FloydLabs
MODEL CONTEXT PROTOCOL

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.

73 skills loaded|All v2.0.0|$0/month

Showing 73 of 73 skills

general

Adaptive Behavior

floyd-skills://adaptive-behavior

Enable agents to adapt behavior based on environment, feedback, and learning.

9.5/10
v2.0.0
general

Adaptive Strategy

floyd-skills://adaptive-strategy

Develop strategies that adapt to changing conditions with trigger-based pivots.

9.5/10
v2.0.0
general

Agent Communication

floyd-skills://agent-communication

Facilitate structured communication between agents with message routing and protocol handling.

9.5/10
v2.0.0
reasoning

Analogy Synthesis

floyd-skills://analogy-synthesis

reasoning.analogy.pattern-matching

9.5/10
v2.0.0
patterns

Api Contract Validation

floyd-skills://api-contract-validation

patterns.validation.api-compatibility

9.5/10
v2.0.0
general

Api Format Verifier

floyd-skills://api-format-verifier

Verify API specifications against OpenAPI/Swagger/RAML standards with compliance scoring and format conversion.

9.5/10
v2.0.0
general

Attention Allocation

floyd-skills://attention-allocation

Optimize attention allocation across multiple tasks, contexts, and priorities.

9.5/10
v2.0.0
general

Benchmark Runner

floyd-skills://benchmark-runner

Execute code benchmarks with statistical analysis, regression detection, and performance recommendations.

9.5/10
v2.0.0
general

Bloom Sentinel

floyd-skills://bloom-sentinel

Global deduplication. Prevents any agent in the swarm from repeating a failed or existing code path.

9.8/10
v2.0.0
general

Build Error Correlator

floyd-skills://build-error-correlator

Correlate build errors across multiple builds to identify patterns, recurring issues, and suggest automated fixes.

9.5/10
v2.0.0
general

Clone Lens

floyd-skills://clone-lens

Identifies structural code duplicates across the entire codebase to prevent redundant refactoring.

9.8/10
v2.0.0
workflows

Code Review Workflow

floyd-skills://code-review-workflow

workflows.code-review.quality-assurance

9.5/10
v2.0.0
general

Cognitive Load Analysis

floyd-skills://cognitive-load-analysis

Analyze cognitive load of tasks, interfaces, and information to optimize for human understanding.

9.5/10
v2.0.0
general

Collective Decision Making

floyd-skills://collective-decision-making

Facilitate collective decision making across multiple agents with voting and preference aggregation.

9.5/10
v2.0.0
general

Collective Learning

floyd-skills://collective-learning

Coordinate learning across multiple agents with knowledge aggregation and transfer.

9.5/10
v2.0.0
general

Concept Crystallization

floyd-skills://concept-crystallization

Transform vague concepts into precise, actionable definitions with clear boundaries and relationships.

9.5/10
v2.0.0
general

Concept Lattice

floyd-skills://concept-lattice

Maps hidden architectural relationships and abstractions that standard ASTs miss.

9.8/10
v2.0.0
general

Concept Web Analysis

floyd-skills://concept-web-analysis

Analyze interconnected concepts as a web/graph to understand relationships and dependencies.

9.5/10
v2.0.0
general

Conflict Resolution

floyd-skills://conflict-resolution

Detect and resolve conflicts between agents, resources, and objectives.

9.5/10
v2.0.0
reasoning

Consensus Algorithms

floyd-skills://consensus-algorithms

reasoning.consensus.decision-making

9.5/10
v2.0.0
general

Consensus Protocol

floyd-skills://consensus-protocol

Implement consensus protocols for multi-agent decision making with conflict resolution.

9.5/10
v2.0.0
general

Consensus Voter

floyd-skills://consensus-voter

Mathematically identifies and discards 'hallucinating' agents (outliers) in a multi-model run.

9.8/10
v2.0.0
general

Context Compression

floyd-skills://context-compression

Compress context while preserving semantic meaning using abstractive and extractive techniques.

9.5/10
v2.0.0
general

Context Dependency Analysis

floyd-skills://context-dependency-analysis

Analyze dependencies between context elements to understand information flow and requirements.

