龙明
龙明

Agent可观测追踪与调试32篇

2026-08-31 03:16:31

Agent 一旦出错,你在看什么?这组 32 篇讲可观测体系怎么搭:tracing 标准(OpenLLMetry 等)、session replay、token 与成本监控、失败模式分类,以及 Langfuse、LangSmith 这类平台的实际使用心得。生产环境排障的案例复盘占了不少篇幅,都是踩坑换来的。agent 上线之前,先把这组里的监控清单配齐。
traceloop/openllmetry
traceloop/openllmetry
GitHub可观测
Arize-ai/phoenix
Arize-ai/phoenix
GitHub可观测
comet-ml/opik
comet-ml/opik
GitHub评估
langfuse/langfuse
langfuse/langfuse
GitHub可观测
wandb/weave
wandb/weave
GitHub可观测
OTel GenAI Semantic Convention
OTel GenAI Semantic Convention
OpenTelemetry规范
pydantic/logfire
pydantic/logfire
GitHub可观测
Helicone/helicone
Helicone/helicone
GitHub网关
OpenObserve: Unified Observabi
image
统一SaaS
Braintrust
Braintrust
评估SaaS
Building Observable AI Agents
Building Observable AI Agents
Temporal可观测
Introducing BigQuery Agent Ana
Introducing BigQuery Agent Ana
GoogleCloud分析
Distributed Tracing for Agenti
Distributed Tracing for Agenti
RedHat分布式
Red-Teaming Anthropic's Intern
Red-Teaming Anthropic's Intern
METR红队
future-agi/future-agi
future-agi/future-agi
GitHub评估
mikehasa/agentacct
mikehasa/agentacct
GitHub成本
AgentOps-AI/agentops
AgentOps-AI/agentops
GitHub可观测
matt1398/claude-devtools
matt1398/claude-devtools
GitHubClaude
kerlenton/mcpsnoop
kerlenton/mcpsnoop
GitHubMCP
Claude Code `/doctor`
Claude Code `/doctor`
Claude诊断
Syncause/debug-skill
Syncause/debug-skill
GitHub调试
AgentTrace: Causal Graph Traci
AgentTrace: Causal Graph Traci
arXiv论文因果
TraceCoder: A Trace-Driven Mul
TraceCoder: A Trace-Driven Mul
arXiv论文轨迹
AgentRx: Systematic Debugging
AgentRx: Systematic Debugging
微软调试
Debugging Deep Agents with Lan
Debugging Deep Agents with Lan
LangChain调试
Where LLM Agents Fail and How
Where LLM Agents Fail and How
arXiv论文失败
evilmartians/agent-prism
evilmartians/agent-prism
GitHub可观测
Characterizing Faults in Agent
Characterizing Faults in Agent
arXiv论文故障
More Visibility into Copilot C
More Visibility into Copilot C
GitHubCopilot可观测
AgentStepper: Interactive Debu
AgentStepper: Interactive Debu
arXiv论文交互
cosmtrek/mindwalk
image
GitHub调试
QoderAI/better-harness
QoderAI/better-harness
GitHub调试

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