Recipe Audit: Skill Chains Coverage
Date: 2026-02-12
Purpose: Map existing recipes to domains and identify under-served domains for new skill chains.
Existing 36 Recipes (Domain + Skill IDs)
(28 original + 8 new: 29 Scientific, 30 Superpowers, 31 Skene, 32 AI Ops, 33 FinOps, 34 Community, 35 People Ops, 36 Data Ops.)
| # |
Recipe |
Primary domain |
Example skills in chain |
| 1 |
Sales Deal Qualification Pipeline |
revops |
lead_qualification, opportunity_scoring, deal_inspection, next_best_action, content_recommender |
| 2 |
Customer Churn Prevention Pipeline |
customer_success |
health_scoring, churn_prediction, risk_mitigation_playbook, escalation_manager |
| 3 |
Financial Intelligence Dashboard |
finops |
burn_rate_monitor, arr_waterfall, scenario_planner, investor_metrics |
| 4 |
Growth Optimization Engine |
plg / marketing |
ab_test_setup, experiment_analyzer, funnel_optimizer, analytics_tracking |
| 5 |
Content Marketing Automation |
marketing |
content_research_writer, copywriting, social_content, schema_markup |
| 11 |
Freemium Conversion Optimization |
plg / monetization |
trial_extension_evaluator, paywall_upgrade_cro, activation_metrics |
| 12 |
Usage-Based Pricing Engine |
monetization |
usage_metering, overage_predictor, limit_notification, pricing_optimization |
| 13 |
Product-Led Sales Handoff |
plg / revops |
pql_scoring, lead_qualification, handoff_orchestration |
| 14 |
AI Support Deflection System |
support_ops / ai_ops |
ticket_triage, intent_classifier, response_suggester, kb_gap_finder |
| 15 |
Developer Experience Onboarding |
devex |
api_onboarding, sandbox_manager, code_sample_generator |
| 16 |
Employee Onboarding Automation |
people_ops |
onboarding_checklist, pulse_analyzer, perf_review_generator |
| 17 |
Data Quality Automation |
data_ops |
data_anomaly_alerter, data_event_validator, data_cohort_builder, data_funnel_optimizer, data_experiment_analyzer, data_dashboard_builder |
| 18 |
Community-Led Growth Engine |
community |
champion_identifier, case_study_finder, content_curator, event_manager |
| 19 |
Multi-Platform Content Distribution |
marketing |
content_research_writer, social_content, social_content_generator |
| 20 |
Product Experimentation Engine |
product_ops |
experimentation, experiment_analyzer, feature_adoption |
| 21 |
API Lifecycle Management |
devex |
changelog_tracker, deprecation_notifier, migration_assistant |
| 22 |
Competitive Intelligence Automation |
revops / marketing |
competitive_intel, competitive_ads_extractor, competitor_alternatives |
| 23 |
Brand Consistency Engine |
marketing / anthropic |
brand-guidelines, copy_editing, humanization_engine |
| 24 |
Customer Education Platform |
plg / customer_success |
onboarding_flow, milestone_celebration, contextual_help |
| 25 |
Security Code Review Automation |
security |
semgrep-rule-creator, entry-point-analyzer, variant-analysis, differential-review, fix-review, property-based-testing |
| 26 |
Compliance Automation Hub |
compliance |
gdpr_manager, pii_detector, audit_preparer, data_retention |
| 27 |
E-commerce Revenue Optimization |
monetization / marketing |
pricing_optimization, consumption_analyzer, discount_optimizer |
| 28 |
Partnership Ecosystem Automation |
ecosystem |
partner_mapping, co_sell_trigger, deal_registration, referral_program |
Under-Served Domains (executable skills, no or minimal recipe)
| Domain |
Executable skills |
Has recipe? |
Notes |
| scientific |
141 (context) / some executable |
No |
Literature, hypothesis, protocols; data pipelines. Add research/lab chain. |
| superpowers |
14 |
No |
brainstorming → writing-plans → executing-plans → verification. Add dev workflow chain. |
| skene / meta |
6 + 6 |
No |
analyze_tech_stack → analyze_growth_hubs → generate_growth_manifest → generate_growth_template. Add PLG strategy chain. |
| ai_ops |
19 |
Partial (Recipe 14) |
Dedicated AI Ops chain: ticket_classifier → response_suggester → summarization or intent → chatbot_orchestrator. |
| anthropic_official |
16 |
Partial (Recipe 23) |
Doc/deck chain: docx + pptx + brand-guidelines. |
Domains already covered by at least one recipe: revops, customer_success, finops, plg, marketing, monetization, support_ops, devex, people_ops, data_ops, community, product_ops, security, compliance, ecosystem.
Recommendations
- Batch 1 (new recipes): Scientific (research/literature pipeline), Superpowers (plan → execute → verify), Skene/Meta (tech stack → growth hubs → manifest → template). Security already has Recipe 25.
- Batch 2 (new recipes): Community (second recipe optional), People Ops (second optional), Data Ops (second optional), AI Ops (dedicated chain), FinOps standalone (e.g. burn_rate → scenario_planner → investor_metrics).
- Recipe index: Add domain tags to Quick Navigation in SKILL_CHAINS.md for filter-by-domain discovery.
