CANNBot-Insight
【免费下载链接】cannbot-skillsCANNBot 是面向 CANN 开发的用于提升开发效率的系列智能体，本仓库为其提供可复用的 Skills 模块。项目地址: https://gitcode.com/cann/cannbot-skills
Session-level observability tool for LLM coding agents. Helps analyze long-context usage patterns, detect model hallucination issues, and govern context window growth across agent sessions.
中文文档
Features
Import opencode sessions.db or Claude Code JSONL logs, then analyze Agent sessions turn-by-turn:
- Tokens & Cost— 5-item token breakdown per turn with bar chart relative to model context window; cost estimation from token usage and model pricing
- Context Growth— Context growth chart per subagent session; animated replay of context window evolution with subagent spawn/death markers;
/compactmarkers with context-drop annotations across multiple compactions - Context Governance— View LLM input context composition: visible messages + stable "System (hidden)" overhead; input window correctly truncated at each
/compactboundary - Subagent Tracking— Identify subagent sessions, build dispatch→response bridges; SVG diagram showing main↔subagent connections
- Skill Events— Track skill load/invoke/use events per turn
- Workflow— Divide a session into phases by the workflow skill's own progress markers (阶段一/二/三/四 in non-thinking assistant output; future-tense mentions like "后续可继续执行阶段二" are ignored); skills attach to whichever phase their dispatch root turn falls in, so a session that only completed 阶段一 shows as a single 阶段一 — not every session runs the full workflow. Falls back to skill-family gap heuristics when no markers exist
- Concept Tracing— Search keywords across turns, view propagation chain and DAG graph
- File Read Analysis— Detect duplicate and unnecessary file reads
- Session Compare— Compare two sessions on tokens, cost, latency, tool calls, and subagents
Option 1: Web UI
Requires Node.js >= 20.x(v18.19.x fails to install better-sqlite3 / Prisma 6). If you have nvm,start.shauto-switches to Node 20 LTS.
Log file locations:
- opencode:
~/.local/share/opencode/sessions.db - Claude Code:
~/.claude/projects/<hash>/sessions/<id>.jsonl, or point to a directory to scan all .jsonl files
./start.sh # Auto install + migrate + start Web UI on port 21025 ./start.sh -u # Update dependencies + migrate + start Web UI ./start.sh -f # Fresh build (clear .next cache, rebuild from scratch)Openhttp://localhost:21025. After importing a log file, click a session to explore 9 analysis tabs.
Web UI also supports: exporting sessions to standalone SQLite or hierarchical Markdown; uploading sessions to CANNBay with a description dialog.
Option 2: CLI Upload + Web Analysis
Designed for SSH remote servers, Web IDEs, and other environments without a browser. CLI imports and uploads in one step, then analyze in Web UI.
Log file locations:
- opencode:
~/.local/share/opencode/sessions.db - Claude Code:
~/.claude/projects/<hash>/sessions/<id>.jsonl, or point to a directory to scan all .jsonl files
# Upload from source file (source type auto-detected from file extension) npx tsx src/cli/index.ts upload --file ./sessions.db # Interactive picker if multiple sessions npx tsx src/cli/index.ts upload --file ./logs/ # Claude JSONL (directory)Upload triggers an interactive description prompt. Backend auto-starts if not running and stops after upload completes.
After upload, view analysis in Web UI: click theCANNBaybutton during import to select and import DB files directly from the repository — no manual download needed.
【免费下载链接】cannbot-skillsCANNBot 是面向 CANN 开发的用于提升开发效率的系列智能体，本仓库为其提供可复用的 Skills 模块。项目地址: https://gitcode.com/cann/cannbot-skills
创作声明：本文部分内容由AI辅助生成（AIGC），仅供参考
