npx skills add https://github.com/boshu2/agentops --skill knowledge你必须执行此工作流程。不要仅仅描述它。
从过往工作中查找并检索知识。
给定 /knowledge <查询>:
ao search "<query>" --limit 10 2>/dev/null
如果找到结果,则读取相关文件。
# 搜索学习记录
grep -r "<query>" .agents/learnings/ 2>/dev/null | head -10
# 搜索模式
grep -r "<query>" .agents/patterns/ 2>/dev/null | head -10
# 搜索研究
grep -r "<query>" .agents/research/ 2>/dev/null | head -10
# 搜索回顾
grep -r "<query>" .agents/retros/ 2>/dev/null | head -10
# 本地计划
grep -r "<query>" .agents/plans/ 2>/dev/null | head -10
# 全局计划
grep -r "<query>" ~/.claude/plans/ 2>/dev/null | head -10
# 全局模式(跨仓库知识)
grep -r "<query>" ~/.claude/patterns/ 2>/dev/null | head -10
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全局模式包含通过 /learn --global 从任何仓库提升的知识。这些是高置信度、跨项目的学习成果。
# 全局学习记录(跨仓库抽象知识)
grep -r "<query>" ~/.agents/learnings/ 2>/dev/null | head -10
全局学习记录是通过 /learn --promote 从仓库特定学习记录中提升的、经过抽象且可迁移的见解,或由 /retro 归类为跨领域的知识。
# 全局模式(新位置,跨仓库)
grep -r "<query>" ~/.agents/patterns/ 2>/dev/null | head -10
Tool: mcp__smart-connections-work__lookup
Parameters:
query: "<query>"
limit: 10
对于找到的每个匹配项,使用 Read 工具获取完整内容。
将发现合并成一个连贯的回应:
呈现找到的知识:
| 类型 | 位置 | 格式 |
|---|---|---|
| 学习记录 | .agents/learnings/ | Markdown |
| 模式 | .agents/patterns/ | Markdown |
| 研究 | .agents/research/ | Markdown |
| 回顾 | .agents/retros/ | Markdown |
| 计划 | .agents/plans/ | Markdown |
| 全局计划 | ~/.claude/plans/ | Markdown |
| 全局学习记录 | ~/.agents/learnings/ | 跨仓库抽象学习记录 |
| 全局模式 | ~/.agents/patterns/ | 跨仓库可重用模式 |
| 遗留模式 | ~/.claude/patterns/ | 只读回退(已弃用写入) |
/knowledge authentication # 查找与认证相关的学习记录
/knowledge "rate limiting" # 查找速率限制模式
/knowledge kubernetes # 查找 K8s 知识
/knowledge "what do we know about caching"
用户说: /knowledge "error handling patterns"
发生的情况:
ao search "error handling patterns",找到 3 个匹配项.agents/learnings/,找到另外 5 个匹配项.agents/patterns/ 查找相关模式,找到 2 个匹配项结果: 完整的知识综合,包含 5 条具体学习记录和 2 个相关模式,均附有来源引用。
用户说: /knowledge "database migrations"
发生的情况:
ao search,命令未找到.agents/ 目录中进行 grep 搜索结果: 尽管缺少 ao CLI,仍找到了知识,并根据来源数量给出了适当的置信度。
| 问题 | 原因 | 解决方案 |
|---|---|---|
| 未找到结果 | 查询过于具体或知识尚未捕获 | 扩大搜索词范围。尝试同义词。检查该主题是否在近期工作中涉及但尚未运行回顾。建议运行 /retro 以提取近期学习记录。 |
| 结果过多(不堪重负) | 查询词非常宽泛 | 使用更具体的词缩小查询范围。按日期筛选:仅搜索近期学习记录。如果可用,使用语义搜索(ao CLI)以获得更好的排名。 |
| 结果缺乏上下文 | 找到了 grep 匹配项,但文件未涉及查询内容 | 读取完整文件,而不仅仅是匹配行。从周围上下文中综合信息。可能需要使用 /trace 追溯到原始研究。 |
| 置信度不明确 | 来源混杂或相互矛盾 | 明确报告冲突信息。注明哪些来源同意/不同意。如果问题关键,建议运行 /research 以进一步调查。 |
每周安装数
164
仓库
GitHub 星标数
198
首次出现
2026年2月2日
安全审计
安装于
codex162
github-copilot161
gemini-cli161
opencode161
claude-code158
amp158
YOU MUST EXECUTE THIS WORKFLOW. Do not just describe it.