1---2name: 2452-recipe-audit-dd40a0b53description: Recipe Audit: Skill Chains Coverage4---5# Recipe Audit: Skill Chains Coverage67**Date:** 2026-02-12 8**Purpose:** Map existing recipes to domains and identify under-served domains for new skill chains.910## Existing 36 Recipes (Domain + Skill IDs)1112(28 original + 8 new: 29 Scientific, 30 Superpowers, 31 Skene, 32 AI Ops, 33 FinOps, 34 Community, 35 People Ops, 36 Data Ops.)1314| # | Recipe | Primary domain | Example skills in chain |15| --- | ----------------------------------- | ------------------------ | ---------------------------------------------------------------------------------------------------------------------------------------- |16| 1 | Sales Deal Qualification Pipeline | revops | lead_qualification, opportunity_scoring, deal_inspection, next_best_action, content_recommender |17| 2 | Customer Churn Prevention Pipeline | customer_success | health_scoring, churn_prediction, risk_mitigation_playbook, escalation_manager |18| 3 | Financial Intelligence Dashboard | finops | burn_rate_monitor, arr_waterfall, scenario_planner, investor_metrics |19| 4 | Growth Optimization Engine | plg / marketing | ab_test_setup, experiment_analyzer, funnel_optimizer, analytics_tracking |20| 5 | Content Marketing Automation | marketing | content_research_writer, copywriting, social_content, schema_markup |21| 11 | Freemium Conversion Optimization | plg / monetization | trial_extension_evaluator, paywall_upgrade_cro, activation_metrics |22| 12 | Usage-Based Pricing Engine | monetization | usage_metering, overage_predictor, limit_notification, pricing_optimization |23| 13 | Product-Led Sales Handoff | plg / revops | pql_scoring, lead_qualification, handoff_orchestration |24| 14 | AI Support Deflection System | support_ops / ai_ops | ticket_triage, intent_classifier, response_suggester, kb_gap_finder |25| 15 | Developer Experience Onboarding | devex | api_onboarding, sandbox_manager, code_sample_generator |26| 16 | Employee Onboarding Automation | people_ops | onboarding_checklist, pulse_analyzer, perf_review_generator |27| 17 | Data Quality Automation | data_ops | data_anomaly_alerter, data_event_validator, data_cohort_builder, data_funnel_optimizer, data_experiment_analyzer, data_dashboard_builder |28| 18 | Community-Led Growth Engine | community | champion_identifier, case_study_finder, content_curator, event_manager |29| 19 | Multi-Platform Content Distribution | marketing | content_research_writer, social_content, social_content_generator |30| 20 | Product Experimentation Engine | product_ops | experimentation, experiment_analyzer, feature_adoption |31| 21 | API Lifecycle Management | devex | changelog_tracker, deprecation_notifier, migration_assistant |32| 22 | Competitive Intelligence Automation | revops / marketing | competitive_intel, competitive_ads_extractor, competitor_alternatives |33| 23 | Brand Consistency Engine | marketing / anthropic | brand-guidelines, copy_editing, humanization_engine |34| 24 | Customer Education Platform | plg / customer_success | onboarding_flow, milestone_celebration, contextual_help |35| 25 | Security Code Review Automation | security | semgrep-rule-creator, entry-point-analyzer, variant-analysis, differential-review, fix-review, property-based-testing |36| 26 | Compliance Automation Hub | compliance | gdpr_manager, pii_detector, audit_preparer, data_retention |37| 27 | E-commerce Revenue Optimization | monetization / marketing | pricing_optimization, consumption_analyzer, discount_optimizer |38| 28 | Partnership Ecosystem Automation | ecosystem | partner_mapping, co_sell_trigger, deal_registration, referral_program |3940## Under-Served Domains (executable skills, no or minimal recipe)4142| Domain | Executable skills | Has recipe? | Notes |43| ------------------ | ------------------------------- | ------------------- | ----------------------------------------------------------------------------------------------------------------------- |44| scientific | 141 (context) / some executable | No | Literature, hypothesis, protocols; data pipelines. Add research/lab chain. |45| superpowers | 14 | No | brainstorming → writing-plans → executing-plans → verification. Add dev workflow chain. |46| skene / meta | 6 + 6 | No | analyze_tech_stack → analyze_growth_hubs → generate_growth_manifest → generate_growth_template. Add PLG strategy chain. |47| ai_ops | 19 | Partial (Recipe 14) | Dedicated AI Ops chain: ticket_classifier → response_suggester → summarization or intent → chatbot_orchestrator. |48| anthropic_official | 16 | Partial (Recipe 23) | Doc/deck chain: docx + pptx + brand-guidelines. |4950Domains already covered by at least one recipe: revops, customer_success, finops, plg, marketing, monetization, support_ops, devex, people_ops, data_ops, community, product_ops, security, compliance, ecosystem.5152## Recommendations5354- **Batch 1 (new recipes):** Scientific (research/literature pipeline), Superpowers (plan → execute → verify), Skene/Meta (tech stack → growth hubs → manifest → template). Security already has Recipe 25.55- **Batch 2 (new recipes):** Community (second recipe optional), People Ops (second optional), Data Ops (second optional), AI Ops (dedicated chain), FinOps standalone (e.g. burn_rate → scenario_planner → investor_metrics).56- **Recipe index:** Add domain tags to Quick Navigation in SKILL_CHAINS.md for filter-by-domain discovery.
tools-only