9.5/10
v2.0.0
general

Context Orchestration

floyd-skills://context-orchestration

Orchestrate multiple context sources, prioritize information, and manage context flow across agents.

9.5/10
v2.0.0
general

Context Packing

floyd-skills://context-packing

Efficiently pack maximum relevant context into limited token windows using intelligent compression.

9.5/10
v2.0.0
general

Context Persistence

floyd-skills://context-persistence

Manage persistent storage and retrieval of context across sessions and agents.

9.5/10
v2.0.0
general

Context Scalability Analysis

floyd-skills://context-scalability-analysis

Analyze how context handling scales with increasing complexity and volume.

9.5/10
v2.0.0
general

Dependency Hologram

floyd-skills://dependency-hologram

Generate interactive 2D/3D dependency visualizations for complex project architectures.

9.5/10
v2.0.0
general

Distributed Task Management

floyd-skills://distributed-task-management

Manage and coordinate tasks across distributed agents with load balancing and fault tolerance.

9.5/10
v2.0.0
general

Emergent Intelligence

floyd-skills://emergent-intelligence

Detect and nurture emergent intelligent behaviors from agent interactions.

9.5/10
v2.0.0
general

Ethical Reasoning

floyd-skills://ethical-reasoning

Apply ethical frameworks to decision making with stakeholder impact analysis.

9.5/10
v2.0.0
general

Failure To Test Transmuter

floyd-skills://failure-to-test-transmuter

Automatically generate test cases from production failures, stack traces, and error reports.

9.5/10
v2.0.0
general

Git Bisect

floyd-skills://git-bisect

Automated git bisect with test command execution to identify the exact commit that introduced a bug.

9.5/10
v2.0.0
general

Goal Alignment

floyd-skills://goal-alignment

Ensure alignment between agent goals, user goals, and system objectives.

9.5/10
v2.0.0
general

Grammar Gate

floyd-skills://grammar-gate

Microsecond validation of generated code against project-specific context-free grammars (React hooks, async patterns).

9.8/10
v2.0.0
general

Knowledge Graph Building

floyd-skills://knowledge-graph-building

Build and evolve knowledge graphs from unstructured data with entity extraction and relationship inference.

9.5/10
v2.0.0
general

Knowledge Sharing

floyd-skills://knowledge-sharing

Facilitate knowledge sharing between agents with versioning and conflict detection.

9.5/10
v2.0.0
general

Knowledge Synthesis

floyd-skills://knowledge-synthesis

Synthesize knowledge from multiple sources into coherent, structured understanding.

9.5/10
v2.0.0
general

Lab Inventory

floyd-skills://lab-inventory

Track and manage Floyd Lab tools, skills, and resources with versioning and usage analytics.

9.5/10
v2.0.0
general

Long Term Visioning

floyd-skills://long-term-visioning

Develop and maintain long-term visions with scenario planning and trend analysis.

9.5/10
v2.0.0
general

Merge Engine

floyd-skills://merge-engine

Enables multi-agent parallel editing on a single file without race conditions or overwrites.

9.8/10
v2.0.0
general

Meta Cognitive Strategy

floyd-skills://meta-cognitive-strategy

Develop and apply meta-cognitive strategies for improved reasoning and self-awareness.

9.5/10
v2.0.0
general

Meta Reasoning

floyd-skills://meta-reasoning

Reason about reasoning processes to optimize thinking strategies and avoid pitfalls.

9.5/10
v2.0.0
general

Mit Analysis

floyd-skills://mit-analysis

Multiple Instance Theory analysis for understanding complex problem spaces with multiple valid interpretations.

9.5/10
v2.0.0
general

Monorepo Dependency Analyzer

floyd-skills://monorepo-dependency-analyzer

Analyze dependencies across monorepo packages, detect circular dependencies, and visualize the dependency graph.

9.5/10
v2.0.0
general

Patch Oracle

floyd-skills://patch-oracle

Predicts the 'blast radius' of a change by identifying architectural fault lines using the Fiedler vector.

9.8/10
v2.0.0
general

Pattern Extraction

floyd-skills://pattern-extraction

Extract code patterns, idioms, and architectural patterns from codebases for reuse and standardization.

