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
77
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。
- 1783GitHub 星标+2 (+0.26 %)
- 2活跃
Open benchmark for Claude Code SEO skills — real headless execution against fixture sites with planted-defect answer keys. Deterministic scoring, pre-registered rubric.
github实测增长打开来源 ↗
安装
git clone https://github.com/aleclindz/seo-skill-bench ~/.claude/skills/seo-skill-bench51GitHub 星标-5 (-8.9 %) - 3活跃
untell
其他AI-detector auditing toolkit: measures how often a detector flags genuine human writing, how stable its verdict is across seeds, and whether that verdict survives meaning-preserving edits. Detector-in-the-loop measurement harness. Claude…
github实测增长打开来源 ↗
18GitHub 星标稳定 - 4活跃
Multi-tier framework for evaluating AI agent skills with quality gates, semantic overlap detection, synthetic evaluation dataset generation, and live agent evaluation that measures how skills affect agent behavior.
github实测增长打开来源 ↗
安装
git clone https://github.com/NVIDIA/SkillEvaluator ~/.claude/skills/SkillEvaluator404GitHub 星标+53 (+15.1 %) - 5活跃
databuff
智能体DataBuff is an AI-native APM built on Opentelemetry，with multi-agent troubleshooting out of the box.
github实测增长打开来源 ↗
655GitHub 星标+45 (+7.4 %) - 6活跃
Agent Skill evaluation harness for paired variants, trace artifacts, and runner adapters
github实测增长打开来源 ↗
安装
git clone https://github.com/adewale/skill-eval-harness ~/.claude/skills/skill-eval-harness73GitHub 星标+2 (+2.8 %) - 7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 - 8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 - 9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 - 10活跃
anchor
技能Anchor — the production-grade AGENTS.md template for AI coding agents. 51 sections of battle-tested rules. Keep your agents grounded.
github实测增长打开来源 ↗
安装
git clone https://github.com/peva3/anchor ~/.claude/skills/anchor8GitHub 星标稳定 - 11活跃
superlog
其他Open-source observability tool that uses AI agents to self-heal your software
github估算动量打开来源 ↗
1 404GitHub 星标— - 12活跃
headsup
技能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,…
github实测增长打开来源 ↗
安装
git clone https://github.com/wasulajr/headsup ~/.claude/skills/headsup1GitHub 星标稳定 - 13活跃
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…
github实测增长打开来源 ↗
129GitHub 星标-4 (-3.0 %) - 14活跃
galdor
其他A Go-native framework for LLM agents, with OpenTelemetry observability built in.
github实测增长打开来源 ↗
10GitHub 星标稳定 - 15活跃
Real-time execution trace and cost intelligence for Claude Code
github实测增长打开来源 ↗
安装
/plugin marketplace add DeibyGS/claudestat34GitHub 星标稳定 - 16活跃
Query Spanlens LLM observability from Cursor, Claude Desktop, or Continue via MCP.
mcp实测增长打开来源 ↗
安装
claude mcp add mcp-server -- npx @spanlens/mcp-server12GitHub 星标稳定 - 17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 - 18活跃
YAO = Yielding AI Outcomes. A rigorous engineering, evaluation, governance, and portability system for reusable agent skills.
github实测增长打开来源 ↗
安装
git clone https://github.com/yaojingang/yao-meta-skill ~/.claude/skills/yao-meta-skill2 596GitHub 星标+37 (+1.4 %) - 19活跃
Skills, prompts, and instructions for building AI agents on top of Dynatrace production context
github实测增长打开来源 ↗
安装
git clone https://github.com/Dynatrace/dynatrace-for-ai ~/.claude/skills/dynatrace-for-ai135GitHub 星标+4 (+3.1 %) - 20活跃
agentgateway
MCPAgentGateway — 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…
github实测增长打开来源 ↗
0GitHub 星标稳定 - 21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 - 22活跃
AgentStack
智能体Provide clear documentation for AgentStack’s MCP protocol, plugins, and ecosystem API with usage examples and tool references.
github实测增长打开来源 ↗
0GitHub 星标稳定 - 23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+1 (+2.0 %)
学习与参考资源
Ranked by creation date, newest first; undated entries come last. 这些资源可单独访问，不参与主要排名。
- 1活跃打开来源 ↗
50+ curated LLM observability tools PLUS 26 Agent Skills (several with runnable, unit-tested scripts) to build, evaluate, debug, secure & monitor reliable LLM apps. Tracing, evals, guardrails, LLMOps.
github安装
资源实测增长git clone https://github.com/ContextJet-ai/awesome-llm-observability ~/.claude/skills/awesome-llm-observability33GitHub 星标+2 (+6.5 %) - 2活跃打开来源 ↗
Curated + scored map of official MCP servers and agents for DevOps, Cloud, SRE, and Platform Engineering — every entry rated on production access, approval gates, and audit evidence.
github资源实测增长77GitHub 星标稳定