LLM 可观测性

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

   Agents-eval

   智能体

   休眠最近提交：3 个月前 · 2026-05-17

   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

   github19 个月前创建实测增长打开来源 ↗

   2GitHub 星标稳定
2. 2

   langfuse-mcp

   MCP

   活跃最近提交：9 天前 · 2026-08-26

   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

   github17 个月前创建实测增长打开来源 ↗

   105GitHub 星标稳定
3. 3

   CustoFlow

   其他

   休眠最近提交：3 个月前 · 2026-06-04

   Multi-agent customer support system with Google ADK & Gemini 2.5 Flash Lite. Kaggle capstone demonstrating 11+ concepts. Automates 80%+ queries, <10s response time.

   Python许可证: MIT

   • a2a-protocol
   • agent-evaluation
   • google-adk
   • multi-agent-system
   • observability

   github9 个月前创建实测增长打开来源 ↗

   2GitHub 星标稳定
4. 4

   multi-agent-credit-desk

   MCP

   活跃最近提交：27 天前 · 2026-08-09

   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

   github51 天前创建实测增长打开来源 ↗

   0GitHub 星标稳定
5. 5

   kubesphere

   技能

   活跃最近提交：52 天前 · 2026-07-15

   The container platform tailored for Kubernetes multi-cloud, datacenter, and edge management ⎈ 🖥 ☁️

   Go

   • agent-skills
   • ai
   • cloud-native
   • cncf
   • devops

   github8 年前创建实测增长打开来源 ↗

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

   17 035GitHub 星标稳定
6. 6

   parallel-adversarial-review

   技能

   休眠最近提交：3 个月前 · 2026-06-06

   Two Claude Code skills for adversarial code review (single-model PAR and multi-model MMAR with cross-critique to catch hallucinations), plus a fixture-based eval suite.

   Python

   • ai-agents
   • claude-code-plugin
   • code-review
   • evals
   • python

   github3 个月前创建实测增长打开来源 ↗

   安装 /plugin marketplace add prime-radiant-inc/parallel-adversarial-review

   17GitHub 星标稳定
7. 7

   agent-skills-platform

   技能

   活跃最近提交：2 天前 · 2026-09-03

   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

   github10 个月前创建实测增长打开来源 ↗

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

   2 376GitHub 星标稳定
8. 8

   sc-prism-releases

   技能

   活跃最近提交：2 天前 · 2026-09-03

   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

   github2 天前创建最新实测增长打开来源 ↗

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

   1GitHub 星标稳定
9. 9

   headsup

   技能

   活跃最近提交：18 天前 · 2026-08-18

   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

   github3 个月前创建实测增长打开来源 ↗

   安装 git clone https://github.com/wasulajr/headsup ~/.claude/skills/headsup

   1GitHub 星标稳定
10. 10

    rocketplaneIO

    其他

    活跃最近提交：38 天前 · 2026-07-29

    Self-hosted AI SRE for Kubernetes — zero-instrumentation eBPF observability plus a copilot that fixes issues through guardrailed, self-verifying actions. BYO-LLM, air-gapped capable.

    Go许可证: Apache-2.0

    • ai-agent
    • aiops
    • clickhouse
    • devops
    • ebpf

    github2 个月前创建实测增长打开来源 ↗

    131GitHub 星标-4 (-3.0 %)
11. 11

    suede-creator-skills

    MCP

    活跃最近提交：今天 · 2026-09-05

    74 open-source Agent Skills for Claude Code and Codex: AI SEO, AEO and GEO, code review with an A-F ship grade, CI gates, AI evals, design systems, conversion copy, Instagram growth, iOS and Android app shipping, creator rights, and…

    JavaScript许可证: MIT

    • agent-orchestration
    • agent-skill
    • agent-skills
    • ai-agents
    • ai-coding

    github3 个月前创建实测增长打开来源 ↗

    129GitHub 星标-4 (-3.0 %)
12. 12

    superlog

    其他

    活跃最近提交：6 天前 · 2026-08-30

    Open-source observability tool that uses AI agents to self-heal your software

    TypeScript许可证: Apache-2.0

    • ai
    • llm
    • memory
    • observability
    • opentelemetry

    github3 个月前创建估算动量打开来源 ↗

    1 404GitHub 星标—