MCP Tools & Skills
Specialized AI skills running on Floyd Labs’ 13 MCP servers. Each tool is a weapon in the fight against overpriced AI subscriptions.
Showing 73 of 73 skills
Adaptive Behavior
floyd-skills://adaptive-behavior
Enable agents to adapt behavior based on environment, feedback, and learning.
Adaptive Strategy
floyd-skills://adaptive-strategy
Develop strategies that adapt to changing conditions with trigger-based pivots.
Agent Communication
floyd-skills://agent-communication
Facilitate structured communication between agents with message routing and protocol handling.
Analogy Synthesis
floyd-skills://analogy-synthesis
reasoning.analogy.pattern-matching
Api Contract Validation
floyd-skills://api-contract-validation
patterns.validation.api-compatibility
Api Format Verifier
floyd-skills://api-format-verifier
Verify API specifications against OpenAPI/Swagger/RAML standards with compliance scoring and format conversion.
Attention Allocation
floyd-skills://attention-allocation
Optimize attention allocation across multiple tasks, contexts, and priorities.
Benchmark Runner
floyd-skills://benchmark-runner
Execute code benchmarks with statistical analysis, regression detection, and performance recommendations.
Bloom Sentinel
floyd-skills://bloom-sentinel
Global deduplication. Prevents any agent in the swarm from repeating a failed or existing code path.
Build Error Correlator
floyd-skills://build-error-correlator
Correlate build errors across multiple builds to identify patterns, recurring issues, and suggest automated fixes.
Clone Lens
floyd-skills://clone-lens
Identifies structural code duplicates across the entire codebase to prevent redundant refactoring.
Code Review Workflow
floyd-skills://code-review-workflow
workflows.code-review.quality-assurance
Cognitive Load Analysis
floyd-skills://cognitive-load-analysis
Analyze cognitive load of tasks, interfaces, and information to optimize for human understanding.
Collective Decision Making
floyd-skills://collective-decision-making
Facilitate collective decision making across multiple agents with voting and preference aggregation.
Collective Learning
floyd-skills://collective-learning
Coordinate learning across multiple agents with knowledge aggregation and transfer.
Concept Crystallization
floyd-skills://concept-crystallization
Transform vague concepts into precise, actionable definitions with clear boundaries and relationships.
Concept Lattice
floyd-skills://concept-lattice
Maps hidden architectural relationships and abstractions that standard ASTs miss.
Concept Web Analysis
floyd-skills://concept-web-analysis
Analyze interconnected concepts as a web/graph to understand relationships and dependencies.
Conflict Resolution
floyd-skills://conflict-resolution
Detect and resolve conflicts between agents, resources, and objectives.
Consensus Algorithms
floyd-skills://consensus-algorithms
reasoning.consensus.decision-making
Consensus Protocol
floyd-skills://consensus-protocol
Implement consensus protocols for multi-agent decision making with conflict resolution.
Consensus Voter
floyd-skills://consensus-voter
Mathematically identifies and discards 'hallucinating' agents (outliers) in a multi-model run.
Context Compression
floyd-skills://context-compression
Compress context while preserving semantic meaning using abstractive and extractive techniques.
Context Dependency Analysis
floyd-skills://context-dependency-analysis
Analyze dependencies between context elements to understand information flow and requirements.
Context Orchestration
floyd-skills://context-orchestration
Orchestrate multiple context sources, prioritize information, and manage context flow across agents.
Context Packing
floyd-skills://context-packing
Efficiently pack maximum relevant context into limited token windows using intelligent compression.
Context Persistence
floyd-skills://context-persistence
Manage persistent storage and retrieval of context across sessions and agents.
Context Scalability Analysis
floyd-skills://context-scalability-analysis
Analyze how context handling scales with increasing complexity and volume.
Dependency Hologram
floyd-skills://dependency-hologram
Generate interactive 2D/3D dependency visualizations for complex project architectures.
Distributed Task Management
floyd-skills://distributed-task-management
Manage and coordinate tasks across distributed agents with load balancing and fault tolerance.
Emergent Intelligence
floyd-skills://emergent-intelligence
Detect and nurture emergent intelligent behaviors from agent interactions.
Ethical Reasoning
floyd-skills://ethical-reasoning
Apply ethical frameworks to decision making with stakeholder impact analysis.
Failure To Test Transmuter
floyd-skills://failure-to-test-transmuter
Automatically generate test cases from production failures, stack traces, and error reports.
Git Bisect
floyd-skills://git-bisect
Automated git bisect with test command execution to identify the exact commit that introduced a bug.
Goal Alignment
floyd-skills://goal-alignment
Ensure alignment between agent goals, user goals, and system objectives.
Grammar Gate
floyd-skills://grammar-gate
Microsecond validation of generated code against project-specific context-free grammars (React hooks, async patterns).
Knowledge Graph Building
floyd-skills://knowledge-graph-building
Build and evolve knowledge graphs from unstructured data with entity extraction and relationship inference.
