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

    Build tested agent skills and govern their lifecycle through a user-defined marketplace: evidence, discovery, updates, rollback, quarantine, and 17-platform distribution.

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

    github实测增长打开来源 ↗

    安装 git clone https://github.com/FrancyJGLisboa/agent-skill-creator ~/.claude/skills/agent-skill-creator

    2 367GitHub 星标+20 (+0.85 %)
  2. 2

    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
  3. 3

    MCP
    休眠

    MCP as a Judge: a behavioral MCP that strengthens AI coding assistants via explicit LLM evaluations

    Python许可证: MIT

      mcp实测增长打开来源 ↗

      安装 claude mcp add mcp-as-a-judge -- uvx mcp-as-a-judge

      17GitHub 星标稳定
    • 4

      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 %)
    • 5

      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+29 (+21.2 %)
    • 6

      技能
      活跃

      OpenJudge: A Unified Framework for Holistic Evaluation and Quality Rewards

      Python许可证: Apache-2.0
      • agent
      • agent-skills
      • ai-agent
      • alignment
      • evaluation

      github实测增长打开来源 ↗

      安装 git clone https://github.com/agentscope-ai/OpenJudge ~/.claude/skills/OpenJudge

      812GitHub 星标+7 (+0.87 %)
    • 7

      技能
      活跃

      🟪 Open-source runtime that ships any LangGraph or Google ADK agent as a production-ready FastAPI service. Bundled , AG-UI copilotkit API, chat UI, 15+ guardrails, MCP, OpenTelemetry, OIDC. One pip install. Self-hosted, no vendor lock-in.

      Python许可证: GPL-3.0
      • a2a-protocol
      • ag-ui-protocol
      • agent-platform
      • agentic-ai
      • agents

      github实测增长打开来源 ↗

      安装 git clone https://github.com/Idun-Group/idun-agent-platform ~/.claude/skills/idun-agent-platform

      199GitHub 星标稳定
    • 8

      MCP
      活跃

      A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.

      Go许可证: Apache-2.0
      • a2a
      • a2a-protocol
      • ag-ui
      • agent
      • agent-framework

      github实测增长打开来源 ↗

      1 763GitHub 星标+16 (+0.92 %)
    • 9

      MCP
      活跃

      MCP server for Langfuse LLM observability — trace and observation analysis.

      TypeScript许可证: MIT

        mcp实测增长打开来源 ↗

        安装 claude mcp add langfuse -- npx langfuse-observability-mcp-server

        80GitHub 星标+2 (+2.6 %)
      • 10

        MCP
        活跃

        A Model Context Protocol (MCP) server for Langfuse, enabling AI agents to query Langfuse trace data for enhanced debugging and observability

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

        github实测增长打开来源 ↗

        105GitHub 星标稳定
      • 11

        智能体
        休眠

        A Multi-Agent System (MAS) evaluation framework using PydanticAI that generates and evaluates scientific paper reviews through a three-tiered assessment approach: traditional metrics, LLM-as-a-Judge, and graph-based complexity analysis.

        Python许可证: Apache-2.0
        • a2a-protocol
        • agent-evaluation
        • agentbeats
        • ai-agents
        • benchmarks

        github实测增长打开来源 ↗

        2GitHub 星标稳定
      • 12

        其他
        活跃

        Mastra is the modern TypeScript framework for AI-powered applications and agents.

        TypeScript
        • agents
        • ai
        • chatbots
        • evals
        • javascript

        github实测增长打开来源 ↗

        27 680GitHub 星标+132 (+0.48 %)
      • 13

        MCP
        活跃

        🫖 Status page with uptime monitoring & API monitoring as code 🫖

        TypeScript许可证: AGPL-3.0
        • alerting
        • incident-management
        • mcp
        • mcp-server
        • monitoring

        github实测增长打开来源 ↗

        9 059GitHub 星标+31 (+0.34 %)
      • 14

        其他
        活跃

        the LLM vulnerability scanner

        Python许可证: Apache-2.0
        • ai
        • llm-evaluation
        • llm-security
        • security-scanners
        • vulnerability-assessment

        github实测增长打开来源 ↗

        9 106GitHub 星标+40 (+0.44 %)
      • 15

        其他
        活跃

        Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line and CI/CD integration. Used by OpenAI…

        TypeScript许可证: MIT
        • ci
        • ci-cd
        • cicd
        • evaluation
        • evaluation-framework

        github实测增长打开来源 ↗

        24 797GitHub 星标+146 (+0.59 %)
      • 16

        其他
        活跃

        Open source observability platform for logs, metrics, traces, frontend monitoring, pipelines and LLM observability. A sophisticated, simple and highly performant alternative to Datadog, Splunk, and Elasticsearch with 140x lower storage…

        TypeScript许可证: AGPL-3.0
        • analytics
        • apm
        • datadog
        • elasticsearch
        • grafana

        github实测增长打开来源 ↗

        21 630GitHub 星标+88 (+0.41 %)
      • 17

        智能体
        活跃

        eBPF-powered network observability for Kubernetes. Indexes L4/L7 traffic with full K8s context, decrypts TLS without keys. Queryable by AI agents via MCP and humans via dashboard.

        Go许可证: Apache-2.0
        • cloud-native
        • devops
        • docker
        • ebpf
        • golang

        github实测增长打开来源 ↗

        12 068GitHub 星标+7 (+0.06 %)
      • 18

        其他
        活跃

        SigNoz is an open-source, OpenTelemetry-native observability platform for your team and their AI agents. Get logs, metrics, and traces in one tool with features like APM, distributed tracing, log management, infra monitoring, etc. Combined…

        TypeScript
        • apm
        • application-monitoring
        • distributed-tracing
        • go
        • good-first-issue

        github实测增长打开来源 ↗

        32 010GitHub 星标+52 (+0.16 %)
      • 19

        其他
        活跃

        A high-performance observability data pipeline.

        Rust许可证: MPL-2.0
        • agent
        • cloud-native
        • data-transformation
        • datadog
        • etl

        github实测增长打开来源 ↗

        22 510GitHub 星标+34 (+0.15 %)
      • 20

        库
        活跃

        Prefect is a workflow orchestration framework for building resilient data pipelines in Python.

        Python许可证: Apache-2.0
        • automation
        • data
        • data-engineering
        • data-ops
        • data-science

        github实测增长打开来源 ↗

        23 772GitHub 星标+61 (+0.26 %)
      • 21

        智能体
        活跃

        The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models…

        Python许可证: Apache-2.0
        • agentops
        • agents
        • ai
        • ai-governance
        • apache-spark

        github实测增长打开来源 ↗

        27 801GitHub 星标+82 (+0.30 %)
      • 22

        其他
        活跃

        eBPF-based Networking, Security, and Observability

        Go许可证: Apache-2.0
        • bpf
        • cncf
        • cni
        • containers
        • ebpf

        github实测增长打开来源 ↗

        25 058GitHub 星标+36 (+0.14 %)
      • 23

        其他
        活跃

        The fastest path to AI-powered full stack observability, even for lean teams.

        Go许可证: GPL-3.0
        • ai
        • alerting
        • cncf
        • data-visualization
        • database

        github实测增长打开来源 ↗

        80 424GitHub 星标+82 (+0.10 %)