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Find capabilities across the GuitarAlchemist ecosystem (ix, tars, ga) by domain or keyword
Install with Codex or Claude Copy this prompt, paste it into Codex, Claude, or another assistant, and let it review the skill page and install it for you.
Based on SOC occupation classification
Test model robustness with adversarial attacks and defenses
Multi-armed bandit simulation — epsilon-greedy, UCB1, Thompson sampling
Benchmark and compare ix algorithm performance
Embedded Redis-like cache with TTL, LRU, pub/sub, and RESP protocol
Category theory primitives — monad laws verification, free-forgetful adjunction
Chaos theory analysis — Lyapunov exponents, bifurcation, attractors, fractals
| name | federation-discover |
| description | Find capabilities across the GuitarAlchemist ecosystem (ix, tars, ga) by domain or keyword |
Query the capability registry to find tools across all repos in the ecosystem.
When you need a capability that might exist in another repo, or when the user asks "can we do X?" and you're unsure which repo provides it.
ix_federation_discover — Query registry by domain or keywordix_tars_bridge — Prepare data for TARS (traces, patterns, grammar export)ix_ga_bridge — Convert GA music data to ML features (chords, progressions, scales)grammar_weights, grammar_update, grammar_evolve, grammar_searchingest_ga_traces, ga_trace_stats, promotion_index, export_insightslist_patterns, get_pattern, suggest_pattern, run_promotion_pipelinetars_compile_plan, tars_execute_step, tars_validate_step, tars_complete_plantars_memory_opGaParseChord, GaChordIntervals, GaTransposeChord, GaDiatonicChords, GaCommonTones, GaChordSubstitutionsGaChordToSet, GaSetClassSubs, GaPolychord, GaIcvNeighborsGaAnalyzeProgression, GaKeyFromProgression, GaProgressionCompletionGetAllKeys, GetKeySignatureInfo, GetKeyNotes, CompareKeysGetAvailableScales, GaScaleById, GaScaleByNameGaArpeggioSuggestions, GaEasierVoicingsEvalGaScript, TranspileGaScript, ListGaClosuresAskChatbotWhen stuck on "unknown unknowns", use the exploratory-fan-out strategy: