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 context-recall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。
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。
基于 SOC 职业分类
正在显示 SKILL.md
| name | context-recall |
| description | Query past decisions, bets, learnings, and documents by topic |
| argument-hint | ["topic or keyword"] |
Recall relevant past context before making new decisions or starting strategic work.
Cross-phase - This skill is used before work in any phase to surface relevant history.
Prerequisites: Context registry populated (decisions, bets, learnings saved) Outputs used by: Decision-making at any phase
Before making a decision that may have been made before, or starting work in an area with existing strategic context, query the context registry to surface relevant history.
Invoke /context-recall [topic] when:
Accept a topic or keyword from the user, with optional filters:
/context-recall pricing → Search for pricing-related context/context-recall enterprise → Search for enterprise-related context/context-recall pricing product:AXIA → Search filtered to AXIA product/context-recall pricing --include-demo → Include demo data even if production data exists/context-recall pricing --demo-only → Show only demo dataFilters:
product:[name] - Filter to specific product--include-demo - Include demo data (marked with [DEMO])--demo-only - Show only demo data (for testing/learning)Before searching, determine if production data exists:
Check main context folders (NOT context/demo/):
context/decisions/ - Any non-demo decision files?context/bets/ - Any non-demo bet files?context/feedback/index.md - Any non-demo entries?Apply demo filtering rule:
| Production Data? | Flag | Behavior |
|---|---|---|
| No | (any) | Include demo with [DEMO] markers |
| Yes | (none) | Exclude demo data, show excluded count |
| Yes | --include-demo | Include demo with [DEMO] markers |
| (any) | --demo-only | Only demo data |
Demo data is identified by:
context/demo/DR-DEMO-001)demo: truePrimary search method: Use context/index.json for fast topic-based retrieval.
// Read context/index.json
{
"topicIndex": {
"pricing": ["DR-2026-001", "DOC-2026-015"],
"api": ["DR-2026-003", "DOC-2026-008"]
}
}
topicIndex for exact topic matchtypeIndex if user specifies a type (e.g., "prd", "decision")phaseIndex if user specifies a phaseentries by IDIf JSON index doesn't exist or has no matches, fall back to markdown index search.
If JSON index has no matches, search across markdown indexes:
context/decisions/index.md)context/bets/index.md)context/assumptions/registry.md)context/learnings/index.md)context/portfolio/active-bets.md)context/documents/index.md)For highly relevant matches:
Present findings in order of relevance. Apply demo data formatting:
## Context Recall: [Topic]
### Relevant Decisions
| ID | Title | Status | Key Rationale |
|----|-------|--------|---------------|
| DR-2026-001 | [Title] | Accepted | [Why this was decided] |
| `[DEMO]` DR-DEMO-001 | Demo Title | Demo | Demo rationale |
**Constraints from these decisions:**
- [Constraint 1]
- [Constraint 2]
### Related Strategic Bets
| ID | Title | Status | Relevance |
|----|-------|--------|-----------|
| SB-2026-002 | [Title] | Active | [How it relates] |
### Tracked Assumptions
| ID | Assumption | Status |
|----|------------|--------|
| A-005 | [Assumption text] | Pending |
### Applicable Learnings
| ID | Learning | Confidence |
|----|----------|------------|
| L-012 | [Learning text] | High |
### Related Strategic Documents
| ID | Title | Type | Date | Location |
|----|-------|------|------|----------|
| DOC-2026-001 | [Title] | [Type] | [Date] | [File path] |
*Tip: Read the document at [location] for full details*
### Recommendations
Based on past context:
- [Recommendation 1]
- [Recommendation 2]
---
*[If demo excluded]: X demo results excluded. Use `--include-demo` to show.*
*[If demo included]: Results include demo data marked with `[DEMO]`.*
Demo Display Rules:
[DEMO] markerIf the current work might conflict with past decisions:
product:[name] filter from queryUser: /context-recall pricing
Agent: Searches context/decisions/index.md, context/bets/index.md,
context/assumptions/registry.md, context/learnings/index.md,
context/portfolio/active-bets.md, context/documents/index.md
Returns relevant matches with summaries and recommendations.
User: /context-recall roadmap product:AXIA
Agent: Searches all context indexes filtered to AXIA product only.
Returns AXIA-specific roadmap documents, decisions, and bets.