List provider authentication status and stored credentials Rust | Go + OAuth Store an API key for a specific provider Rust | Go + OAuth Remove a stored API key for a provider Rust | Go + OAuth Open provider credential dashboard in browser Rust | Go + OAuth Developer tooling, credential management, multi-provider auth setup Rust | Go + OAuth Budget and space planning for a theme park with rides, food courts, and entertainment zones Rust | Go | Python | CLI/Bash [Automations] + Constraint Solvers Resource allocation for a space colony dealing with solar storm what-if scenarios Rust | Go | Python | CLI/Bash [Automations] + Z3 Fantasy sports draft optimization under salary cap with injury what-if analysis Rust | Go | Python | CLI/Bash [Automations] + Z3 Theme Park Planning: Facility layout, capital budgeting, resource allocation Rust | Go | Python | CLI/Bash [Automations] + Z3 Space Colony Planning: Infrastructure sizing, capacity planning, disaster recovery modeling Rust | Go | Python | CLI/Bash [Automations] + Z3 Fantasy Sports Draft: Portfolio optimization, team composition, auction bidding strategies Rust | Go | Python | CLI/Bash [Automations] + Z3 Investigate a haunted house — is it a ghost or a raccoon? Rust | Go | Python | CLI/Bash [Automations] + Bayesian Networks Diagnose bad espresso from grind size, temperature, and bean age Rust | Go | Python | CLI/Bash [Automations] + Bayesian Networks Diagnose a sick plant from overwatering, nutrient, and disease evidence Rust | Go | Python | CLI/Bash [Automations] + Bayesian Networks Haunted House: Fault diagnosis, anomaly detection, sensor fusion from multiple noisy sensors pointing to hidden causes Rust | Go | Python | CLI/Bash [Automations] + Bayesian Networks Coffee Shop: Manufacturing quality control, process parameter tuning, root cause analysis in production Rust | Go | Python | CLI/Bash [Automations] + Bayesian Networks Plant Doctor: Medical diagnosis, agricultural advisory systems, multi-symptom differential diagnosis Rust | Go | Python | CLI/Bash [Automations] + Bayesian Networks Wedding budget planning with $25k constraint and vendor what-if scenarios Rust | Go | Python | CLI/Bash [Automations] + Z3 Mars colony resource allocation with dust storm what-if disruptions Rust | Go | Python | CLI/Bash [Automations] + Z3 Recipe scaling with vegan substitution — may be UNSAT Rust | Go | Python | CLI/Bash [Automations] + Z3 Wedding Budget Planning: Event planning, capital budgeting, portfolio allocation Rust | Go | Python | CLI/Bash [Automations] + Z3 Mars Colony Planning: Infrastructure sizing, supply chain planning, disaster preparedness Rust | Go | Python | CLI/Bash [Automations] + Z3 Recipe Scaling: Manufacturing scaling, formulation optimization, process engineering Rust | Go | Python | CLI/Bash [Automations] + Z3 Catch the classic car-wash walk-vs-drive failure with object-presence rules and optional solver proof Python | CLI/Bash [Automations] + LLM + CLIPS Reject promotion stacking that violates eligibility and margin policy, with optional ZEN validation Python | CLI/Bash [Automations] + LLM + CLIPS Block unsafe warehouse advice that ignores dimensional clearance, with optional solver what-if Python | CLI/Bash [Automations] + LLM + CLIPS Prevent cheaper logistics recommendations that violate handling requirements, with optional ZEN validation Python | CLI/Bash [Automations] + LLM + CLIPS LLM answer validation: Catch plausible recommendations that fail physical, operational, or policy preconditions before they reach users Python | CLI/Bash [Automations] + LLM + CLIPS Policy enforcement: Turn free-form answers into facts, apply deterministic rules, and produce auditable repair context Python | CLI/Bash [Automations] + LLM + CLIPS Operational decision support: Preserve fast LLM drafting while requiring concrete feasibility evidence for workflow-critical recommendations Python | CLI/Bash [Automations] + LLM + CLIPS Run a credentials-free support ticket classification research smoke Python | CLI/Bash [Automations] + LLM + CLIPS + Bayesian Networks Import a Promptfoo config and run the converted nxusKit harness matrix Python | CLI/Bash [Automations] + LLM + CLIPS + Bayesian Networks Evaluate code analysis, bug finding, patching, generation, refactoring, and review outputs Python | CLI/Bash [Automations] + LLM + CLIPS + Bayesian Networks Model evaluation: Score model candidates against task-specific outputs and report confidence instead of relying on ad hoc impressions Python | CLI/Bash [Automations] + LLM + CLIPS + Bayesian Networks Provider comparison: Compare local and cloud providers through one provider-neutral workflow while keeping capability claims honest Python | CLI/Bash [Automations] + LLM + CLIPS + Bayesian Networks Lifecycle policy: Generate dry-run pull, pin, keep, or retest recommendations bounded by deterministic policy Python | CLI/Bash [Automations] + LLM + CLIPS + Bayesian Networks Software development workflow research: Exercise code analysis, bug finding, bugfixing, generation, refactoring, and review scenarios with public-safe fixtures Python | CLI/Bash [Automations] + LLM + CLIPS + Bayesian Networks Music festival staging — crowd predictions drive band scheduling and safety Rust | Go | CLI/Bash [Automations] + CLIPS + Z3 + Bayesian Networks Search and rescue — survivor probability drives team assignment and safety checks Rust | Go | CLI/Bash [Automations] + CLIPS + Z3 + Bayesian Networks Bakery scheduling — demand forecasts drive oven allocation and allergen separation Rust | Go | CLI/Bash [Automations] + CLIPS + Z3 + Bayesian Networks Event planning: Predict attendance, optimize resource allocation, enforce safety codes Rust | Go | CLI/Bash [Automations] + CLIPS + Z3 + Bayesian Networks Emergency response: Estimate survival windows, deploy rescue assets, enforce operational protocols Rust | Go | CLI/Bash [Automations] + CLIPS + Z3 + Bayesian Networks Manufacturing: Forecast demand, schedule production, enforce quality and safety standards Rust | Go | CLI/Bash [Automations] + CLIPS + Z3 + Bayesian Networks Logistics: Predict delivery volumes, optimize fleet routing, enforce regulatory compliance Rust | Go | CLI/Bash [Automations] + CLIPS + Z3 + Bayesian Networks Healthcare: Predict patient load, optimize staff scheduling, enforce clinical safety protocols Rust | Go | CLI/Bash [Automations] + CLIPS + Z3 + Bayesian Networks Wedding dinner seating — 12 guests across 3 tables with constraints Rust | Go | Python | CLI/Bash [Automations] + LLM + Z3 Dungeon layout — 5 rooms with boss and treasure placement rules Rust | Go | Python | CLI/Bash [Automations] + LLM + Z3 Road trip planning — 14 days across 5 national parks with preferences Rust | Go | Python | CLI/Bash [Automations] + LLM + Z3 Natural language optimization, conversational planning Rust | Go | Python | CLI/Bash [Automations] + LLM + Z3 Golf course conditions — weather, soil, and maintenance factor learning Rust | Go | Python + Bayesian Network Structure Learning BMX performance — skill level, technique, and jump factor learning Rust | Go | Python + Bayesian Networks Sourdough baking — feeding schedule, flour type, and temperature factor learning Rust | Go | Python + Bayesian Networks Epidemiology: Discover disease risk factor relationships from patient records Rust | Go | Python + Bayesian Networks Manufacturing: Identify root causes of defects from production data Rust | Go | Python + Bayesian Networks Finance: Map causal relationships between economic indicators Rust | Go | Python + Bayesian Networks Genomics: Learn gene regulatory networks from expression data Rust | Go | Python + Bayesian Networks Quality control: Find which process parameters affect product quality Rust | Go | Python + Bayesian Networks First Hit Policy — route a maze runner through personality-driven decisions Rust | Go | Python | CLI/Bash [Automations] + ZEN Collect Hit Policy — match ingredient lists against brewing recipes Rust | Go | Python | CLI/Bash [Automations] + ZEN Expression Nodes — compute dynamic pricing with conditional logic Rust | Go | Python | CLI/Bash [Automations] + ZEN Pricing rules, eligibility determination, policy evaluation Rust | Go | Python | CLI/Bash [Automations] + ZEN Solve Sudoku puzzles using CLIPS constraint propagation Rust | Go + LLM + CLIPS + Z3 Find valid SET card combinations using CLIPS pattern matching Rust | Go + LLM + CLIPS + Z3 Side-by-side comparison of CLIPS, LLM, and hybrid solvers Rust | Go + LLM + CLIPS + Z3 AI strategy comparison, constraint vs neural solving benchmarks, educational puzzle platforms Rust | Go + LLM + CLIPS + Z3 Head-to-head CLIPS vs LLM race on a single problem Rust | Go + LLM + CLIPS Statistical benchmarking with multiple runs and timing Rust | Go + LLM + CLIPS List all available problems with difficulty ratings Rust | Go + LLM + CLIPS Show detailed description of a specific problem Rust | Go + LLM + CLIPS AI approach comparison, rule engine vs LLM benchmarking, hybrid strategy selection Rust | Go + LLM + CLIPS Analyze a music sequence for key, intervals, and rhythm patterns Rust | Go + LLM + CLIPS Score a sequence on six musical dimensions Rust | Go + LLM + CLIPS Transform a sequence — transpose, invert, or retrograde Rust | Go + LLM + CLIPS Convert between MIDI and MusicXML formats Rust | Go + LLM + CLIPS Music theory analysis, algorithmic composition assistance, MIDI/MusicXML processing Rust | Go + LLM + CLIPS Generate CLIPS rules from natural language descriptions Rust | Go | CLI/Bash [Automations] + LLM + CLIPS Validate CLIPS rule syntax and semantic correctness Rust | Go | CLI/Bash [Automations] + LLM + CLIPS Load previously saved rules from a file Rust | Go | CLI/Bash [Automations] + LLM + CLIPS Run progressive complexity examples demonstrating rule generation Rust | Go | CLI/Bash [Automations] + LLM + CLIPS Low-code rule authoring, natural language business logic, automated CLIPS code generation Rust | Go | CLI/Bash [Automations] + LLM + CLIPS Categorize input text into specified categories Rust | Go | CLI/Bash [Automations] + LLM + CLIPS Extract structured information from unstructured text Rust | Go | CLI/Bash [Automations] + LLM + CLIPS Perform logical inference and multi-step reasoning Rust | Go | CLI/Bash [Automations] + LLM + CLIPS Reliable AI answers with deterministic validation, LLM output verification, hybrid rule+LLM pipelines Rust | Go | CLI/Bash [Automations] + LLM + CLIPS Turn plain English into validated CLIPS rules with automatic error correction CLI/Bash [Automations] + LLM + CLIPS