Find and retrieve knowledge from past work.
Given /knowledge <query>:
ao search "<query>" --limit 10 2>/dev/null
If results found, read the relevant files.
# Search learnings
grep -r "<query>" .agents/learnings/ 2>/dev/null | head -10
# Search patterns
grep -r "<query>" .agents/patterns/ 2>/dev/null | head -10
# Search research
grep -r "<query>" .agents/research/ 2>/dev/null | head -10
# Search retros
grep -r "<query>" .agents/retros/ 2>/dev/null | head -10
# Local plans
grep -r "<query>" .agents/plans/ 2>/dev/null | head -10
# Global plans
grep -r "<query>" ~/.claude/plans/ 2>/dev/null | head -10
# Global patterns (cross-repo knowledge)
grep -r "<query>" ~/.claude/patterns/ 2>/dev/null | head -10
Global patterns contain knowledge promoted from any repository via /learn --global. These are high-confidence, cross-project learnings.
# Global learnings (cross-repo abstracted knowledge)
grep -r "<query>" ~/.agents/learnings/ 2>/dev/null | head -10
Global learnings are abstracted, transferable insights promoted from repo-specific learnings via /learn --promote or classified as cross-cutting by /retro.
# Global patterns (new location, cross-repo)
grep -r "<query>" ~/.agents/patterns/ 2>/dev/null | head -10
Tool: mcp__smart-connections-work__lookup
Parameters:
query: "<query>"
limit: 10
For each match found, use the Read tool to get full content.
Combine findings into a coherent response:
Present the knowledge found:
| Type | Location | Format |
|---|---|---|
| Learnings | .agents/learnings/ | Markdown |
| Patterns | .agents/patterns/ | Markdown |
| Research | .agents/research/ | Markdown |
| Retros | .agents/retros/ | Markdown |
| Plans | .agents/plans/ | Markdown |
/knowledge authentication # Find auth-related learnings
/knowledge "rate limiting" # Find rate limit patterns
/knowledge kubernetes # Find K8s knowledge
/knowledge "what do we know about caching"
User says: /knowledge "error handling patterns"
What happens:
ao search "error handling patterns", finds 3 matches.agents/learnings/ with grep, finds 5 additional matches.agents/patterns/ for related patterns, finds 2 matchesResult: Complete knowledge synthesis with 5 specific learnings and 2 related patterns, all with source citations.
User says: /knowledge "database migrations"
What happens:
ao search, command not found.agents/ directoriesResult: Knowledge found despite missing ao CLI, with appropriate confidence level based on source count.
| Problem | Cause | Solution |
|---|---|---|
| No results found | Query too specific or knowledge not yet captured | Broaden search terms. Try synonyms. Check if topic was covered in recent work but retro not yet run. Suggest running /retro to extract recent learnings. |
| Too many results (overwhelming) | Very broad query term | Narrow query with more specific terms. Filter by date: search only recent learnings. Use semantic search (ao CLI) for better ranking if available. |
| Results lack context | Grep matches found but files don't address query | Read full files, not just matching lines. Synthesize from surrounding context. May need to trace back to original research with /trace. |
| Confidence level unclear | Mixed or contradictory sources | Report conflicting information explicitly. Note which sources agree/disagree. Suggest running /research to investigate further if critical. |
Weekly Installs
164
Repository
GitHub Stars
198
First Seen
Feb 2, 2026
Security Audits
Gen Agent Trust HubPassSocketPassSnykPass
Installed on
codex162
github-copilot161
gemini-cli161
opencode161
claude-code158
amp158
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| Global Plans | ~/.claude/plans/ | Markdown |
| Global Learnings | ~/.agents/learnings/ | Cross-repo abstracted learnings |
| Global Patterns | ~/.agents/patterns/ | Cross-repo reusable patterns |
| Legacy Patterns | ~/.claude/patterns/ | Read-only fallback (deprecated for writes) |