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lazygophers/plugins/tools/cortex/skills/cortex-recall

Name: plugins/tools/cortex/skills/cortex-recall
Author: lazygophers

plugins/tools/cortex/skills/cortex-recall/SKILL.md

npx skillsauth add lazygophers/ccplugin plugins/tools/cortex/skills/cortex-recall

Clean

TrivyContainer and dependency vulnerability scanner

Clean

SemgrepStatic code analysis for vulnerabilities

Clean

mcp-scan (Snyk)Model Context Protocol security validation

Skipped

Snyk (dep)Open source security scanning

Skipped

Socket.devSupply chain security analysis

Skipped

VirusTotalMulti-engine malware detection

Skipped

CrowdStrikeAdvanced threat intelligence

Skipped

OSV-ScannerOpen Source Vulnerability database check

Skipped

OWASP Dep-Check

cortex-recall

按查询渐进披露召回相关记忆。默认只返父节点 brief + 子目录索引, 避免上下文爆炸。

触发场景

用户提问命中 recall_when 关键词 (自动)
显式 "想想之前的..." / "recall X" / "记得 X"
其他 skill (cortex-search, cortex-reflect) 内部召回

输入

query: 自然语言或关键词
top_k: 默认 5
levels: 默认 [L0, L1, L2, L3] (L4 默认排除, 显式 --include-l4 才进)
--full: 返回 full 字段 (默认仅 brief)

流程

解析 vault + 读 _meta/memory-policy.yaml 拿 recall.default
多源检索:
- mcp__obsidian__obsidian_simple_search query → 命中条目路径
- Glob frontmatter recall_when 字段模糊匹配 query
- 按 URI level 过滤 (排除 levels 之外的)
打分排序:
- level 优先级: L0 > L1 > L2 > L3
- 同 level 按 weight × recall_freq (recall_count/age_days) 排序
- 取 top_k
渐进披露输出 (每条):
- frontmatter: uri / level / weight / ref / recall_when
- brief (一行)
- 子节点列表 (children URIs, 不展开内容)
- 父节点 URI
- 不返 full 除非 --full
更新 frontmatter (每条被召回):
- recall_count += 1
- last_recalled = now (UTC ISO)
- 通过 cortex-memory update 写回

输出

[recall: "Go 并发"] top 3 hits

1. L2://semantic/go/goroutine  (weight 0.7, recalled 12x)
   brief: Go 并发用 goroutine + channel, GMP 调度模型
   ref: 知识库/领域/技术/编程语言/Go/goroutine.md
   parents: [L1://procedural/go-concurrency]
   children: [L3://episodic/2026-05-12/T1430]

2. L1://procedural/go-concurrency  (weight 0.9, recalled 32x)
   brief: Go 并发模式 — goroutine + channel + select + context.Cancel
   children: [L2://semantic/go/goroutine, L2://semantic/go/channel]

3. ...

(use --full to expand body, --include-l4 to include ledger/sessions)

错误处理

0 命中 → 输出 "no recall hits, 候选 levels=..., 试 cortex-search 走知识库"
frontmatter 解析失败的条目 → 跳过, 末尾汇总 warning
recall_count 更新失败 (写盘失败) → 不阻塞召回结果输出

召回级别策略

默认召回 L0+L1+L2+L3 (排 L4)。按 weight 排序。

L0: 永远第一返 (核心)
L1: 高 weight (≥0.8) 排第二
L2: 按 expires 过滤未过期
L3: 按 recall_count 排序, 90 天内
L4: 显式 --include-l4 才返

AUTO_MODE 兼容

[AUTO_MODE: ...] 下行为不变 (recall 本就纯读 + 自动 update count)。仅在显式 --full 时返回完整内容, AUTO_MODE 不自动加 --full。

AUTO_MODE 行为 (wrapper 调用)

当 prompt 含 [AUTO_MODE] (来自 ~/.cortex/scripts/recall.sh):

不调 AskUserQuestion (wrapper allowed-tools 已禁此工具, 强行调用必失败)
任何需用户决策处 → 走默认值跳过 (recall 本就纯读)
persistent: 任何 error 自决降级 / 重试 / 换工具, 禁询问, 禁中止
AUTO_MODE 不自动加 --full, 默认返回摘要

lazygophers/plugins/tools/cortex/skills/cortex-recall

plugins/tools/cortex/skills/cortex-recall/SKILL.md

--- name: cortex-recall description: 记忆渐进披露召回 — 按 query 跨 L0-L3 检索, 仅返 brief + 子节点 (非全量)。触发: "记得" / "recall" / "想想" / 用户提问需历史上下文时自动触发。 disable-model-invocation: false allowed-tools: Read Glob mcp__obsidian__obsidian_simple_search mcp__obsidian__obsidian_get_file_contents --- # cortex-recall 按查询渐进披露召回相关记忆。默认只返父节点 brief + 子目录索引, 避免上下文爆炸。 ## 触发场景 - 用户提问命中 `recall_when` 关键词 (自动) - 显式 "想想之前的..." / "recall X" / "记得 X" - 其他 skill (cortex-search, cortex-reflect) 内部召回 ## 输入 - query: 自然语言或关键词 - top_k:

3 stars

tools

Updated May 14, 2026

$ install --global

skillsauth

npx skillsauth add lazygophers/ccplugin plugins/tools/cortex/skills/cortex-recall

Install this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.

