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休眠
An assembly line for AI software development. 35 skills, 11 agent personas, 29 commands. From raw idea to shipped code.
github实测增长打开来源 ↗
安装
/plugin marketplace add aneja5/forge-skills3GitHub 星标稳定 - 2活跃
nora
MCPOpen-source, self-hosted control plane for OpenClaw and Hermes AI-agent fleets on Docker/Kubernetes — REST, CLI, and MCP.
github实测增长打开来源 ↗
50GitHub 星标+2 (+4.2 %) - 3休眠
A self-improving harness router for Claude Code.
github实测增长打开来源 ↗
安装
/plugin marketplace add SeongwoongCho/adaptive-harness8GitHub 星标稳定 - 4休眠
OpenTelemetry semantic conventions and instrumentation for agent provenance, derivation lineage, and acceptance criteria evaluation. Fills the Microsoft AI stack observability gap.
github实测增长打开来源 ↗
0GitHub 星标稳定 - 5活跃
Production-grade AI coding rules for Cursor and Claude Code. 15 rules + 9 doc templates + skills + agents + MCP setup. Drop into any project.
github实测增长打开来源 ↗
安装
git clone https://github.com/aiagentwithdhruv/ai-dev-stack ~/.claude/skills/ai-dev-stack10GitHub 星标+1 (+11.1 %) - 6活跃
Vendor-neutral OpenTelemetry skills for AI coding agents, grounded in upstream sources
github实测增长打开来源 ↗
安装
git clone https://github.com/ollygarden/opentelemetry-agent-skills ~/.claude/skills/opentelemetry-agent-skills97GitHub 星标+1 (+1.0 %) - 7活跃
Agent skills for Arize — datasets, experiments, and traces via the ax CLI
github实测增长打开来源 ↗
安装
git clone https://github.com/Arize-ai/arize-skills ~/.claude/skills/arize-skills47GitHub 星标稳定 - 8活跃
aura
MCPAURA is a production-tested SRE agent platform you can deploy in minutes. AURA handles the guardrails, APIs, state management, streaming, and failure handling required to put AI to work safely on production infrastructure.
github实测增长打开来源 ↗
291GitHub 星标+33 (+12.8 %) - 9休眠
kiboserve
MCPOpen-source Python framework to deploy AI agents via HTTP, A2A, and MCP with built-in observability
github实测增长打开来源 ↗
5GitHub 星标稳定 - 10休眠
agentops
智能体AgentOps: Multi-agent infrastructure remediation platform. A2A protocol, agent coordination, HITL approval, auto-rollback.
github实测增长打开来源 ↗
0GitHub 星标稳定 - 11活跃
local-first analytics for AI agent skills
github实测增长打开来源 ↗
安装
git clone https://github.com/crafter-station/skill-kit ~/.claude/skills/skill-kit77GitHub 星标+1 (+1.3 %) - 12休眠
Official Python SDK for GT8004 — AI agent observability with MCP, A2A, x402 payment tracking. FastAPI, Flask, FastMCP middleware included.
github实测增长打开来源 ↗
1GitHub 星标稳定 - 13活跃
Log Claude Code sessions to Opik, the open-source LLM observability and evaluation platform, built by Comet. Tracing, evaluation, and skills for observable AI applications.
github实测增长打开来源 ↗
22GitHub 星标+1 (+4.8 %) - 14休眠
astragraph
智能体Policy-enforced observability and fail-closed guardrails for MCP/A2A multi-agent systems.
github实测增长打开来源 ↗
26GitHub 星标稳定 - 15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.
github实测增长打开来源 ↗
0GitHub 星标稳定 - 16活跃
rashomon
技能Measure prompt and skill improvements with blind A/B comparison.
github实测增长打开来源 ↗
安装
/plugin marketplace add shinpr/rashomon18GitHub 星标稳定 - 17活跃
Dashboard for monitoring claude code sessions.
github实测增长打开来源 ↗
安装
/plugin marketplace add JayantDevkar/claude-code-karma323GitHub 星标+2 (+0.62 %) - 18活跃
A skill creator that proves its skills work. Evidence-driven skill creation for Claude Code and Codex: baseline-tested generation, per-skill regression evals, ecosystem doctor, cross-runtime compile, and an opt-in proactive advisor.
github实测增长打开来源 ↗
安装
git clone https://github.com/tripleyak/SkillForge ~/.claude/skills/SkillForge884GitHub 星标-1 (-0.11 %) - 19休眠
🔍 AI observability skill for Claude Code. Debug LangChain/LangGraph agents by fetching execution traces from LangSmith Studio directly in your terminal.
github实测增长打开来源 ↗
安装
git clone https://github.com/OthmanAdi/langsmith-fetch-skill ~/.claude/skills/langsmith-fetch-skill27GitHub 星标稳定 - 20105GitHub 星标+1 (+0.96 %)
- 21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…
github实测增长打开来源 ↗
0GitHub 星标稳定 - 22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)
github实测增长打开来源 ↗
1GitHub 星标稳定 - 23休眠
Multi-agent customer support system with Google ADK & Gemini 2.5 Flash Lite. Kaggle capstone demonstrating 11+ concepts. Automates 80%+ queries, <10s response time.
github实测增长打开来源 ↗
2GitHub 星标稳定 - 24休眠
Local open-source dev tool to debug, secure, and evaluate LLM agents. Provides static analysis, dynamic security checks, and runtime monitoring - integrates with Cursor and Claude Code.
github实测增长打开来源 ↗
安装
/plugin marketplace add cylestio/agent-inspector9GitHub 星标稳定 - 25活跃
Build tested agent skills and govern their lifecycle through a user-defined marketplace: evidence, discovery, updates, rollback, quarantine, and 17-platform distribution.
github估算动量打开来源 ↗
安装
git clone https://github.com/FrancyJGLisboa/agent-skills-platform ~/.claude/skills/agent-skills-platform2 376GitHub 星标—