineering Skill Suite is an Agent Skill suite for evidence‑first mini‑program development. It helps agents bring WeChat or other mini‑program projects from vague intent to reliable engineering work: project intake, product…

    Python许可证: MIT
    • agent-skills
    • ai-agents
    • alipay
    • ci-cd
    • claude-code

    github实测增长打开来源 ↗

    安装 git clone https://github.com/NocodeMrLi/mini-program-engineering-skill-suite ~/.claude/skills/mini-program-engineering-skill-suite

    45GitHub 星标+6 (+15.4 %)
  3. 3

    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

    240GitHub 星标+4 (+1.7 %)
  4. 4

    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

    135GitHub 星标+4 (+3.1 %)
  5. 5

    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

    324GitHub 星标+3 (+0.93 %)
  6. 6

    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 ↗

    783GitHub 星标+2 (+0.26 %)
  7. 7

    MCP
    活跃

    Deterministic, local-only audit reports for Claude Code AI agent sessions. Rust + SQLite. Zero network calls. MCP server for agents.

    HTML许可证: MIT
    • agent-monitoring
    • agentic-ai
    • ai-agents
    • ai-engineering
    • audit

    github实测增长打开来源 ↗

    22GitHub 星标+2 (+10.0 %)
  8. 8

    MCP
    活跃

    MCP server for Langfuse LLM observability — trace and observation analysis.

    TypeScript许可证: MIT

      mcp实测增长打开来源 ↗

      安装 claude mcp add langfuse -- npx langfuse-observability-mcp-server

      80GitHub 星标+2 (+2.6 %)
    • 9

      技能
      活跃

      Agent Skill evaluation harness for paired variants, trace artifacts, and runner adapters

      Python许可证: MIT
      • agent-skills
      • evals
      • python
      • skills

      github实测增长打开来源 ↗

      安装 git clone https://github.com/adewale/skill-eval-harness ~/.claude/skills/skill-eval-harness

      73GitHub 星标+2 (+2.8 %)
    • 10

      技能
      活跃

      Vendor-neutral OpenTelemetry skills for AI coding agents, grounded in upstream sources

      Shell许可证: Apache-2.0
      • agent-skills
      • ai
      • observability
      • opentelemetry

      github实测增长打开来源 ↗

      安装 git clone https://github.com/ollygarden/opentelemetry-agent-skills ~/.claude/skills/opentelemetry-agent-skills

      97GitHub 星标+1 (+1.0 %)
    • 11

      技能
      活跃

      Production patterns for agent orchestrators, harnesses, evals, MCP/A2A interoperability, memory, provider routing, and LLM usage metering.

      Python许可证: MIT
      • a2a
      • agent-orchestration
      • agent-skills
      • ai-agents
      • developer-tools

      github实测增长打开来源 ↗

      安装 git clone https://github.com/ssheleg/agent-stack ~/.claude/skills/agent-stack

      2GitHub 星标+1 (+100.0 %)
    • 12

      MCP
      活跃

      Log Claude Code sessions to Opik, the open-source LLM observability and evaluation platform, built by Comet. Tracing, evaluation, and skills for observable AI applications.

      Go许可证: Apache-2.0
      • ai-agent
      • claude-ai
      • claude-code-plugin
      • llm-observation
      • mcp-server

      github实测增长打开来源 ↗

      22GitHub 星标+1 (+4.8 %)
    • 13

      技能
      活跃

      local-first analytics for AI agent skills

      TypeScript
      • agent-skills
      • analytics
      • bun
      • claude-code
      • cli

      github实测增长打开来源 ↗

      安装 git clone https://github.com/crafter-station/skill-kit ~/.claude/skills/skill-kit

      77GitHub 星标+1 (+1.3 %)
    • 14

      技能
      活跃

      Make Claude Opus 4.8 behave like Claude Fable 5 — doctrine output style, drift-catching hooks, and an eval loop against golden Fable transcripts. Claude Code plugin.

