πŸ—ΊοΈ AMCP Roadmap

Discover the future of distributed agentic systems. See what’s coming in AMCP and help shape the direction.


Table of Contents

  1. Current Release
  2. Q4 2025 - Stability & Performance
  3. Q1 2026 - Advanced APIs
  4. Q2 2026 - Enterprise Features
  5. Q3 2026 - AI Integration
  6. Q4 2026 - v2.0 Release
  7. Long-Term Vision
  8. How to Contribute

Current Release

AMCP v1.6.0 - Agentic Capabilities

Released: November 2025

βœ… Completed Features

Core Agentic Capabilities
β”œβ”€β”€ Chat Agents
β”‚   β”œβ”€β”€ Multi-turn conversations
β”‚   β”œβ”€β”€ Context preservation
β”‚   └── Response generation
β”œβ”€β”€ Orchestrator Agents
β”‚   β”œβ”€β”€ Task decomposition
β”‚   β”œβ”€β”€ Agent delegation
β”‚   └── Result aggregation
└── Mesh Agents
    β”œβ”€β”€ Distributed networks
    β”œβ”€β”€ Agent migration
    └── Load balancing

LLM Integration
β”œβ”€β”€ OpenAI Support
β”‚   β”œβ”€β”€ GPT-4
β”‚   β”œβ”€β”€ GPT-3.5-turbo
β”‚   └── Prompt caching
β”œβ”€β”€ Local LLM Support
β”‚   β”œβ”€β”€ Llama 2
β”‚   β”œβ”€β”€ Mistral
β”‚   └── CodeLlama
└── Hybrid Approach
    β”œβ”€β”€ Primary/fallback
    β”œβ”€β”€ Cost optimization
    └── Token management

Quarkus Extension
β”œβ”€β”€ Native compilation
β”œβ”€β”€ < 100ms startup
β”œβ”€β”€ 50-100MB memory
└── Zero-config setup

Kafka Integration
β”œβ”€β”€ Native producer/consumer
β”œβ”€β”€ Topic-based routing
β”œβ”€β”€ Consumer groups
└── 1M+ events/sec throughput

Security
β”œβ”€β”€ mTLS encryption
β”œβ”€β”€ RBAC
β”œβ”€β”€ Audit logging
└── Secret management

πŸ“Š Performance Metrics

Startup Time:        < 100ms
Memory Usage:        50-100MB
Throughput:          100K+ msg/sec
LLM Latency:         500ms (50% faster than v1.5)
Mesh Throughput:     1M+ events/sec
Agent Migration:     100ms

Q4 2025 - Stability & Performance

Focus: Bug fixes, performance optimization, and stability

🎯 Goals

πŸ“‹ Features

Performance Optimization
β”œβ”€β”€ Query caching improvements
β”œβ”€β”€ Memory pooling
β”œβ”€β”€ Connection pooling
└── Batch processing

Stability Improvements
β”œβ”€β”€ Enhanced error recovery
β”œβ”€β”€ Improved logging
β”œβ”€β”€ Better monitoring
└── Graceful degradation

Bug Fixes
β”œβ”€β”€ Agent state issues
β”œβ”€β”€ Kafka coordination
β”œβ”€β”€ LLM timeout handling
└── Memory leak fixes

Documentation
β”œβ”€β”€ Performance tuning guide
β”œβ”€β”€ Troubleshooting guide
β”œβ”€β”€ Best practices
└── Architecture guide

πŸ“… Timeline


Q1 2026 - Advanced APIs

Focus: GraphQL, WebSocket, and advanced query capabilities

🎯 Goals

πŸ“‹ Features

GraphQL API
β”œβ”€β”€ Query language
β”œβ”€β”€ Subscription support
β”œβ”€β”€ Real-time updates
└── Schema introspection

WebSocket Support
β”œβ”€β”€ Real-time messaging
β”œβ”€β”€ Bidirectional communication
β”œβ”€β”€ Connection management
└── Auto-reconnection

Advanced Queries
β”œβ”€β”€ Complex filtering
β”œβ”€β”€ Aggregation functions
β”œβ”€β”€ Time-series queries
└── Full-text search

