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

76

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

    技能
    活跃

    Make Claude write clearly, for everyone.

    Python许可证: 0BSD
    • claude-code
    • claude-code-plugin
    • controlled-language
    • llm-evaluation
    • output-style

    github实测增长打开来源 ↗

    安装 /plugin marketplace add stefanobaghino/simple-output-styles

    16GitHub 星标稳定
  2. 2

    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 %)
  3. 3

    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
    • 4

      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
    • 5

      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
    • 6

      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
    • 7

      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+2 (+50.0 %)
    • 8

      技能
      活跃

      Axiom is a curated marketplace of shared plugins for Claude Code and Codex.

      Python许可证: MIT
      • agent-skills
      • anthropic
      • claude
      • claude-code
      • claude-code-marketplace

      github实测增长打开来源 ↗

      安装 git clone https://github.com/netopsengineer/axiom ~/.claude/skills/axiom

      5GitHub 星标稳定
    • 9

      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
    • 10

      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
    • 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

      技能
      活跃

      Multi-agent quality gate skill for Claude Code that researches, reviews, tests and challenges AI-generated work before the final answer.

      • agentic-coding
      • agentic-workflow
      • ai-agent-skills
      • ai-code-review
      • ai-workflows

      github实测增长打开来源 ↗

      安装 git clone https://github.com/ma-nucho-pro/supervisor-skill-claude ~/.claude/skills/supervisor-skill-claude

      2GitHub 星标稳定
    • 13

      MCP
      活跃

      A typed, replayable, budget-aware programming language for LLM agents. Compiles to Python & TypeScript.

      Shell
      • a2a
      • agent-framework
      • agentic-ai
      • ai
      • ai-agents

      github实测增长打开来源 ↗

      2GitHub 星标稳定
    • 14

      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
    • 15

      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
    • 16

      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
    • 17

      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
    • 18

      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
    • 19

      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
    • 20

      技能
      活跃

      Run many AIs on one board and keep control of all of it. Deterministic code decides who acts — never a model. A privacy floor keeps sensitive work on your machine, your own tests decide what counts as done, and every action lands on a…

      • a2a
      • agent-orchestration
      • agent-skills
      • ai-agents
      • ai-governance

      github估算动量打开来源 ↗

      安装 git clone https://github.com/sandhusukhdeep2/sc-prism-releases ~/.claude/skills/sc-prism-releases

      1GitHub 星标—
    • 21

      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
    • 22

      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
      • 23

        MCP
        活跃

        Architecture-first Python scaffold for an auditable multi-agent corporate credit desk using A2A, MCP, deterministic credit policies, model routing, and OpenTelemetry.

        Python
        • a2a-protocol
        • agentic-ai
        • auditability
        • clean-architecture
        • credit-risk

        github实测增长打开来源 ↗

        0GitHub 星标稳定

      学习与参考资源

      Ranked by known GitHub stars, highest first; archived repositories come after maintained repositories. 这些资源可单独访问，不参与主要排名。

      1. 1

        Agentic_AI_Engineer

        智能体
        活跃打开来源 ↗

        My complete journey to becoming an Agentic AI Engineer through structured learning, projects, experiments, and production-ready implementations of modern AI systems.

        Jupyter Notebook许可证: MIT
        • a2a-protocol
        • agent-orchestration
        • ai-guardrails
        • fastapi
        • kubernetes
        github资源实测增长
        18GitHub 星标稳定
      2. 2

        trigger_tree

        技能
        活跃打开来源 ↗

        Documentation-discovery telemetry for Claude Code — heat/cold maps, health grade, evidence-backed router fixes. 100% local, zero tokens. /tt

        Python许可证: MIT
        • ai-agents
        • claude-code
        • claude-code-plugin
        • docs-as-code
        • documentation
        github

        安装 /plugin marketplace add Hedde/trigger_tree

        资源实测增长
        14GitHub 星标+1 (+7.7 %)