Security Scan Results

3 of 9 scanners reported clean

Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.

Scanners Passed

Scanners in report

Clean

TrivyContainer and dependency vulnerability scanner

95%

Clean

SemgrepStatic code analysis for vulnerabilities

95%

Clean

mcp-scan (Snyk)Model Context Protocol security validation

95%

Skipped

Snyk (dep)Open source security scanning

50%

Skipped

Socket.devSupply chain security analysis

50%

Skipped

VirusTotalMulti-engine malware detection

50%

Skipped

CrowdStrikeAdvanced threat intelligence

50%

Skipped

OSV-ScannerOpen Source Vulnerability database check

50%

Skipped

OWASP Dep-Check

50%

Last scanned: May 14, 2026, 6:52 AM165.4s1 file scanned

SKILL.md

name:: cortex-recall
description:: 记忆渐进披露召回 — 按 query 跨 L0-L3 检索, 仅返 brief + 子节点 (非全量)。触发: "记得" / "recall" / "想想" / 用户提问需历史上下文时自动触发。
disable-model-invocation:: false
allowed-tools:: Read Glob mcp__obsidian__obsidian_simple_search mcp__obsidian__obsidian_get_file_contents

cortex-recall

按查询渐进披露召回相关记忆。默认只返父节点 brief + 子目录索引, 避免上下文爆炸。

触发场景

用户提问命中 recall_when 关键词 (自动)
显式 "想想之前的..." / "recall X" / "记得 X"
其他 skill (cortex-search, cortex-reflect) 内部召回

输入

query: 自然语言或关键词
top_k: 默认 5
levels: 默认 [L0, L1, L2, L3] (L4 默认排除, 显式 --include-l4 才进)
--full: 返回 full 字段 (默认仅 brief)

流程

解析 vault + 读 _meta/memory-policy.yaml 拿 recall.default
多源检索:
- mcp__obsidian__obsidian_simple_search query → 命中条目路径
- Glob frontmatter recall_when 字段模糊匹配 query
- 按 URI level 过滤 (排除 levels 之外的)
打分排序:
- level 优先级: L0 > L1 > L2 > L3
- 同 level 按 weight × recall_freq (recall_count/age_days) 排序
- 取 top_k
渐进披露输出 (每条):
- frontmatter: uri / level / weight / ref / recall_when
- brief (一行)
- 子节点列表 (children URIs, 不展开内容)
- 父节点 URI
- 不返 full 除非 --full
更新 frontmatter (每条被召回):
- recall_count += 1
- last_recalled = now (UTC ISO)
- 通过 cortex-memory update 写回

输出

[recall: "Go 并发"] top 3 hits

1. L2://semantic/go/goroutine  (weight 0.7, recalled 12x)
   brief: Go 并发用 goroutine + channel, GMP 调度模型
   ref: 知识库/领域/技术/编程语言/Go/goroutine.md
   parents: [L1://procedural/go-concurrency]
   children: [L3://episodic/2026-05-12/T1430]

2. L1://procedural/go-concurrency  (weight 0.9, recalled 32x)
   brief: Go 并发模式 — goroutine + channel + select + context.Cancel
   children: [L2://semantic/go/goroutine, L2://semantic/go/channel]

3. ...

(use --full to expand body, --include-l4 to include ledger/sessions)

错误处理

0 命中 → 输出 "no recall hits, 候选 levels=..., 试 cortex-search 走知识库"
frontmatter 解析失败的条目 → 跳过, 末尾汇总 warning
recall_count 更新失败 (写盘失败) → 不阻塞召回结果输出

召回级别策略

默认召回 L0+L1+L2+L3 (排 L4)。按 weight 排序。

L0: 永远第一返 (核心)
L1: 高 weight (≥0.8) 排第二
L2: 按 expires 过滤未过期
L3: 按 recall_count 排序, 90 天内
L4: 显式 --include-l4 才返

AUTO_MODE 兼容

[AUTO_MODE: ...] 下行为不变 (recall 本就纯读 + 自动 update count)。仅在显式 --full 时返回完整内容, AUTO_MODE 不自动加 --full。

AUTO_MODE 行为 (wrapper 调用)

当 prompt 含 [AUTO_MODE] (来自 ~/.cortex/scripts/recall.sh):

不调 AskUserQuestion (wrapper allowed-tools 已禁此工具, 强行调用必失败)
任何需用户决策处 → 走默认值跳过 (recall 本就纯读)
persistent: 任何 error 自决降级 / 重试 / 换工具, 禁询问, 禁中止
AUTO_MODE 不自动加 --full, 默认返回摘要

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Install manually

Choose your platform

# Clone the repo
git clone https://github.com/lazygophers/ccplugin.git

# Copy into Claude Code skills folder (global)
cp -r ccplugin/plugins/tools/cortex/skills/cortex-recall ~/.claude/skills/

Claude Code Skills — official skills path docs.

Repository

lazygophers/ccplugin

3 stars

Compatible with

Claude Code

OpenAI Codex CLI

ChatGPT