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。

  1. 1

    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
  2. 2

    其他
    活跃

    AgentX python SDK. Build multi-agent AI workforce. Run evaluation. Trace your agent. Full Observability.

    Python许可证: Apache-2.0
    • a2a
    • agent
    • agent-monitoring
    • evaluation
    • mcp

    github实测增长打开来源 ↗

    68GitHub 星标稳定
  3. 3

    MCP
    活跃

    Production reliability, benchmarking, and evaluation layer for MCP agent runtimes — protocol negotiation, A2A interop, circuit breakers, connection pooling, adaptive streaming, and autoscaling, with measured throughput/latency and a…

    Python许可证: Apache-2.0
    • a2a-protocol
    • agent-to-agent
    • ai-agents
    • async-python
    • autoscaling

    github实测增长打开来源 ↗

    3GitHub 星标稳定
  4. 4

    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 %)
  5. 5

    技能
    活跃

    Mide si tu agente de IA cumple las reglas que le escribiste. Lee el historial local de Claude Code y devuelve un porcentaje por regla. Sin instalar nada, sin red, biblioteca estándar.

    Python许可证: MIT
    • agent-evaluation
    • ai-agents
    • claude-code
    • claude-code-skill
    • claude-code-skills

    github实测增长打开来源 ↗

    安装 git clone https://github.com/jleonceo/adherencia-reglas ~/.claude/skills/adherencia-reglas

    1GitHub 星标稳定
  6. 6

    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
  7. 7

    技能
    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.

    JavaScript许可证: MIT
    • aeo
    • agent-skills
    • ai
    • ai-seo
    • benchmark

    github实测增长打开来源 ↗

    安装 git clone https://github.com/aleclindz/seo-skill-bench ~/.claude/skills/seo-skill-bench

    51GitHub 星标-5 (-8.9 %)
  8. 8

    技能
    活跃

    Claude Code skills where every entry ships receipts — accuracy-gated benchmarks against baseline and placebo, rejects published

    JavaScript许可证: MIT
    • agent-skills
    • ai-agents
    • anthropic
    • benchmark
    • claude

    github实测增长打开来源 ↗

    安装 git clone https://github.com/sjh9714/skill-receipts ~/.claude/skills/skill-receipts

    2GitHub 星标稳定
  9. 9

    智能体
    活跃

    A2A green-agent orchestrator for evaluating agents on the AppWorld benchmark, built on the AgentBeats SDK

    Python
    • a2a-protocol
    • agentbeats
    • appworld
    • evaluation
    • llm-agents

    github实测增长打开来源 ↗

    0GitHub 星标稳定
  10. 10

    技能
    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.

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

    github实测增长打开来源 ↗

    安装 git clone https://github.com/tripleyak/SkillForge ~/.claude/skills/SkillForge

    885GitHub 星标稳定
  11. 11

    技能
    活跃

    Turn one decision into a judged tournament of solutions, then pick the best — a Claude Code skill that generates candidates, auto-derives the rubric, judges independently, and returns a defensible winner.

    JavaScript许可证: MIT
    • ai-agents
    • anthropic
    • claude-code
    • claude-code-plugin
    • claude-skill

    github实测增长打开来源 ↗

    安装 /plugin marketplace add CoriChui/bakeoff

    10GitHub 星标稳定
  12. 12

    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 %)
  13. 13

    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 596GitHub 星标+37 (+1.4 %)
  14. 14

    技能
    活跃

    Skill instalable para Claude Code que mide si tu agente cumple las reglas establecidas. Lee el historial de sesiones de tu disco y devuelve un porcentaje por regla de cumplimiento. Sin instalar nada, sin red, biblioteca estándar.

    Python许可证: MIT
    • ai-evaluation
    • claude
    • claude-code
    • claude-code-plugin
    • claude-code-skill

    github实测增长打开来源 ↗

    安装 /plugin marketplace add jleonceo/skill-adherencia-reglas

    1GitHub 星标稳定
  15. 15

    技能
    休眠

    An assembly line for AI software development. 35 skills, 11 agent personas, 29 commands. From raw idea to shipped code.

    Shell许可证: MIT
    • agentic-engineering
    • agents
    • claude-code
    • claude-code-plugin
    • claude-code-skills

    github实测增长打开来源 ↗

    安装 /plugin marketplace add aneja5/forge-skills

    3GitHub 星标稳定
  16. 16

    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 星标稳定
  17. 17

    智能体
    休眠

    A Python proof-of-concept for tracing multi-turn Agent-to-Agent (A2A) conversations as a single unified MLflow trace for LLM observability and evaluation.

    Python
    • a2a
    • agent-to-agent
    • ai-agents
    • conversational-ai
    • llm-evaluation

    github实测增长打开来源 ↗

    0GitHub 星标稳定
  18. 18

    技能
    活跃

    Production-grade AI coding rules for Cursor and Claude Code. 15 rules + 9 doc templates + skills + agents + MCP setup. Drop into any project.

    Python许可证: MIT
    • ai-agents
    • ai-coding
    • ai-development
    • ai-engineer
    • automation

    github实测增长打开来源 ↗

    安装 git clone https://github.com/aiagentwithdhruv/ai-dev-stack ~/.claude/skills/ai-dev-stack

    10GitHub 星标稳定
  19. 19

    智能体
    活跃

    Agent 降智检测与自愈公评网络 — an immune system for the AI agent society

    TypeScript许可证: MIT
    • a2a
    • agent
    • agent-guard
    • ai-sre
    • drift-detection

    github实测增长打开来源 ↗

    1GitHub 星标稳定
  20. 20

    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 %)
  21. 21

    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
  22. 22

    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 ↗

    166GitHub 星标+25 (+17.7 %)
  23. 23

    MCP
    休眠

    Open-source Python framework to deploy AI agents via HTTP, A2A, and MCP with built-in observability

    Python许可证: MIT
    • a2a
    • a2a-client
    • a2a-server
    • agent-evaluation
    • agentic-ai

    github实测增长打开来源 ↗

    5GitHub 星标稳定
  24. 24

    智能体
    活跃

    Deterministic crash tests for agent control planes: paired worlds, hard stops, budgets, scopes, approvals, and hash-linked receipts.

    TypeScript许可证: Apache-2.0
    • a2a
    • agent-evaluation
    • ai-agents
    • benchmark
    • deterministic-replay

    github实测增长打开来源 ↗

    1GitHub 星标稳定
  25. 25

    智能体
    活跃

    Generic DeepSeek Harness (dsh) plugins: A2A protocol server, session storage mirror, and Langfuse observability.

    TypeScript许可证: MIT
    • agent2agent
    • ai-agents
    • cordis
    • deepseek-harness
    • dsh

    github实测增长打开来源 ↗

    1GitHub 星标稳定