airmcp-com/mcp-standards

Self-learning AI standards system - learns from corrections and auto-updates CLAUDE.md

3Stars on the repository
153Mods indexed here, across every type
9mo agoLast push, which is what freshness is scored on
MITLicence, which decides whether bodies are shown

airmcp-com/mcp-standards

Skill Claude CodeCodex

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.

not rated 3 9mo ago B 49 tokens copy · 100% MIT archived

airmcp-com/mcp-standards

Skill Claude CodeCodex

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.

not rated 3 9mo ago A 56 tokens copy · 100% MIT archived

airmcp-com/mcp-standards

Skill Claude CodeCodex

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.

not rated 3 9mo ago A 45 tokens copy · 100% MIT archived

airmcp-com/mcp-standards

Skill Claude CodeCodex

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.

not rated 3 9mo ago A 53 tokens copy · 100% MIT archived

airmcp-com/mcp-standards

Skill Claude CodeCodex

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.

not rated 3 9mo ago A 41 tokens copy · 100% MIT archived

flow-nexus-neural

06

airmcp-com/mcp-standards

Skill Claude CodeCodex

Train and deploy neural networks in distributed E2B sandboxes with Flow Nexus.

not rated 3 9mo ago A 21 tokens copy · 100% MIT archived

flow-nexus-platform

07

airmcp-com/mcp-standards

Skill Claude CodeCodex

Comprehensive Flow Nexus platform management - authentication, sandboxes, app deployment, payments, and challenges.

not rated 3 9mo ago A 24 tokens copy · 100% MIT archived

flow-nexus-swarm

08

airmcp-com/mcp-standards

Skill Claude CodeCodex

Cloud-based AI swarm deployment and event-driven workflow automation with Flow Nexus platform.

not rated 3 9mo ago A 20 tokens copy · 100% MIT archived

github-code-review

09

airmcp-com/mcp-standards

Skill Claude CodeCodex

Comprehensive GitHub code review with AI-powered swarm coordination.

not rated 3 9mo ago A 15 tokens copy · 100% MIT archived

github-multi-repo

10

airmcp-com/mcp-standards

Skill Claude CodeCodex

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

not rated 3 9mo ago A 21 tokens copy · 100% MIT archived

airmcp-com/mcp-standards

Skill Claude CodeCodex

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

not rated 3 9mo ago A 25 tokens copy · 100% MIT archived

airmcp-com/mcp-standards

Skill Claude CodeCodex

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

not rated 3 9mo ago A 27 tokens copy · 100% MIT archived

airmcp-com/mcp-standards

Skill Claude CodeCodex

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

not rated 3 9mo ago A 26 tokens copy · 100% MIT archived

hive-mind-advanced

14

airmcp-com/mcp-standards

Skill Claude CodeCodex

Advanced Hive Mind collective intelligence system for queen-led multi-agent coordination with consensus mechanisms and persistent memory.

not rated 3 9mo ago A 25 tokens copy · 100% MIT archived

Hooks Automation

15

airmcp-com/mcp-standards

Skill Claude CodeCodex

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.

not rated 3 9mo ago C 46 tokens copy · 100% MIT archived

Pair Programming

16

airmcp-com/mcp-standards

Skill Claude CodeCodex

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…

not rated 3 9mo ago A 61 tokens copy · 100% MIT archived

airmcp-com/mcp-standards

Skill Claude CodeCodex

Comprehensive performance analysis, bottleneck detection, and optimization recommendations for Claude Flow swarms.

not rated 3 9mo ago A 20 tokens copy · 100% MIT archived

airmcp-com/mcp-standards

Skill Claude CodeCodex

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.

not rated 3 9mo ago A 56 tokens copy · 100% MIT archived

airmcp-com/mcp-standards

Skill Claude CodeCodex

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.

not rated 3 9mo ago A 40 tokens copy · 91% MIT archived

Skill Builder

20

airmcp-com/mcp-standards

Skill Claude CodeCodex

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.

not rated 3 9mo ago A 46 tokens copy · 100% MIT archived

sparc-methodology

21

airmcp-com/mcp-standards

Skill Claude CodeCodex

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

not rated 3 9mo ago A 29 tokens copy · 100% MIT archived

stream-chain

22

airmcp-com/mcp-standards

Skill Claude CodeCodex

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

not rated 3 9mo ago A 18 tokens copy · 100% MIT archived

swarm-advanced

23

airmcp-com/mcp-standards

Skill Claude CodeCodex

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

not rated 3 9mo ago A 21 tokens copy · 100% MIT archived

Swarm Orchestration

24

airmcp-com/mcp-standards

Skill Claude CodeCodex

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.

not rated 3 9mo ago A 46 tokens copy · 95% MIT archived

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