Conciseness

The body is dense with domain-specific data Claude cannot reliably know (commission percentages, platform pricing, scoring weights), so most tokens earn their place; however, the persona preamble ('You are an expert in... You understand the 2025-2026 shift...') and the conceptual framing in 'Why Integration Partnerships Win' include trimmable explanatory padding. It is above 3 because padding is minor relative to the high-signal tables, but below 5 because a few sections restate context Claude could infer.

Actionability

Guidance is fully concrete and executable for an advisory skill: exact commission bands (10-15%, 20-25%, 30-40%), a platform decision tree keyed to MRR thresholds, a weighted integration scoring model with point cutoffs ('Prioritize integrations scoring 70+'), a week-by-week launch checklist with day ranges, and troubleshooting fixes with specific numbers (30-day time-to-first-referral, 14-day deal registration, 90-day cookie window). Specific examples cover the common cases, matching the top anchor.

Workflow Clarity

Multi-step processes are clearly sequenced with timelines — the 4-step integration onboarding (Discovery → Build → GTM Launch → Ongoing, weeked) and the 10-phase launch checklist including a monitoring/adjust step ('Monitor first conversions, adjust tracking if attribution gaps appear') and the troubleshooting loop (symptom → cause → fix). It falls short of 5 because checkpoints are mostly implicit rather than explicit go/no-go gates (e.g., no 'only proceed when N joint customers validate'), leaving minor validation gaps.

Progressive Disclosure

Structure is good: both referenced files exist, are one level deep with no nested references inside them, and are signaled with topical labels ('For integration strategy, marketplace, recruitment, co-marketing, attribution, channel conflict, AI partnerships, operations, and implementation playbook read references/implementation-guide.md'). It is below 5 because the SKILL.md body is fairly long with detailed tier/platform content that arguably belongs in the references, and the two reference pointers sit mid-document and after troubleshooting rather than in a clean consolidated navigation section, making them slightly buried.

Specificity

The description lists multiple concrete actions — 'build a partner program, launch an affiliate program, design integration partnerships, or create distribution partnerships' — plus a scope statement ('program design from recruitment through performance optimization'), giving comprehensive coverage of the skill's capabilities. It does not fall to 4 because no meaningful action in the domain is left uncovered.

Completeness

It explicitly answers 'what' ('This skill covers partner and affiliate program design from recruitment through performance optimization') and 'when' with two explicit trigger clauses ('When the user wants to...' and 'Also use when the user mentions...'), plus a concrete negative scope ('Do NOT use for technical implementation, code review, or software architecture'). Both halves are explicit, so it does not fall to 4.

Trigger Term Quality

It enumerates natural trigger phrases users would actually say: 'partnerships,' 'affiliate program,' 'referral program,' 'partner ecosystem,' 'integration partner,' 'reseller,' 'co-marketing,' 'PartnerStack,' and 'revenue share,' covering synonyms, adjacent vocabulary, and a specific product name. No common natural variation is missing.

Distinctiveness Conflict Risk

The partner/affiliate niche is clear with distinctive triggers (PartnerStack, reseller, co-marketing) and an explicit exclusion clause, but there is minor overlap risk with closely related GTM skills (e.g., referral programs could plausibly trigger a sales or lead-gen skill; the exclusion clause does not delineate sibling GTM skills). It sits above 3 because the domain and triggers are largely distinctive, but below 5 because of that residual sibling-skill overlap.