mcpbeat

spencermarx Skills

33 skills published by spencermarx across 1 repository. Together they weigh 258 843 tokens — that is what loading all of them at once would cost you in context.

33 skills 258 843 tokens total

Browser
open-code-review

Web browser automation with AI-optimized snapshots for claude-flow agents

1k tokens
OCR
open-code-review

| AI-powered multi-agent code review. Simulates a team of Principal Engineers reviewing code from different perspectives. Use when asked to review code, check a PR, analyze changes, or perform code review.

65k tokens
OCR Review To Approval Loop
open-code-review

Drive a PR to an approved code review by looping OCR's multi-agent review and address steps. Runs /ocr:review then /ocr:address repeatedly until the review verdict is APPROVE, then one final /ocr:address for leftover suggestions, posting every review and every address round to the GitHub PR as comments. Use when the user asks to 'review and address in a loop', 'iterate review until approved', 'auto review-and-fix this PR', 'loop /ocr:review and /ocr:address', or to take a changeset all the way to a clean APPROVE with the default reviewer team. Wraps the /ocr:review (.ocr/commands/review.md) and /ocr:address (.ocr/commands/address.md) skills; needs a feature branch with an open GitHub PR and the gh CLI for posting.

4k tokens
ReasoningBank Intelligence
open-code-review

Implement adaptive learning with ReasoningBank for pattern recognition, strategy optimization, and continuous improvement. Use when building self-learning agents, optimizing workflows, or implementing meta-cognitive systems.

1k tokens
ReasoningBank with AgentDB
open-code-review

Implement ReasoningBank adaptive learning with AgentDB's 150x faster vector database. Includes trajectory tracking, verdict judgment, memory distillation, and pattern recognition. Use when building self-learning agents, optimizing decision-making, or implementing experience replay systems.

3k tokens
Swarm Orchestration
open-code-review

Orchestrate multi-agent swarms with agentic-flow for parallel task execution, dynamic topology, and intelligent coordination. Use when scaling beyond single agents, implementing complex workflows, or building distributed AI systems.

1k tokens
V3 CLI Modernization
open-code-review

CLI modernization and hooks system enhancement for claude-flow v3. Implements interactive prompts, command decomposition, enhanced hooks integration, and intelligent workflow automation.

6k tokens
V3 Core Implementation
open-code-review

Core module implementation for claude-flow v3. Implements DDD domains, clean architecture patterns, dependency injection, and modular TypeScript codebase with comprehensive testing.

6k tokens
V3 DDD Architecture
open-code-review

Domain-Driven Design architecture for claude-flow v3. Implements modular, bounded context architecture with clean separation of concerns and microkernel pattern.

3k tokens
V3 Deep Integration
open-code-review

Deep agentic-flow@alpha integration implementing ADR-001. Eliminates 10,000+ duplicate lines by building claude-flow as specialized extension rather than parallel implementation.

2k tokens
V3 MCP Optimization
open-code-review

MCP server optimization and transport layer enhancement for claude-flow v3. Implements connection pooling, load balancing, tool registry optimization, and performance monitoring for sub-100ms response times.

5k tokens
V3 Memory Unification
open-code-review

Unify 6+ memory systems into AgentDB with HNSW indexing for 150x-12,500x search improvements. Implements ADR-006 (Unified Memory Service) and ADR-009 (Hybrid Memory Backend).

1k tokens
V3 Performance Optimization
open-code-review

Achieve aggressive v3 performance targets: 2.49x-7.47x Flash Attention speedup, 150x-12,500x search improvements, 50-75% memory reduction. Comprehensive benchmarking and optimization suite.

3k tokens
V3 Security Overhaul
open-code-review

Complete security architecture overhaul for claude-flow v3. Addresses critical CVEs (CVE-1, CVE-2, CVE-3) and implements secure-by-default patterns. Use for security-first v3 implementation.

610 tokens
V3 Swarm Coordination
open-code-review

15-agent hierarchical mesh coordination for v3 implementation. Orchestrates parallel execution across security, core, and integration domains following 10 ADRs with 14-week timeline.

3k tokens
AgentDB Learning Plugins
open-code-review

Create and train AI learning plugins with AgentDB's 9 reinforcement learning algorithms. Includes Decision Transformer, Q-Learning, SARSA, Actor-Critic, and more. Use when building self-learning agents, implementing RL, or optimizing agent behavior through experience.

3k tokens
AgentDB Performance Optimization
open-code-review

Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations. Use when optimizing memory usage, improving search speed, or scaling to millions of vectors.

3k tokens
AgentDB Memory Patterns
open-code-review

Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants.

2k tokens
AgentDB Advanced Features
open-code-review

Master advanced AgentDB features including QUIC synchronization, multi-database management, custom distance metrics, hybrid search, and distributed systems integration. Use when building distributed AI systems, multi-agent coordination, or advanced vector search applications.

3k tokens
AgentDB Vector Search
open-code-review

Implement semantic vector search with AgentDB for intelligent document retrieval, similarity matching, and context-aware querying. Use when building RAG systems, semantic search engines, or intelligent knowledge bases.

2k tokens
OCR
open-code-review

| AI-powered multi-agent code review. Simulates a team of Principal Engineers reviewing code from different perspectives. Use when asked to review code, check a PR, analyze changes, or perform code review.

68k tokens
Hooks Automation
open-code-review

Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre/post task hooks, session management, Git integration, memory coordination, and neural pattern training for enhanced development workflows.

8k tokens
Pair Programming
open-code-review

AI-assisted pair programming with multiple modes (driver/navigator/switch), real-time verification, quality monitoring, and comprehensive testing. Supports TDD, debugging, refactoring, and learning sessions. Features automatic role switching, continuous code review, security scanning, and performance optimization with truth-score verification.

6k tokens
Skill Builder
open-code-review

Create new Claude Code Skills with proper YAML frontmatter, progressive disclosure structure, and complete directory organization. Use when you need to build custom skills for specific workflows, generate skill templates, or understand the Claude Skills specification.

6k tokens
Verification & Quality Assurance
open-code-review

Comprehensive truth scoring, code quality verification, and automatic rollback system with 0.95 accuracy threshold for ensuring high-quality agent outputs and codebase reliability.

4k tokens
Github Code Review
open-code-review

Comprehensive GitHub code review with AI-powered swarm coordination

7k tokens
Github Multi Repo
open-code-review

Multi-repository coordination, synchronization, and architecture management with AI swarm orchestration

6k tokens
GitHub Project Management
open-code-review

Comprehensive GitHub project management with swarm-coordinated issue tracking, project board automation, and sprint planning

7k tokens
Github Release Management
open-code-review

Comprehensive GitHub release orchestration with AI swarm coordination for automated versioning, testing, deployment, and rollback management

7k tokens
Github Workflow Automation
open-code-review

Advanced GitHub Actions workflow automation with AI swarm coordination, intelligent CI/CD pipelines, and comprehensive repository management

6k tokens
Stream Chain
open-code-review

Stream-JSON chaining for multi-agent pipelines, data transformation, and sequential workflows

3k tokens
Swarm Advanced
open-code-review

Advanced swarm orchestration patterns for research, development, testing, and complex distributed workflows

6k tokens
Sparc Methodology
open-code-review

SPARC (Specification, Pseudocode, Architecture, Refinement, Completion) comprehensive development methodology with multi-agent orchestration

6k tokens