Knowledge Sharing
floyd-skills://knowledge-sharing
Facilitate knowledge sharing between agents with versioning and conflict detection.
Knowledge Synthesis
floyd-skills://knowledge-synthesis
Synthesize knowledge from multiple sources into coherent, structured understanding.
Lab Inventory
floyd-skills://lab-inventory
Track and manage Floyd Lab tools, skills, and resources with versioning and usage analytics.
Long Term Visioning
floyd-skills://long-term-visioning
Develop and maintain long-term visions with scenario planning and trend analysis.
Merge Engine
floyd-skills://merge-engine
Enables multi-agent parallel editing on a single file without race conditions or overwrites.
Meta Cognitive Strategy
floyd-skills://meta-cognitive-strategy
Develop and apply meta-cognitive strategies for improved reasoning and self-awareness.
Meta Reasoning
floyd-skills://meta-reasoning
Reason about reasoning processes to optimize thinking strategies and avoid pitfalls.
Mit Analysis
floyd-skills://mit-analysis
Multiple Instance Theory analysis for understanding complex problem spaces with multiple valid interpretations.
Monorepo Dependency Analyzer
floyd-skills://monorepo-dependency-analyzer
Analyze dependencies across monorepo packages, detect circular dependencies, and visualize the dependency graph.
Patch Oracle
floyd-skills://patch-oracle
Predicts the 'blast radius' of a change by identifying architectural fault lines using the Fiedler vector.
Pattern Extraction
floyd-skills://pattern-extraction
Extract code patterns, idioms, and architectural patterns from codebases for reuse and standardization.
Pattern Matching
floyd-skills://pattern-matching
Identify patterns across diverse data sources using multiple matching algorithms and confidence scoring.
Pattern Synthesis
floyd-skills://pattern-synthesis
Synthesize new patterns from existing patterns through combination, abstraction, and generalization.
Performance Profiling Patterns
floyd-skills://performance-profiling-patterns
analysis.performance.optimization
Quality Scoring
floyd-skills://quality-scoring
140-point quality scoring algorithm for comprehensive evaluation of code, documentation, and artifacts.
Refactor Pathfinder
floyd-skills://refactor-pathfinder
Calculates the minimum-edit distance (shortest path) from 'Broken State' to 'Target State'.
Resource Allocation
floyd-skills://resource-allocation
Optimize resource allocation across agents and tasks with constraint satisfaction.
Role Assignment
floyd-skills://role-assignment
Dynamically assign and manage roles for agents based on capabilities and requirements.
Schema Migrator
floyd-skills://schema-migrator
Generate database schema migrations with validation, rollback plans, and SQL generation for safe schema evolution.
Secure Hook Executor
floyd-skills://secure-hook-executor
Execute Git hooks in a sandboxed environment with security analysis and blocked operation detection.
Self Organization
floyd-skills://self-organization
Enable agent systems to self-organize based on goals, constraints, and environment.
Self Reflection
floyd-skills://self-reflection
Enable agents to reflect on their own performance, decisions, and learning.
Semantic Diff Validation
floyd-skills://semantic-diff-validation
analysis.code-validation.semantic
Semantic Understanding
floyd-skills://semantic-understanding
Deep semantic analysis of text to extract meaning, intent, entities, and relationships.
Statistical Performance Benchmarking
floyd-skills://statistical-performance-benchmarking
analysis.algorithms.performance
Strategic Planning
floyd-skills://strategic-planning
Develop and execute strategic plans with goal decomposition and progress tracking.
Swarm Intelligence
floyd-skills://swarm-intelligence
Coordinate swarm-based problem solving with emergent behavior and collective optimization.
Synchronization
floyd-skills://synchronization
Synchronize state, clocks, and actions across distributed agents.
Tarjan Circular Dependency Detection
floyd-skills://tarjan-circular-dependency-detection
analysis.algorithms.graph-theory
Test Generation Patterns
floyd-skills://test-generation-patterns
patterns.testing.automated-generation
Token Alchemist
floyd-skills://token-alchemist
Compresses context windows to their maximum information density before the LLM call.
Tool Discovery
floyd-skills://tool-discovery
Discover and recommend relevant tools based on project context, task requirements, and usage patterns.
Trace Replay Debugger
floyd-skills://trace-replay-debugger
Record and replay execution traces for time-travel debugging and root cause analysis.
Typescript Semantic Analyzer
floyd-skills://typescript-semantic-analyzer
Perform deep semantic analysis of TypeScript code including symbol extraction, type inference, and reference tracking across projects.
Value Alignment
floyd-skills://value-alignment
Ensure agent behavior aligns with specified values and ethical principles.
Viterbi Resolver
floyd-skills://viterbi-resolver
Resolves ambiguous or 'fuzzy' agent output by calculating the maximum-likelihood correct token sequence.
More tools being built at 3 AM as you read this. Bella is supervising. Bowser is on the router.
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