{"repo":"try1004/FlowLens-AgentOps","free":true,"listed":false,"github":"https://github.com/try1004/FlowLens-AgentOps","clone":"git clone https://github.com/try1004/FlowLens-AgentOps.git","description":"Observable diagnostics, failure attribution, metrics, and no-key replay for multi-agent runtimes.","language":"Python","stars":28,"topics":["agentops","diagnostics","fastapi","langgraph","llmops","multi-agent","observability","replay"],"license":"MIT","category":"ai-agents","readme_excerpt":"FlowLens AgentOps Evidence-driven observability and deterministic failure attribution for multi-agent runtimes. English 中文 Pages Demo Quick Start Architecture Dual MCP Validation Maintainer Handoff Built on DeerFlow 2.0 under the MIT License. DeerFlow provides the Agent runtime, tools, subagents, memory, MCP, sandbox, and application foundation. FlowLens adds the diagnostics and AgentOps product layer described below. Why FlowLens A checkpoint can restore state, but it does not explain why a multi-agent run failed. A final exception also loses the decisions and dependencies that led to it. FlowLens records lightweight append-only runtime events and turns them into: - a normalized execution Timeline across model, tool, subagent, middleware, MCP, memory, and runtime phases; - deduplicated run Metrics derived from RunRecord counters and correlated spans; - deterministic failure Attribution with evidence, contributing causes, confidence, and suggested action; - redacted diagnostic export and an optional LLM explanation that cannot change the rule result; - one shared dashboard for authenticated Connected data and seven no-key Replay scenarios. Product Surface - Run Explorer : search and inspect recent user-owned runs across threads. - Execution Timeline : filter phases, follow span id / parent span id , and inspect safe event metadata. - Health Metrics : duration, tokens, tool and subagent counts, errors, MCP, memory, rollback, and completeness. - Root Cause : rule-based primary ","default_branch":null,"files":null,"tree":[],"storefront":"/r/try1004","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/try1004/FlowLens-AgentOps/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}