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taxueseektaxueseek/session-digger/skills/deep-analysis/SKILL.md

deep-analysis

Skill34 starsChanged 4 months agoISCView on GitHub

会话深度分析子技能：错误根因提取 + 用户意图分类。 从 JSONL 原文中提取具体错误消息并归类根因， 对用户第一条消息做意图路由。 触发：deep-analysis、错误根因、错误分类、意图分类、 error root cause、intent classify、analyze session errors、 这次为啥失败、根因是什么、用户到底想干嘛

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SKILL.md

deep-analysis

分析层专精：不解析全库、不写记忆。优先消费 digger index.db 定位会话。

在 digger 架构中的位置

层本技能
L0 PARSE不替代 echolib / jsonl-core
L1 INDEX只读 jsonl_path 定位文件
L2–L3错误分类 + 意图标签（给 experience-synthesis / optimize 用）

功能

脚本输入输出
scripts/error-root-cause.pysession_id / jsonl 路径错误根因 JSON 数组
scripts/intent-classify.pysession_id / jsonl / 文本意图分类 JSON

意图类型

类型关键词示例
ANALYSIS评估、分析、看看、怎么样、诊断
COMPARISON对比、区别、优劣、优缺点、哪个
OPTIMIZATION优化、改进、提升、修复、提高
DEVELOPMENT开发、创建、增加、实现、构建
DEBUGGING为什么、报错、失败、问题、错误
REFLECTION回顾、总结、关键词、趋势、统计

调用方式

SD_ROOT="${SESSION_DIGGER_ROOT:-$HOME/.agents/skills/session-digger}"
# 建议先有索引：python3 "$SD_ROOT/scripts/index-builder.py" build

# 错误根因（--session 优先走 index.db）
python3 "$SD_ROOT/skills/deep-analysis/scripts/error-root-cause.py" --session <session_id>
python3 "$SD_ROOT/skills/deep-analysis/scripts/error-root-cause.py" --jsonl <path>

# 意图分类
python3 "$SD_ROOT/skills/deep-analysis/scripts/intent-classify.py" --session <session_id>
python3 "$SD_ROOT/skills/deep-analysis/scripts/intent-classify.py" --jsonl <path>
python3 "$SD_ROOT/skills/deep-analysis/scripts/intent-classify.py" --text "分析这个项目的性能问题"

路径解析见 skills/common_paths.py：SESSION_DIGGER_DATA_DIR → index.db → 目录扫描降级。

错误类型映射

error_type匹配规则
COMMAND_NOT_FOUNDcommand not found / not recognized
PERMISSION_DENIEDPermission denied / EACCES
TIMEOUTtimeout / deadline exceeded
EISDIREISDIR / is a directory
FILE_NOT_FOUNDFile does not exist / ENOENT
RATE_LIMITrate limit / 429
UNKNOWN其他

调度优先级（优于泛化 /analyze 空转）

当用户明确要「根因 / 意图 / 这次为什么失败」时：先跑本技能，再决定是否 /analyze 全文或 experience-synthesis。

下游协作

发现推荐
错误根因明确，需固化规则/apply（人审）或 /optimize
意图 DEBUGGING 且错误密experience-synthesis + /lessons
意图 REFLECTION 跨会话experience-synthesis + /trend
环境配置类错误扎堆env-doctor / native-diag
找不到 jsonl先 /index，再查 session id

DO NOT

  • 不替代 jsonl-core / echolib 的解析入库
  • 不修改用户 JSONL / 不写 MEMORY.md
  • 不输出表情符号
  • 不在无索引且 session 无法解析时假装有结果——返回空数组或明确错误

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