      Shell许可证: MIT
      • anthropic
      • claude
      • claude-code
      • claude-code-plugin
      • evals

      github实测增长打开来源 ↗

      安装 /plugin marketplace add rennf93/opus-fable-playbook

      34GitHub 星标+1 (+3.0 %)
    • 15

      MCP
      活跃

      Open-source, self-hosted control plane for OpenClaw and Hermes AI-agent fleets on Docker/Kubernetes — REST, CLI, and MCP.

      TypeScript许可证: Apache-2.0
      • agent-management
      • agent-ops
      • agent-orchestration
      • ai-agent-platform
      • ai-agents

      github实测增长打开来源 ↗

      50GitHub 星标+1 (+2.0 %)
    • 16

      智能体
      活跃

      Amazon Bedrock AgentCore enterprise platform accelerator with AWS CDK, Terraform organization guardrails, MCP/A2A agents, security, memory, and observability.

      Python许可证: Apache-2.0
      • a2a-protocol
      • agentcore
      • agentcore-agent
      • agentcore-gateway
      • agentcore-identity

      github实测增长打开来源 ↗

      6GitHub 星标+1 (+20.0 %)
    • 17

      其他
      活跃

      A command-line tool to scaffold and manage enterprise-ready AI Agents powered by the A2A (Agent-to-Agent) protocol

      Go许可证: Apache-2.0
      • a2a
      • agents
      • ai
      • containerized
      • docker

      github实测增长打开来源 ↗

      14GitHub 星标+1 (+7.7 %)
    • 18

      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 %)
    • 19

      技能
      活跃

      Anchor — the production-grade AGENTS.md template for AI coding agents. 51 sections of battle-tested rules. Keep your agents grounded.

      许可证: MIT
      • agent-instructions
      • agents-md
      • ai-agent-instructions
      • ai-coding
      • ai-coding-agent

      github实测增长打开来源 ↗

      安装 git clone https://github.com/peva3/anchor ~/.claude/skills/anchor

      8GitHub 星标稳定
    • 20

      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

      199GitHub 星标稳定
    • 21

      MCP
      活跃

      Vendor-neutral OpenTelemetry tracing for A2A agents and MCP services, with W3C context propagation and privacy-safe telemetry.

      Python许可证: MIT
      • a2a
      • agent2agent
      • agentic-ai
      • ai-agents
      • clean-architecture

      github实测增长打开来源 ↗

      1GitHub 星标稳定
    • 22

      MCP
      活跃

      AgentGateway — 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…

      • agent-to-agent
      • ai-gateway
      • api-gateway
      • apis-json
      • cncf

      github实测增长打开来源 ↗

      0GitHub 星标稳定
    • 23

      智能体
      休眠

      OpenTelemetry semantic conventions and instrumentation for agent provenance, derivation lineage, and acceptance criteria evaluation. Fills the Microsoft AI stack observability gap.

      Python
      • a2a-protocol
      • agentic-ai
      • ai-agents
      • observability
      • opentelemetry

      github实测增长打开来源 ↗

      0GitHub 星标稳定
    • 24

      技能
      休眠

      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.

      Python
      • agent-skills
      • ai-safety
      • anti-lie
      • audit
      • factuality

      github实测增长打开来源 ↗

      安装 git clone https://github.com/lc198707/anti-lie ~/.claude/skills/anti-lie

      89GitHub 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. 1

      awesome-llm-observability

      技能
      活跃打开来源 ↗

      50+ curated LLM observability tools PLUS 26 Agent Skills (several with runnable, unit-tested scripts) to build, evaluate, debug, secure & monitor reliable LLM apps. Tracing, evals, guardrails, LLMOps.

      Python
      • ai-agents
      • ai-engineering
      • ai-observability
      • awesome
      • awesome-list
      github

      安装 git clone https://github.com/ContextJet-ai/awesome-llm-observability ~/.claude/skills/awesome-llm-observability

      资源实测增长
      33GitHub 星标+2 (+6.5 %)