基于 SOC 职业分类
用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
直接命令不会经过审查 Prompt;运行前请先检查来源。
npx skills add https://github.com/majiayu000/claude-skill-registry --skill aim-save命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地?可下载 SkillsMP 当前能够提供的文件。
正在显示 SKILL.md
LLM token logprobs and calibration. Per-decision confidence, ECE, Brier, reliability diagrams, low-confidence triage.
Analyze LLM token logprobs and calibration. Use for per-decision confidence, ECE, Brier scores, reliability diagrams, and low-confidence triage.
回顾最近 N 天的 Claude Code 使用记录——扫描原始会话数据,按主题分组汇总"我都做了什么",并从个人操作系统视角输出模式、风险与增删建议。当用户说 /recap、"看看我这几天做了什么"、"回顾一下我最近的会话"、"这两天我用 claude 干了啥"、"活动回顾" 时使用。
| name | aim-save |
| description | Manually save current session to memory |
| allowed-tools | Bash |
Save the current session context to the AI Memory system's discussions
collection. This creates a type=session entry that can be retrieved by
SessionStart on future session resume or by /aim-search.
The save-memory command runs the manual_save_memory.py script using the project's configured AI Memory installation.
# Save with a description (recommended)
"$AI_MEMORY_INSTALL_DIR/.venv/bin/python" "$AI_MEMORY_INSTALL_DIR/.claude/hooks/scripts/manual_save_memory.py" \
"Completed authentication refactor, decided on JWT approach"
# Save without description
"$AI_MEMORY_INSTALL_DIR/.venv/bin/python" "$AI_MEMORY_INSTALL_DIR/.claude/hooks/scripts/manual_save_memory.py"
The script stores to the discussions collection with:
When --type agent_memory or --type agent_insight is used, the memory is stored
via store_agent_memory() to the Parzival namespace with agent_id=parzival.
This requires Parzival to be enabled (parzival_enabled=true in config).
If Parzival is not enabled, the command returns an error.
# Default behavior (unchanged)
/aim-save "Completed authentication refactor"
# Save as agent memory (general project knowledge)
/aim-save "The decay formula uses 0.7/0.3 weighting" --type agent_memory
# Save as agent insight (key learning or pattern)
/aim-save "PyYAML not in test deps caused CI failures" --type agent_insight
These are set automatically in settings.json by the installer:
# Save decision context
/aim-save "Decided to use Qdrant for vector storage over Pinecone due to self-hosting requirement"
# Save progress checkpoint
/aim-save "Completed 3 of 5 API endpoints, auth middleware working"
# Quick save without description
/aim-save
# Save as agent memory (general project knowledge)
/aim-save "The decay formula uses 0.7/0.3 weighting" --type agent_memory
# Save as agent insight (key learning or pattern)
/aim-save "PyYAML not in test deps caused CI failures" --type agent_insight