Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/alextangson-memory-distill
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: writing
Reviews
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Permissions
What this skill can do and what it asks for, from its SKILL.md and code. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/memory-distill
What's inside
- Skill name
memory-distill- Description
- Learn from user feedback to improve future content. Activate when user approves, rejects, edits, or gives feedback on topics or content drafts. Also runs periodically to consolidate learnings.
- License
- MIT
- Instructions
- 29 lines in SKILL.md · view on GitHub
Files (1)
- SKILL.md
SKILL.md (first lines)
# 记录创作者反馈
把用户对这篇稿的真实评价与修改要求保留下来,避免下一轮又犯同样的问题。模型审稿结论不能冒充用户反馈。
1. 用户说“好”时先识别对象:可能是在同意继续、选角或确认理解,不自动当作成稿采纳。仅明确评价当前稿件时记录 verdict。
2. 对目标稿调用 `autocrew_editorial {action:"inspect", content_id}`,读取当前 `draft_hash` 与已有反馈,确保意见指向用户正在看的版本。
3. 使用一次稳定的 `event_id`,带原话与准确范围提交:
```json
{
"action":"feedback",
"content_id":"…",
"draft_hash":"…",
"event_id":"feedback-20260922-01",
"feedback":"用户的原话",
"scope":"draft",
"user_confirmed":true
}
```
调用 `autocrew_editorial`,event_id 只用字母、数字、下划线或连字符;示例标识应换成这次反馈的唯一稳定值。重试复用同一 event_id 和同一载荷;不要每轮轮询都造新反馈。稿件已经变化时重新 inspect 并确认意见仍对应新版本,不把旧稿认可套到新稿。
4. 范围:默认 `draft`,只约束当前文章。“以后小红书都这样”才用 `platform` 并带正确 platform;用户明确说跨平台的长期表达才用 `voice`。本篇“短一点”不能自动变成永久偏好。
5. 仅按用户明确结果设置 `verdict`:`adopted`(直接能用)、`light_edit`(小改能用)、`rewritten`(基本重写)、`rejected`(打回)。不从模型分数、工具成功或发布数据推定采纳。
6. 读取返回结果,说明记录了哪条、作用哪里;如没有成功,不能说“我已记住”。反馈不自动等于改稿或批准发布;需要改稿时保留该反馈进完整 requirements,带原 content_id、topic_id、platform 和 force:true 重新领包并按 `write-script` 提交,保留同一篇稿件。
创作者档案和校准走 `autocrew_editorial profile/update_profile`;不直接追加本地 MEMORY 或 profile 文件。性能表现只作为带来源的数据事实,单篇高赞不能证明某种写法普遍有效。From alextangson/AutoCrew, MIT.
More from alextangson/AutoCrew
- 0.632score
video-session
alextangson
一条视频在同一个桌面会话里从头走到尾:选题 → 写稿自审 → 等 A-roll → 交 Codex 剪辑 → 收成片 → 发布包 → 发布准备。 晨报里回了数字选中一条、「这条视频开工」、「稿定了要交剪辑」、「Codex 剪完了 / 登记了」、「出发布包」、「一条视频从头到尾」时使用。
SkillAFreshness: A★ 10Claude Code +9 - 0.630score
research
alextangson
Content topic research and angle discovery.
SkillAFreshness: A★ 10Claude Code +9 - 0.630score
topic-ideas
alextangson
Interactive topic brainstorming from a seed idea.
SkillAFreshness: A★ 10Claude Code +9 - 0.630score
style-calibration
alextangson
Calibrate writing style to match user's brand voice.