Developer Tools
β”œβ”€β”€ GraphQL playground
β”œβ”€β”€ API explorer
β”œβ”€β”€ Code generation
└── SDK improvements

πŸ“… Timeline


Q2 2026 - Enterprise Features

Focus: Kubernetes, multi-tenancy, and enterprise deployment

🎯 Goals

πŸ“‹ Features

Kubernetes Integration
β”œβ”€β”€ Kubernetes Operator
β”œβ”€β”€ Helm charts
β”œβ”€β”€ Service mesh integration
β”œβ”€β”€ Auto-scaling
└── Health checks

Multi-Tenancy
β”œβ”€β”€ Tenant isolation
β”œβ”€β”€ Resource quotas
β”œβ”€β”€ Billing integration
└── Access control

Enterprise Auth
β”œβ”€β”€ SAML/OIDC support
β”œβ”€β”€ LDAP integration
β”œβ”€β”€ OAuth 2.0
└── API keys

Monitoring & Observability
β”œβ”€β”€ Prometheus metrics
β”œβ”€β”€ Grafana dashboards
β”œβ”€β”€ Distributed tracing
β”œβ”€β”€ Log aggregation

πŸ“… Timeline


Q3 2026 - AI Integration

Focus: Advanced AI capabilities and model management

🎯 Goals

πŸ“‹ Features

Extended LLM Support
β”œβ”€β”€ Anthropic Claude
β”œβ”€β”€ Google Gemini
β”œβ”€β”€ Azure OpenAI
β”œβ”€β”€ Hugging Face models
└── Custom model support

Vector Database Integration
β”œβ”€β”€ Pinecone support
β”œβ”€β”€ Weaviate support
β”œβ”€β”€ Milvus support
└── Elasticsearch integration

RAG Implementation
β”œβ”€β”€ Document ingestion
β”œβ”€β”€ Vector embedding
β”œβ”€β”€ Semantic search
β”œβ”€β”€ Context retrieval

Prompt Management
β”œβ”€β”€ Prompt versioning
β”œβ”€β”€ Template system
β”œβ”€β”€ A/B testing
└── Performance analytics

πŸ“… Timeline


Q4 2026 - v2.0 Release

Focus: Major version with breaking changes and new architecture

🎯 Goals

πŸ“‹ Features

API Redesign
β”œβ”€β”€ Simplified interfaces
β”œβ”€β”€ Better naming conventions
β”œβ”€β”€ Improved error handling
└── Enhanced documentation

Performance Improvements
β”œβ”€β”€ 50% faster throughput
β”œβ”€β”€ 30% lower latency
β”œβ”€β”€ 40% memory reduction
└── Better resource utilization

Security Enhancements
β”œβ”€β”€ Zero-trust architecture
β”œβ”€β”€ Advanced encryption
β”œβ”€β”€ Compliance certifications
└── Security audits

Scalability
β”œβ”€β”€ Horizontal scaling improvements
β”œβ”€β”€ Better load balancing
β”œβ”€β”€ Improved consensus algorithms
└── Enhanced networking

πŸ“… Timeline


Long-Term Vision

2027 and Beyond

AI & ML Integration

Advanced AI Capabilities
β”œβ”€β”€ Fine-tuning support
β”œβ”€β”€ Model training
β”œβ”€β”€ Transfer learning
β”œβ”€β”€ Federated learning
└── Continuous learning

Multi-Cloud Support

Cloud Provider Support
β”œβ”€β”€ AWS native integration
β”œβ”€β”€ Google Cloud integration
β”œβ”€β”€ Azure integration
β”œβ”€β”€ Multi-cloud orchestration
└── Hybrid cloud support

Advanced Analytics

Analytics & Insights
β”œβ”€β”€ Real-time dashboards
β”œβ”€β”€ Predictive analytics
β”œβ”€β”€ Anomaly detection
β”œβ”€β”€ Performance insights
└── Cost optimization

