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
118
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活跃
memroos
智能体MemroOS / memroos: memory OS and governance layer for AI agents, agent workflows, dispatch, proof, and context continuity.
github实测增长打开来源 ↗
7GitHub 星标稳定 - 2活跃
Amazon Bedrock AgentCore enterprise platform accelerator with AWS CDK, Terraform organization guardrails, MCP/A2A agents, security, memory, and observability.
github实测增长打开来源 ↗
6GitHub 星标+1 (+20.0 %) - 3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 - 4活跃
axiom
技能Axiom is a curated marketplace of shared plugins for Claude Code and Codex.
github实测增长打开来源 ↗
安装
git clone https://github.com/netopsengineer/axiom ~/.claude/skills/axiom5GitHub 星标稳定 - 5活跃
Marketing Mix Model expert agent plugin for Claude Code - pymc-marketing v0.18.2+
github实测增长打开来源 ↗
安装
/plugin marketplace add Yakoub-ai/agent-mmm4GitHub 星标稳定 - 6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 - 7活跃
sre-on-call
智能体Multi-agent SRE on-call investigator that auto-triages Slack/Discord infrastructure alerts via AWS Bedrock AgentCore, fanning out to specialized agents (CloudWatch, EKS, Slack/Discord scanners) for parallel investigation.
github实测增长打开来源 ↗
3GitHub 星标稳定 - 83GitHub 星标稳定
- 9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…
github实测增长打开来源 ↗
3GitHub 星标稳定 - 10活跃
Claude Code skills where every entry ships receipts — accuracy-gated benchmarks against baseline and placebo, rejects published
github实测增长打开来源 ↗
安装
git clone https://github.com/sjh9714/skill-receipts ~/.claude/skills/skill-receipts2GitHub 星标稳定 - 11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 - 12活跃
Multi-agent quality gate skill for Claude Code that researches, reviews, tests and challenges AI-generated work before the final answer.
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-claude2GitHub 星标稳定 - 13休眠
Agents-eval
智能体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.
github实测增长打开来源 ↗
2GitHub 星标稳定 - 14活跃
Production patterns for agent orchestrators, harnesses, evals, MCP/A2A interoperability, memory, provider routing, and LLM usage metering.
github实测增长打开来源 ↗
安装
git clone https://github.com/ssheleg/agent-stack ~/.claude/skills/agent-stack2GitHub 星标+1 (+100.0 %) - 15活跃
nudge
MCPA typed, replayable, budget-aware programming language for LLM agents. Compiles to Python & TypeScript.
github实测增长打开来源 ↗
2GitHub 星标稳定 - 16活跃
Description Evidence-driven evaluation, benchmarking, and verified repair for Agent Skills across Codex, Claude Code, Gemini CLI, and Antigravity.
github估算动量打开来源 ↗
安装
git clone https://github.com/MaxLaurieHutchinson/skill-evaluation-graph ~/.claude/skills/skill-evaluation-graph2GitHub 星标— - 17活跃
Your LLM reviewer said APPROVE. Did it? A structured verdict contract: prompt rule + parser + exit-code gate in one stdlib file, with the 42 counterexamples that forced every line. Free, MIT.
github估算动量打开来源 ↗
安装
git clone https://github.com/tonydzi/verdict-contract ~/.claude/skills/verdict-contract2GitHub 星标— - 18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.
github实测增长打开来源 ↗
1GitHub 星标稳定 - 19休眠
primal-core
智能体The reliability and interoperability layer for AI agents. A2A-native. MCP-bridged.
github实测增长打开来源 ↗
1GitHub 星标稳定 - 20活跃
a2a-otel-kit
MCPVendor-neutral OpenTelemetry tracing for A2A agents and MCP services, with W3C context propagation and privacy-safe telemetry.
github实测增长打开来源 ↗
1GitHub 星标稳定 - 21活跃
tulip-agents
智能体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…
github实测增长打开来源 ↗
1GitHub 星标稳定 - 22活跃
pyxen
智能体A lightweight Python library that decouples agentic runtime from applications it builds
github实测增长打开来源 ↗
1GitHub 星标稳定 - 23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.
github实测增长打开来源 ↗
1GitHub 星标稳定 - 24活跃
Mide si tu agente de IA cumple las reglas que le escribiste. Lee el historial local de Claude Code y devuelve un porcentaje por regla. Sin instalar nada, sin red, biblioteca estándar.
github实测增长打开来源 ↗
安装
git clone https://github.com/jleonceo/adherencia-reglas ~/.claude/skills/adherencia-reglas1GitHub 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活跃打开来源 ↗
tunelab
技能Claude Code plugin for LLM fine-tuning, distillation, and evaluation — decide whether you need fine-tuning at all, distill your LLM logs into small local models (MLX/LoRA), evaluate with held-out discipline, and learn the why at every step.
github安装
资源实测增长/plugin marketplace add rchaz/tunelab6GitHub 星标稳定