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

123

工具排名

Ranked by creation date, newest first; undated entries come last. 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

    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
  2. 2

    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+1 (+0.07 %)
  3. 3

    技能
    活跃

    Glanceable Claude Code and Codex state in your terminal tabs: white=idle, blue=working, orange=waiting. Multi-terminal (iTerm2, WezTerm, AI Power Term), a live status bar with Anthropic usage limits, /sfl and /nil window save-and-restore,…

    Shell许可证: MIT
    • ai-workflow-observability
    • claude-code
    • claude-code-hooks
    • claude-code-skill
    • claude-code-skills

    github实测增长打开来源 ↗

    安装 git clone https://github.com/wasulajr/headsup ~/.claude/skills/headsup

    1GitHub 星标稳定
  4. 4

    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 %)
  5. 5

    其他
    活跃

    A Go-native framework for LLM agents, with OpenTelemetry observability built in.

    Go许可证: Apache-2.0
    • a2a
    • agents
    • ai
    • anthropic
    • bedrock

    github实测增长打开来源 ↗

    10GitHub 星标稳定
  6. 6

    智能体
    休眠

    The reliability and interoperability layer for AI agents. A2A-native. MCP-bridged.

    Python许可证: Apache-2.0
    • a2a
    • agent-framework
    • agents
    • ai
    • ai-safety

    github实测增长打开来源 ↗

    1GitHub 星标稳定
  7. 7

    智能体
    活跃

    Multi-agent SRE on-call investigator that auto-triages Slack/Discord infrastructure alerts via AWS Bedrock AgentCore, fanning out to specialized agents (CloudWatch, EKS, Slack/Discord scanners) for parallel investigation.

    Python
    • a2a-protocol
    • anthropic
    • aws-bedrock
    • aws-lambda
    • bedrock-agentcore

    github实测增长打开来源 ↗

    3GitHub 星标稳定
  8. 8

    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
  9. 9

    技能
    活跃

    Two Claude Code skills for adversarial code review (single-model PAR and multi-model MMAR with cross-critique to catch hallucinations), plus a fixture-based eval suite.

    Python
    • ai-agents
    • claude-code-plugin
    • code-review
    • evals
    • python

    github实测增长打开来源 ↗

    安装 /plugin marketplace add prime-radiant-inc/parallel-adversarial-review

    17GitHub 星标稳定
  10. 10

    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

    723GitHub 星标+15 (+2.1 %)
  11. 11

    MCP
    活跃

    8 MCP SMB products — standalone AI servers for SMBs: Guardrails, FinOps, Observability, Router, Trust Score, Memory, ThinkSecure, A2A Lite. 37 tools, TNC credits billing.

    Python许可证: MIT
    • a2a-protocol
    • ai-governance
    • finops
    • guardrails
    • mcp

    github实测增长打开来源 ↗

    1GitHub 星标稳定
  12. 12

    技能
    活跃

    Audit which Claude Code skills you actually use — surface dead installs and hallucinated invocations from your session logs.

    TypeScript许可证: MIT
    • anthropic
    • audit
    • claude
    • claude-code
    • claude-code-plugin

    github实测增长打开来源 ↗

    安装 /plugin marketplace add sfrangulov/skill-graveyard

    10GitHub 星标+1 (+11.1 %)
  13. 13

    技能
    活跃

    Real-time execution trace and cost intelligence for Claude Code

    TypeScript许可证: MIT
    • agentic-workflow
    • ai-productivity
    • anthropic
    • anthropic-claude
    • claude

    github实测增长打开来源 ↗

    安装 /plugin marketplace add DeibyGS/claudestat

    34GitHub 星标稳定
  14. 14

    其他
    休眠

    A Claude Code skill that adds a rubric-based eval layer to any agent project. Framework-agnostic — generates rubric, test cases, judge prompt, and harness. Returns a weighted score plus a judge-leniency signal.

    HTML
    • agent-evaluation
    • anthropic
    • claude-code
    • claude-code-skill
    • evals

    github实测增长打开来源 ↗

    13GitHub 星标稳定
  15. 15

    MCP
    活跃

    Query Spanlens LLM observability from Cursor, Claude Desktop, or Continue via MCP.

    ↓ 32 下载/周TypeScript许可证: MIT

      mcp实测增长打开来源 ↗

      安装 claude mcp add mcp-server -- npx @spanlens/mcp-server

      12GitHub 星标稳定
    • 16

      智能体
      休眠

      Contract-based testing for LLM agents: hybrid evaluation, multi-agent + A2A, deterministic replay.

      Python许可证: MIT
      • a2a
      • agents
      • contracts
      • evaluation
      • llm

      github实测增长打开来源 ↗

      0GitHub 星标稳定
    • 17

      技能
      活跃

      Sentry instrumentation skill for system-behavior tracking

      Shell许可证: MIT
      • agent-skills
      • claude-skills
      • codex-skill
      • instrumentation
      • monitoring

      github实测增长打开来源 ↗

      安装 git clone https://github.com/tortastudios/sentry-instrumentation ~/.claude/skills/sentry-instrumentation

      24GitHub 星标稳定
    • 18

      智能体
      活跃

      MemroOS / memroos: memory OS and governance layer for AI agents, agent workflows, dispatch, proof, and context continuity.

      TypeScript
      • a2a
      • agent-governance
      • agent-memory
      • agent-orchestration
      • agent-workflows

      github实测增长打开来源 ↗

      7GitHub 星标稳定
    • 19

      智能体
      休眠

      Real-time debugging proxy for Agent2Agent (A2A) multi-agent systems

      许可证: MIT
      • a2a
      • agent2agent
      • debugging
      • debugging-tool
      • developer-tools

      github实测增长打开来源 ↗

      3GitHub 星标稳定
    • 20

      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 589GitHub 星标+38 (+1.5 %)
    • 21

      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 %)
    • 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

      技能
      活跃

      Marketing Mix Model expert agent plugin for Claude Code - pymc-marketing v0.18.2+

      Python
      • claude-code-agent
      • claude-code-plugin
      • claude-code-skill
      • data-analysis
      • data-analytics

      github实测增长打开来源 ↗

      安装 /plugin marketplace add Yakoub-ai/agent-mmm

      4GitHub 星标稳定
    • 24

      智能体
      活跃

      Provide clear documentation for AgentStack’s MCP protocol, plugins, and ecosystem API with usage examples and tool references.

      • a2a
      • anthropic
      • claude-code
      • crewai
      • deep-learning

      github实测增长打开来源 ↗

      0GitHub 星标稳定

    学习与参考资源

    Ranked by creation date, newest first; undated entries come last. 这些资源可单独访问，不参与主要排名。

    1. 1

      production-ai-engineering

      智能体
      活跃打开来源 ↗

      Handbook técnico aberto sobre engenharia de IA em produção: ML tradicional, LLMs, RAG, agentes, segurança, observabilidade, FinOps e deployment.

      Markdown
      • a2a-protocol
      • agentic-ai
      • ai
      • ai-agents
      • ai-engineering
      github资源实测增长
      1GitHub 星标稳定