SkillAFreshness: A★ 10Claude Code +9 - 0.629score
publish-content
alextangson
用 ego lite 将已审核视频发布到抖音、视频号、小红书和 B站,核查活动、安排排期、保存回执并回填已授权活动表。 支持中断恢复;制作或封面审核本身不授权投稿。
SkillAFreshness: A★ 10Claude Code +9 - 0.629score
cover-generator
alextangson
为定稿内容生成同身份的 3:4 和 4:3 个人 IP 封面;Codex 默认使用订阅内置生图、目标 Image 2.5,支持独立逐版审核和整片双尺寸草稿合并审核。
SkillAFreshness: A★ 10Claude Code +9 - 0.627score
schedule-meeting
alextangson
排期会(可选):用账号定位 + 回流数据给下一批内容排期、下注,并对上次的下注对账。创作者说「开排期会」「这周写什么」「内容规划」「排一下这周的片单」时使用。产出是本周片单和可证伪的下注;不开工写稿,也不拦写稿——每条开写前仍要单独开选题会(topic-meeting)。
SkillAFreshness: A★ 10Claude Code +9 - 0.627score
write-script
alextangson
抖音口播从一句灵感写到定稿:衍生 → 调研 → 立意 → 写 → 改 → 定稿。用户要写一条抖音口播、给了一句灵感、说「写一篇新的」「这条视频开工」时激活。这是真正动笔的技能。其他平台走旧流程(读 autocrew://writing-guide)。
SkillAFreshness: A★ 10Claude Code +9 - 0.627score
topic-meeting
alextangson
选题会:针对一个选题(或只是一句灵感),派几路调研从不同维度并行查,出 3–4 张立意卡,由创始人用原话定一张或给出自己的角度——定了才能开写。创作者说「开选题会」「这个题怎么写」「帮我想想这个角度」「写一篇新的」,或开写入口回 needs_founder_angle 时使用。产出是创始人选定的立意,不写稿。
SkillAFreshness: A★ 10Claude Code +9 - 0.625score
manage-pipeline
alextangson
Create and manage automated content pipelines (scheduled workflows).
SkillAFreshness: A★ 10Claude Code +9 - 0.625score
spawn-batch-writer
alextangson
Orchestrate batch content writing from saved topics.
SkillAFreshness: A★ 10Claude Code +9 - 0.625score
spawn-writer
alextangson
Orchestrate a single content writing task.
SkillAFreshness: A★ 10Claude Code +9
Signals
- Stars
- 10
- Forks
- 2
- Open issues
- 0
- Last commit (this folder)
- Sep 25, 2026 (1 month ago)
- Last release
- Oct 2, 2026 (27 days ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/alextangson/AutoCrew
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from alextangson
- 0.632score
video-session
alextangson
一条视频在同一个桌面会话里从头走到尾:选题 → 写稿自审 → 等 A-roll → 交 Codex 剪辑 → 收成片 → 发布包 → 发布准备。 晨报里回了数字选中一条、「这条视频开工」、「稿定了要交剪辑」、「Codex 剪完了 / 登记了」、「出发布包」、「一条视频从头到尾」时使用。
SkillAFreshness: A★ 10Claude Code +9 - 0.630score
topic-ideas
alextangson
Interactive topic brainstorming from a seed idea.
SkillAFreshness: A★ 10Claude Code +9 - 0.630score
research
alextangson
Content topic research and angle discovery.
SkillAFreshness: A★ 10Claude Code +9 - 0.630score
style-calibration
alextangson
Calibrate writing style to match user's brand voice.
SkillAFreshness: A★ 10Claude Code +9 - 0.629score
cover-generator
alextangson
为定稿内容生成同身份的 3:4 和 4:3 个人 IP 封面;Codex 默认使用订阅内置生图、目标 Image 2.5,支持独立逐版审核和整片双尺寸草稿合并审核。
SkillAFreshness: A★ 10Claude Code +9 - 0.629score
publish-content
alextangson
用 ego lite 将已审核视频发布到抖音、视频号、小红书和 B站,核查活动、安排排期、保存回执并回填已授权活动表。 支持中断恢复;制作或封面审核本身不授权投稿。
SkillAFreshness: A★ 10Claude Code +9
Cite this page
memory-distill skill. Agent Mart. https://agentmart.dev/skills/alextangson-memory-distill (last updated 2026-10-24)