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

混合排名：实测增长优先。 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

    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
  2. 2

    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
  3. 3

    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
  4. 4

    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
  5. 5

    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
  6. 6

    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
  7. 7

    技能
    活跃

    Agent Skill that asks: should there be an agentic system at all? Then designs, builds, audits, verifies, and ports systems—from workflows to governed teams.

    Python许可证: Apache-2.0
    • agent-skills
    • agentic-ai
    • ai-agents
    • anthropic-skills
    • antigravity

    github实测增长打开来源 ↗

    安装 git clone https://github.com/ingcontartese-netizen/multi-agent-system-architect-v2 ~/.claude/skills/multi-agent-system-architect-v2

    1GitHub 星标稳定
  8. 8

    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
  9. 9

    其他
    活跃

    🔑 HomeStream · 家园·流 — 零成本自托管多Agent协作框架，通往AI世界的那把钥匙 | Zero-cost self-hosted multi-agent framework — The key to AI world

    Python许可证: MIT
    • a2a-protocol
    • agent-framework
    • ai
    • causal-memory
    • event-stream

    github实测增长打开来源 ↗

    0GitHub 星标稳定
  10. 10

    智能体
    休眠

    AgentOps: Multi-agent infrastructure remediation platform. A2A protocol, agent coordination, HITL approval, auto-rollback.

    Python许可证: MIT
    • a2a-protocol
    • ai
    • automation
    • infrastructure
    • llm

    github实测增长打开来源 ↗

    0GitHub 星标稳定
  11. 11

    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
  12. 12

    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
  13. 13

    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
  14. 14

    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
  15. 15

    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
  16. 16

    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
  17. 17

    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
  18. 18

    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
  19. 19

    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
    • 20

      智能体
      活跃

      面向长程研发任务的 Java Agent Harness，支持 A2A 跨语言协作、可恢复执行、上下文工程与 Eval 驱动开发。

      Java许可证: Apache-2.0
      • a2a
      • agentic-ai
      • ai-agents
      • developer-tools
      • evals

      github实测增长打开来源 ↗

      0GitHub 星标稳定
    • 21

      其他
      活跃

      Evidence-first infrastructure for reproducible, isolated executable evaluation and online rewards.

      Python许可证: Apache-2.0
      • benchmark
      • kubernetes
      • llm-evaluation
      • llm-infrastructure
      • ray

      github估算动量打开来源 ↗

      116GitHub 星标—
    • 22

      其他
      活跃

      User-impact-weighted SLO dashboard — measure true 99.99% uptime by actual customer exposure, not raw availability

      Python许可证: MIT
      • devops
      • observability
      • prometheus
      • reliability
      • sli

      github估算动量打开来源 ↗

      100GitHub 星标—

    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

      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