Community & Ecosystem

Ecosystem Growth
β”œβ”€β”€ Plugin marketplace
β”œβ”€β”€ Community extensions
β”œβ”€β”€ Integration partners
β”œβ”€β”€ Training programs
└── Certification program

Feature Comparison by Version

Agentic Capabilities

Feature v1.6 v1.7 v1.8 v1.9 v2.0
Chat Agents βœ… βœ… βœ… βœ… βœ…
Orchestrator Agents βœ… βœ… βœ… βœ… βœ…
Mesh Agents βœ… βœ… βœ… βœ… βœ…
Advanced Agents ❌ βœ… βœ… βœ… βœ…

APIs

Feature v1.6 v1.7 v1.8 v1.9 v2.0
REST API βœ… βœ… βœ… βœ… βœ…
GraphQL API ❌ βœ… βœ… βœ… βœ…
WebSocket ❌ βœ… βœ… βœ… βœ…
gRPC ❌ ❌ βœ… βœ… βœ…

Deployment

Feature v1.6 v1.7 v1.8 v1.9 v2.0
Docker βœ… βœ… βœ… βœ… βœ…
Kubernetes βœ… βœ… βœ… βœ… βœ…
K8s Operator ❌ ❌ βœ… βœ… βœ…
Service Mesh ❌ ❌ βœ… βœ… βœ…

AI & ML

Feature v1.6 v1.7 v1.8 v1.9 v2.0
LLM Integration βœ… βœ… βœ… βœ… βœ…
Vector DB ❌ ❌ ❌ βœ… βœ…
RAG ❌ ❌ ❌ βœ… βœ…
Fine-tuning ❌ ❌ ❌ ❌ βœ…

Performance Roadmap

Throughput Improvement

v1.6:  100K msg/sec
v1.7:  150K msg/sec (+50%)
v1.8:  200K msg/sec (+33%)
v1.9:  250K msg/sec (+25%)
v2.0:  500K msg/sec (+100%)

Latency Reduction

v1.6:  25ms (p99)
v1.7:  20ms (p99) (-20%)
v1.8:  15ms (p99) (-25%)
v1.9:  12ms (p99) (-20%)
v2.0:  8ms (p99) (-33%)

Memory Efficiency

v1.6:  50-100MB
v1.7:  45-90MB (-10%)
v1.8:  40-80MB (-11%)
v1.9:  35-70MB (-12%)
v2.0:  30-60MB (-14%)

How to Contribute

Influence the Roadmap

  1. Vote on Features
    • GitHub Discussions
    • Feature requests
    • Community voting
  2. Share Ideas
    • Propose features
    • Suggest improvements
    • Share use cases
  3. Contribute Code
    • Implement features
    • Fix bugs
    • Improve performance
  4. Provide Feedback
    • Beta testing
    • Performance testing
    • Security review

Getting Involved

# Join discussions
# https://github.com/agentmeshcommunicationprotocol/amcpcore/discussions

# Report issues
# https://github.com/agentmeshcommunicationprotocol/amcpcore/issues

# Contribute code
# https://github.com/agentmeshcommunicationprotocol/amcpcore/pulls

# Share ideas
# https://github.com/agentmeshcommunicationprotocol/amcpcore/discussions/new

Feedback & Suggestions

Share Your Thoughts

We want to hear from you! Tell us:

Contact Us


Release Schedule

Planned Releases

v1.6.1  - Jan 2026  (Maintenance)
v1.7.0  - Mar 2026  (GraphQL & WebSocket)
v1.8.0  - Jun 2026  (Enterprise Features)
v1.9.0  - Sep 2026  (AI Integration)
v2.0.0  - Dec 2026  (Major Release)

Support Timeline

v1.6    - LTS until Dec 2027
v1.7    - Standard until Jun 2027
v1.8    - Standard until Sep 2027
v1.9    - Standard until Dec 2027
v2.0    - LTS until Dec 2028

Thank You!

Thank you for your interest in AMCP’s future. Together, we’re building the next generation of distributed agentic systems.

Help shape the future of AMCP! πŸš€


View GitHub Issues Join Discussions Contribute