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。
- 1活跃
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…
github估算动量打开来源 ↗
安装
git clone https://github.com/sandhusukhdeep2/sc-prism-releases ~/.claude/skills/sc-prism-releases1GitHub 星标— - 20GitHub 星标稳定
- 3活跃
Deletion-first Agent Skill for removing test bloat, verification theater, and speculative fallbacks while preserving behavior.
github实测增长打开来源 ↗
安装
git clone https://github.com/MrZoyo/deslop-GPT ~/.claude/skills/deslop-GPT76GitHub 星标+48 (+171.4 %) - 4活跃
dsh-plugins
智能体Generic DeepSeek Harness (dsh) plugins: A2A protocol server, session storage mirror, and Langfuse observability.
github实测增长打开来源 ↗
1GitHub 星标稳定 - 5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 - 6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 - 7活跃
Mini Program Engineering Skill Suite is an Agent Skill suite for evidence‑first mini‑program development. It helps agents bring WeChat or other mini‑program projects from vague intent to reliable engineering work: project intake, product…
github实测增长打开来源 ↗
安装
git clone https://github.com/NocodeMrLi/mini-program-engineering-skill-suite ~/.claude/skills/mini-program-engineering-skill-suite43GitHub 星标+4 (+10.3 %) - 8活跃
Deterministic, local-only audit reports for Claude Code AI agent sessions. Rust + SQLite. Zero network calls. MCP server for agents.
github实测增长打开来源 ↗
22GitHub 星标+2 (+10.0 %) - 9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+2 (+50.0 %) - 10活跃
Open-source infrastructure that turns scattered SKILL.md files into curated, retrieval-ready agent-skill corpora—with retrieval and evaluation tooling included.
github实测增长打开来源 ↗
安装
git clone https://github.com/EverMind-AI/SkillCorpus ~/.claude/skills/SkillCorpus493GitHub 星标+205 (+71.2 %) - 11活跃
evoagent-os
智能体Local-first control plane for durable, governed agent teams: DAG orchestration, approvals, memory, signed skills, trace contracts, and realtime.
github实测增长打开来源 ↗
0GitHub 星标稳定 - 12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 %) - 13活跃
Research-backed, eval-driven skills for AI agents
github实测增长打开来源 ↗
安装
git clone https://github.com/ZSeven-W/craft-skills ~/.claude/skills/craft-skills145GitHub 星标+14 (+10.7 %) - 14活跃
Make Claude write clearly, for everyone.
github实测增长打开来源 ↗
安装
/plugin marketplace add stefanobaghino/simple-output-styles16GitHub 星标稳定 - 15活跃
VeriRun
其他Evidence-first infrastructure for reproducible, isolated executable evaluation and online rewards.
github实测增长打开来源 ↗
163GitHub 星标+47 (+40.5 %) - 16活跃
Deterministic crash tests for agent control planes: paired worlds, hard stops, budgets, scopes, approvals, and hash-linked receipts.
github实测增长打开来源 ↗
1GitHub 星标稳定 - 17活跃
🐙 ADLC Team Skills — Agentic SDLC for Engineering Teams
github实测增长打开来源 ↗
安装
git clone https://github.com/tikalk/adlc-team-skills ~/.claude/skills/adlc-team-skills132GitHub 星标+1 (+0.76 %) - 18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 - 19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 - 20活跃
Architecture-first Python scaffold for an auditable multi-agent corporate credit desk using A2A, MCP, deterministic credit policies, model routing, and OpenTelemetry.
github实测增长打开来源 ↗
0GitHub 星标稳定 - 21活跃
AI Guardian
MCPGoverned local-LLM observability: model policy, prompt scanner, capture proxy, 21 tools.
mcp实测增长打开来源 ↗
安装
claude mcp add ai-guardian -- uvx ai-guardian-aiops0GitHub 星标稳定 - 22782GitHub 星标+1 (+0.13 %)
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 ↗
My complete journey to becoming an Agentic AI Engineer through structured learning, projects, experiments, and production-ready implementations of modern AI systems.
github资源实测增长18GitHub 星标稳定 - 2活跃打开来源 ↗
Documentation-discovery telemetry for Claude Code — heat/cold maps, health grade, evidence-backed router fixes. 100% local, zero tokens. /tt
github安装
资源实测增长/plugin marketplace add Hedde/trigger_tree14GitHub 星标+1 (+7.7 %) - 3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+3 (+10.0 %)