9.5/10
v2.0.0
general

Pattern Matching

floyd-skills://pattern-matching

Identify patterns across diverse data sources using multiple matching algorithms and confidence scoring.

9.5/10
v2.0.0
general

Pattern Synthesis

floyd-skills://pattern-synthesis

Synthesize new patterns from existing patterns through combination, abstraction, and generalization.

9.5/10
v2.0.0
analysis

Performance Profiling Patterns

floyd-skills://performance-profiling-patterns

analysis.performance.optimization

9.5/10
v2.0.0
general

Quality Scoring

floyd-skills://quality-scoring

140-point quality scoring algorithm for comprehensive evaluation of code, documentation, and artifacts.

9.5/10
v2.0.0
general

Refactor Pathfinder

floyd-skills://refactor-pathfinder

Calculates the minimum-edit distance (shortest path) from 'Broken State' to 'Target State'.

9.8/10
v2.0.0
general

Resource Allocation

floyd-skills://resource-allocation

Optimize resource allocation across agents and tasks with constraint satisfaction.

9.5/10
v2.0.0
general

Role Assignment

floyd-skills://role-assignment

Dynamically assign and manage roles for agents based on capabilities and requirements.

9.5/10
v2.0.0
general

Schema Migrator

floyd-skills://schema-migrator

Generate database schema migrations with validation, rollback plans, and SQL generation for safe schema evolution.

9.5/10
v2.0.0
general

Secure Hook Executor

floyd-skills://secure-hook-executor

Execute Git hooks in a sandboxed environment with security analysis and blocked operation detection.

9.5/10
v2.0.0
general

Self Organization

floyd-skills://self-organization

Enable agent systems to self-organize based on goals, constraints, and environment.

9.5/10
v2.0.0
general

Self Reflection

floyd-skills://self-reflection

Enable agents to reflect on their own performance, decisions, and learning.

9.5/10
v2.0.0
analysis

Semantic Diff Validation

floyd-skills://semantic-diff-validation

analysis.code-validation.semantic

9.5/10
v2.0.0
general

Semantic Understanding

floyd-skills://semantic-understanding

Deep semantic analysis of text to extract meaning, intent, entities, and relationships.

9.5/10
v2.0.0
analysis

Statistical Performance Benchmarking

floyd-skills://statistical-performance-benchmarking

analysis.algorithms.performance

9.5/10
v2.0.0
general

Strategic Planning

floyd-skills://strategic-planning

Develop and execute strategic plans with goal decomposition and progress tracking.

9.5/10
v2.0.0
general

Swarm Intelligence

floyd-skills://swarm-intelligence

Coordinate swarm-based problem solving with emergent behavior and collective optimization.

9.5/10
v2.0.0
general

Synchronization

floyd-skills://synchronization

Synchronize state, clocks, and actions across distributed agents.

9.5/10
v2.0.0
analysis

Tarjan Circular Dependency Detection

floyd-skills://tarjan-circular-dependency-detection

analysis.algorithms.graph-theory

9.5/10
v2.0.0
patterns

Test Generation Patterns

floyd-skills://test-generation-patterns

patterns.testing.automated-generation

9.5/10
v2.0.0
general

Token Alchemist

floyd-skills://token-alchemist

Compresses context windows to their maximum information density before the LLM call.

9.8/10
v2.0.0
general

Tool Discovery

floyd-skills://tool-discovery

Discover and recommend relevant tools based on project context, task requirements, and usage patterns.

9.5/10
v2.0.0
general

Trace Replay Debugger

floyd-skills://trace-replay-debugger

Record and replay execution traces for time-travel debugging and root cause analysis.

9.5/10
v2.0.0
general

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.

9.5/10
v2.0.0
general

Value Alignment

floyd-skills://value-alignment

Ensure agent behavior aligns with specified values and ethical principles.

9.5/10
v2.0.0
general

Viterbi Resolver

floyd-skills://viterbi-resolver

Resolves ambiguous or 'fuzzy' agent output by calculating the maximum-likelihood correct token sequence.

9.8/10
v2.0.0

More tools being built at 3 AM as you read this. Bella is supervising. Bowser is on the router.

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