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190 lines
5.3 KiB
Markdown
190 lines
5.3 KiB
Markdown
---
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name: connections-optimizer
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description: Reorganize the user's X and LinkedIn network with review-first pruning, add/follow recommendations, and channel-specific warm outreach drafted in the user's real voice. Use when the user wants to clean up following lists, grow toward current priorities, or rebalance a social graph around higher-signal relationships.
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origin: ECC
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---
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# Connections Optimizer
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Reorganize the user's network instead of treating outbound as a one-way prospecting list.
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This skill handles:
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- X following cleanup and expansion
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- LinkedIn follow and connection analysis
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- review-first prune queues
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- add and follow recommendations
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- warm-path identification
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- Apple Mail, X DM, and LinkedIn draft generation in the user's real voice
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## When to Activate
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- the user wants to prune their X following
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- the user wants to rebalance who they follow or stay connected to
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- the user says "clean up my network", "who should I unfollow", "who should I follow", "who should I reconnect with"
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- outreach quality depends on network structure, not just cold list generation
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## Required Inputs
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Collect or infer:
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- current priorities and active work
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- target roles, industries, geos, or ecosystems
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- platform selection: X, LinkedIn, or both
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- do-not-touch list
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- mode: `light-pass`, `default`, or `aggressive`
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If the user does not specify a mode, use `default`.
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## Tool Requirements
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### Preferred
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- `x-api` for X graph inspection and recent activity
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- `lead-intelligence` for target discovery and warm-path ranking
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- `social-graph-ranker` when the user wants bridge value scored independently of the broader lead workflow
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- Exa / deep research for person and company enrichment
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- `brand-voice` before drafting outbound
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### Fallbacks
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- browser control for LinkedIn analysis and drafting
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- browser control for X if API coverage is constrained
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- Apple Mail or Mail.app drafting via desktop automation when email is the right channel
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## Safety Defaults
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- default is review-first, never blind auto-pruning
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- X: prune only accounts the user follows, never followers
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- LinkedIn: treat 1st-degree connection removal as manual-review-first
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- do not auto-send DMs, invites, or emails
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- emit a ranked action plan and drafts before any apply step
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## Platform Rules
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### X
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- mutuals are stickier than one-way follows
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- non-follow-backs can be pruned more aggressively
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- heavily inactive or disappeared accounts should surface quickly
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- engagement, signal quality, and bridge value matter more than raw follower count
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### LinkedIn
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- API-first if the user actually has LinkedIn API access
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- browser workflow must work when API access is missing
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- distinguish outbound follows from accepted 1st-degree connections
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- outbound follows can be pruned more freely
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- accepted 1st-degree connections should default to review, not auto-remove
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## Modes
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### `light-pass`
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- prune only high-confidence low-value one-way follows
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- surface the rest for review
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- generate a small add/follow list
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### `default`
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- balanced prune queue
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- balanced keep list
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- ranked add/follow queue
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- draft warm intros or direct outreach where useful
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### `aggressive`
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- larger prune queue
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- lower tolerance for stale non-follow-backs
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- still review-gated before apply
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## Scoring Model
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Use these positive signals:
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- reciprocity
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- recent activity
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- alignment to current priorities
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- network bridge value
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- role relevance
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- real engagement history
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- recent presence and responsiveness
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Use these negative signals:
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- disappeared or abandoned account
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- stale one-way follow
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- off-priority topic cluster
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- low-value noise
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- repeated non-response
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- no follow-back when many better replacements exist
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Mutuals and real warm-path bridges should be penalized less aggressively than one-way follows.
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## Workflow
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1. Capture priorities, do-not-touch constraints, and selected platforms.
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2. Pull the current following / connection inventory.
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3. Score prune candidates with explicit reasons.
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4. Score keep candidates with explicit reasons.
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5. Use `lead-intelligence` plus research surfaces to rank expansion candidates.
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6. Match the right channel:
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- X DM for warm, fast social touch points
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- LinkedIn message for professional graph adjacency
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- Apple Mail draft for higher-context intros or outreach
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7. Run `brand-voice` before drafting messages.
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8. Return a review pack before any apply step.
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## Review Pack Format
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```text
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CONNECTIONS OPTIMIZER REPORT
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============================
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Mode:
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Platforms:
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Priority Set:
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Prune Queue
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- handle / profile
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reason:
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confidence:
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action:
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Review Queue
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- handle / profile
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reason:
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risk:
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Keep / Protect
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- handle / profile
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bridge value:
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Add / Follow Targets
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- person
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why now:
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warm path:
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preferred channel:
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Drafts
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- X DM:
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- LinkedIn:
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- Apple Mail:
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```
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## Outbound Rules
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- Default email path is Apple Mail / Mail.app draft creation.
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- Do not send automatically.
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- Choose the channel based on warmth, relevance, and context depth.
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- Do not force a DM when an email or no outreach is the right move.
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- Drafts should sound like the user, not like automated sales copy.
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## Related Skills
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- `brand-voice` for the reusable voice profile
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- `social-graph-ranker` for the standalone bridge-scoring and warm-path math
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- `lead-intelligence` for weighted target and warm-path discovery
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- `x-api` for X graph access, drafting, and optional apply flows
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- `content-engine` when the user also wants public launch content around network moves
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