connections-optimizer

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Original

English

🇨🇳

Translation

Chinese

Connections Optimizer

人脉优化器

Reorganize the user's network instead of treating outbound as a one-way prospecting list.

This skill handles:

X following cleanup and expansion
LinkedIn follow and connection analysis
review-first prune queues
add and follow recommendations
warm-path identification
Apple Mail, X DM, and LinkedIn draft generation in the user's real voice

重组用户的人脉网络，而非将对外联系视为单向的获客列表。

本技能支持处理以下场景：

X关注列表清理与扩展
LinkedIn关注和人脉分析
先审核后清理的队列机制
添加/关注建议
友好联系路径识别
按照用户真实语气生成Apple Mail、X私信、LinkedIn草稿

When to Activate

激活时机

the user wants to prune their X following
the user wants to rebalance who they follow or stay connected to
the user says "clean up my network", "who should I unfollow", "who should I follow", "who should I reconnect with"
outreach quality depends on network structure, not just cold list generation

用户想要清理X关注列表
用户想要重新平衡自己关注/保持联系的对象
用户说出“清理我的人脉”、“我应该取关谁”、“我应该关注谁”、“我应该和谁重新建立联系”等表述
外联质量取决于人脉结构，而非仅靠冷联系人列表生成

Required Inputs

所需输入

Collect or infer:

current priorities and active work
target roles, industries, geos, or ecosystems
platform selection: X, LinkedIn, or both
do-not-touch list
mode:
```
light-pass
```
,
```
default
```
, or
```
aggressive
```

If the user does not specify a mode, use

default

收集或推断以下信息：

当前优先级和正在推进的工作
目标角色、行业、地域或生态
平台选择：X、LinkedIn或两者都选
不可改动名单
模式：
```
light-pass
```
、
```
default
```
或
```
aggressive
```

如果用户未指定模式，默认使用

default

。

Tool Requirements

工具要求

Preferred

优先使用

```
x-api
```
for X graph inspection and recent activity
```
lead-intelligence
```
for target discovery and warm-path ranking
Exa / deep research for person and company enrichment
```
brand-voice
```
before drafting outbound

调用
```
x-api
```
进行X社交图谱检查和近期活动查询
调用
```
lead-intelligence
```
进行目标发现和友好联系路径排序
Exa/深度调研工具用于个人和公司信息补充
起草外联内容前调用
```
brand-voice
```
能力

Fallbacks

备选方案

browser control for LinkedIn analysis and drafting
browser control for X if API coverage is constrained
Apple Mail or Mail.app drafting via desktop automation when email is the right channel

浏览器控制能力用于LinkedIn分析和草稿生成
若API覆盖受限，使用浏览器控制能力操作X
当电子邮件为合适渠道时，通过桌面自动化生成Apple Mail/Mail.app草稿

Safety Defaults

安全默认设置

default is review-first, never blind auto-pruning
X: prune only accounts the user follows, never followers
LinkedIn: treat 1st-degree connection removal as manual-review-first
do not auto-send DMs, invites, or emails
emit a ranked action plan and drafts before any apply step

默认为先审核机制，绝不盲目自动清理
X平台：仅清理用户主动关注的账号，永远不清理粉丝
LinkedIn平台：移除一度人脉默认需要先人工审核
不自动发送私信、邀请或电子邮件
执行任何操作前先输出排序后的行动计划和草稿

Platform Rules

平台规则

X

mutuals are stickier than one-way follows
non-follow-backs can be pruned more aggressively
heavily inactive or disappeared accounts should surface quickly
engagement, signal quality, and bridge value matter more than raw follower count

互关账号的保留优先级高于单向关注账号
未回关的账号可更大力度清理
长期不活跃或已注销的账号应优先展示
互动度、内容价值、人脉桥接价值比单纯的粉丝数更重要

API-first if the user actually has LinkedIn API access
browser workflow must work when API access is missing
distinguish outbound follows from accepted 1st-degree connections
outbound follows can be pruned more freely
accepted 1st-degree connections should default to review, not auto-remove

如果用户确实有LinkedIn API访问权限，优先使用API
没有API访问权限时必须支持浏览器工作流
区分主动发出的关注请求和已通过的一度人脉
主动发出的未通过关注请求可更自由地清理
已通过的一度人脉默认需审核，不得自动移除

Modes

模式

light-pass

light-pass

prune only high-confidence low-value one-way follows
surface the rest for review
generate a small add/follow list

仅清理高置信度的低价值单向关注账号
其余账号提交审核
生成少量添加/关注建议列表

default

default

balanced prune queue
balanced keep list
ranked add/follow queue
draft warm intros or direct outreach where useful

平衡的清理队列
平衡的保留列表
排序后的添加/关注队列
在有用的场景下生成友好自我介绍或直接外联草稿

aggressive

aggressive

larger prune queue
lower tolerance for stale non-follow-backs
still review-gated before apply

更大规模的清理队列
对未回关的陈旧关注容忍度更低
执行前仍然需要审核把关

Scoring Model

评分模型

Use these positive signals:

reciprocity
recent activity
alignment to current priorities
network bridge value
role relevance
real engagement history
recent presence and responsiveness

Use these negative signals:

disappeared or abandoned account
stale one-way follow
off-priority topic cluster
low-value noise
repeated non-response
no follow-back when many better replacements exist

Mutuals and real warm-path bridges should be penalized less aggressively than one-way follows.

使用以下正向信号：

互动互惠性
近期活跃度
与当前优先级的匹配度
人脉桥接价值
角色相关性
真实互动历史
近期活跃情况和响应度

使用以下负向信号：

已注销或弃用的账号
陈旧的单向关注
内容属于非优先主题集群
低价值噪音
多次无响应
有大量更优替代选择的未回关账号

互关账号和真实友好联系桥接账号的减分力度应远低于单向关注账号。

Workflow

工作流

Capture priorities, do-not-touch constraints, and selected platforms.
Pull the current following / connection inventory.
Score prune candidates with explicit reasons.
Score keep candidates with explicit reasons.
Use
```
lead-intelligence
```
plus research surfaces to rank expansion candidates.
Match the right channel:
- X DM for warm, fast social touch points
- LinkedIn message for professional graph adjacency
- Apple Mail draft for higher-context intros or outreach
Run
```
brand-voice
```
before drafting messages.
Return a review pack before any apply step.

采集优先级、不可改动限制和选中的平台。
拉取当前关注/人脉清单。
给待清理候选账号打分并标注明确理由。
给保留候选账号打分并标注明确理由。
结合
```
lead-intelligence
```
和调研工具给扩展候选账号排序。
匹配合适的外联渠道：
- X私信用于友好、快速的社交联系
- LinkedIn消息用于职场人脉相关的联系
- Apple Mail草稿用于需要更高上下文的自我介绍或外联
起草消息前调用
```
brand-voice
```
能力。
执行任何操作前返回审核包。

Review Pack Format

审核包格式

text

CONNECTIONS OPTIMIZER REPORT
============================

Mode:
Platforms:
Priority Set:

Prune Queue
- handle / profile
  reason:
  confidence:
  action:

Review Queue
- handle / profile
  reason:
  risk:

Keep / Protect
- handle / profile
  bridge value:

Add / Follow Targets
- person
  why now:
  warm path:
  preferred channel:

Drafts
- X DM:
- LinkedIn:
- Apple Mail: