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

    MCP
    活跃

    Governed local-LLM observability: model policy, prompt scanner, capture proxy, 21 tools.

    Python许可证: MIT

      mcp实测增长打开来源 ↗

      安装 claude mcp add ai-guardian -- uvx ai-guardian-aiops

      0GitHub 星标稳定
    • 2

      智能体
      活跃

      Local-first control plane for durable, governed agent teams: DAG orchestration, approvals, memory, signed skills, trace contracts, and realtime.

      Python许可证: Apache-2.0
      • a2a-protocol
      • agentic-ai
      • ai-agents
      • fastapi
      • llmops

      github实测增长打开来源 ↗

      0GitHub 星标稳定
    • 3

      智能体
      活跃

      A local A2A event and continuity service for agent applications, with structured history, provenance-safe transcripts, literal search, and natural-language queries.

      Python许可证: BSD-2-Clause
      • a2a
      • agent-memory
      • ai-agents
      • event-sourcing
      • fastapi

      github实测增长打开来源 ↗

      1GitHub 星标稳定
    • 4

      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
    • 5

      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
    • 6

      智能体
      活跃

      A lightweight Python library that decouples agentic runtime from applications it builds

      Python许可证: MIT
      • a2a
      • agent-runtime
      • agents
      • observability
      • portability

      github实测增长打开来源 ↗

      1GitHub 星标稳定
    • 7

      其他
      活跃

      Terminal-first validation harness for reviewing PRDs, RFCs, strategy docs, and experiment plans.

      TypeScript
      • ai-agents
      • claude-code
      • claude-code-skills
      • cli
      • evals

      github实测增长打开来源 ↗

      1GitHub 星标稳定
    • 8

      智能体
      休眠

      A safety-first multi-agent mental health companion with real-time distress tracking, triple-layer guardrails, and evidence-based grounding techniques. Built for Kaggle × Google Agents Intensive 2025 Capstone (Agents for Good Track)

      Python
      • a2a-protocol
      • agent-evaluation
      • agents-for-good
      • ai-agents
      • crisis-support

      github实测增长打开来源 ↗

      1GitHub 星标稳定
    • 9

      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
    • 10

      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
    • 11

      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
    • 12

      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
    • 13

      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
    • 14

      智能体
      休眠

      An AI-powered multi-agent system that demonstrates clinical triage, OTC medication recommendations, and e-pharmacy integration for respiratory conditions. Built with modular agents that collaborate to provide safe, intelligent healthcare…

      Python
      • agent-to-agent
      • agentic-ai
      • aiagent
      • antigravity-ide
      • cursor-ai

      github实测增长打开来源 ↗

      0GitHub 星标稳定
    • 15

      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
    • 16

      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+2 (+4.2 %)
    • 17

      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
    • 18

      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
    • 19

      智能体
      活跃

      The agent framework where the model never holds the trigger — every consequential action clears your policy first, waits for a human when it matters, and lands on a record you can verify. Build on it, or put it around the agent you already…

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

      github实测增长打开来源 ↗

      1GitHub 星标稳定
    • 20

      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 %)
    • 21

      其他
      活跃

      Local-first Agentic AI Infrastructure Platform with LLM Gateway, Agent DAG Runtime, MCP Tool Hub, A2A Agent Mesh, Local RAG, Tool Sandbox and Observability.

      Python
      • a2a
      • agent-runtime
      • ai-infra
      • deepseek
      • fastapi

      github实测增长打开来源 ↗

      1GitHub 星标稳定
    • 22

      技能
      休眠

      🔍 AI observability skill for Claude Code. Debug LangChain/LangGraph agents by fetching execution traces from LangSmith Studio directly in your terminal.

      许可证: MIT
      • agent-debugging
      • ai-agents
      • claude-skills
      • claude-skills-creator
      • claude-skills-hub

      github实测增长打开来源 ↗

      安装 git clone https://github.com/OthmanAdi/langsmith-fetch-skill ~/.claude/skills/langsmith-fetch-skill

      27GitHub 星标稳定
    • 23

      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
    • 24

      其他
      休眠

      Official Python SDK for GT8004 — AI agent observability with MCP, A2A, x402 payment tracking. FastAPI, Flask, FastMCP middleware included.

      Python许可证: MIT
      • a2a
      • ai-agent
      • analytics
      • fastapi
      • flask

      github实测增长打开来源 ↗

      1GitHub 星标稳定
    • 25

      智能体
      休眠

      Policy-enforced observability and fail-closed guardrails for MCP/A2A multi-agent systems.

      Rust
      • a2a
      • ai-agents
      • llm-security
      • mcp
      • multi-agent

      github实测增长打开来源 ↗

      26GitHub 星标稳定