Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

a2a ai-agents ai-orchestration chatbot conversation-memory conversational-ai docker enterprise-ai java langchain4j llm mcp-client mcp-server mongodb multi-agent postgres quarkus rag
20 Open Issues Need Help Last updated: Jun 30, 2026

Open Issues Need Help

View All on GitHub
help wanted documentation good first issue size: XS

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

Java
#a2a#ai-agents#ai-orchestration#chatbot#conversation-memory#conversational-ai#docker#enterprise-ai#java#langchain4j#llm#mcp-client#mcp-server#mongodb#multi-agent#postgres#quarkus#rag
enhancement help wanted java size: L integration

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

Java
#a2a#ai-agents#ai-orchestration#chatbot#conversation-memory#conversational-ai#docker#enterprise-ai#java#langchain4j#llm#mcp-client#mcp-server#mongodb#multi-agent#postgres#quarkus#rag
enhancement help wanted java size: L integration

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

Java
#a2a#ai-agents#ai-orchestration#chatbot#conversation-memory#conversational-ai#docker#enterprise-ai#java#langchain4j#llm#mcp-client#mcp-server#mongodb#multi-agent#postgres#quarkus#rag
enhancement help wanted java size: L integration

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

Java
#a2a#ai-agents#ai-orchestration#chatbot#conversation-memory#conversational-ai#docker#enterprise-ai#java#langchain4j#llm#mcp-client#mcp-server#mongodb#multi-agent#postgres#quarkus#rag
enhancement help wanted java size: L integration

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

Java
#a2a#ai-agents#ai-orchestration#chatbot#conversation-memory#conversational-ai#docker#enterprise-ai#java#langchain4j#llm#mcp-client#mcp-server#mongodb#multi-agent#postgres#quarkus#rag
help wanted refactoring good first issue size: S

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

Java
#a2a#ai-agents#ai-orchestration#chatbot#conversation-memory#conversational-ai#docker#enterprise-ai#java#langchain4j#llm#mcp-client#mcp-server#mongodb#multi-agent#postgres#quarkus#rag
help wanted chore good first issue size: S

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

Java
#a2a#ai-agents#ai-orchestration#chatbot#conversation-memory#conversational-ai#docker#enterprise-ai#java#langchain4j#llm#mcp-client#mcp-server#mongodb#multi-agent#postgres#quarkus#rag
help wanted chore good first issue size: XS

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

Java
#a2a#ai-agents#ai-orchestration#chatbot#conversation-memory#conversational-ai#docker#enterprise-ai#java#langchain4j#llm#mcp-client#mcp-server#mongodb#multi-agent#postgres#quarkus#rag
help wanted refactoring good first issue size: S

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

Java
#a2a#ai-agents#ai-orchestration#chatbot#conversation-memory#conversational-ai#docker#enterprise-ai#java#langchain4j#llm#mcp-client#mcp-server#mongodb#multi-agent#postgres#quarkus#rag
help wanted refactoring good first issue size: S

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

Java
#a2a#ai-agents#ai-orchestration#chatbot#conversation-memory#conversational-ai#docker#enterprise-ai#java#langchain4j#llm#mcp-client#mcp-server#mongodb#multi-agent#postgres#quarkus#rag
help wanted refactoring good first issue size: S

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

Java
#a2a#ai-agents#ai-orchestration#chatbot#conversation-memory#conversational-ai#docker#enterprise-ai#java#langchain4j#llm#mcp-client#mcp-server#mongodb#multi-agent#postgres#quarkus#rag
help wanted refactoring good first issue size: S

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

Java
#a2a#ai-agents#ai-orchestration#chatbot#conversation-memory#conversational-ai#docker#enterprise-ai#java#langchain4j#llm#mcp-client#mcp-server#mongodb#multi-agent#postgres#quarkus#rag
help wanted documentation good first issue size: S

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

Java
#a2a#ai-agents#ai-orchestration#chatbot#conversation-memory#conversational-ai#docker#enterprise-ai#java#langchain4j#llm#mcp-client#mcp-server#mongodb#multi-agent#postgres#quarkus#rag
help wanted documentation good first issue size: XS

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

Java
#a2a#ai-agents#ai-orchestration#chatbot#conversation-memory#conversational-ai#docker#enterprise-ai#java#langchain4j#llm#mcp-client#mcp-server#mongodb#multi-agent#postgres#quarkus#rag
help wanted documentation good first issue size: S

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

Java
#a2a#ai-agents#ai-orchestration#chatbot#conversation-memory#conversational-ai#docker#enterprise-ai#java#langchain4j#llm#mcp-client#mcp-server#mongodb#multi-agent#postgres#quarkus#rag
help wanted documentation good first issue size: XS

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

Java
#a2a#ai-agents#ai-orchestration#chatbot#conversation-memory#conversational-ai#docker#enterprise-ai#java#langchain4j#llm#mcp-client#mcp-server#mongodb#multi-agent#postgres#quarkus#rag
help wanted documentation good first issue size: XS

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

Java
#a2a#ai-agents#ai-orchestration#chatbot#conversation-memory#conversational-ai#docker#enterprise-ai#java#langchain4j#llm#mcp-client#mcp-server#mongodb#multi-agent#postgres#quarkus#rag
help wanted documentation good first issue size: S

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

Java
#a2a#ai-agents#ai-orchestration#chatbot#conversation-memory#conversational-ai#docker#enterprise-ai#java#langchain4j#llm#mcp-client#mcp-server#mongodb#multi-agent#postgres#quarkus#rag
help wanted documentation good first issue size: S

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

Java
#a2a#ai-agents#ai-orchestration#chatbot#conversation-memory#conversational-ai#docker#enterprise-ai#java#langchain4j#llm#mcp-client#mcp-server#mongodb#multi-agent#postgres#quarkus#rag
help wanted documentation good first issue size: S

Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

Java
#a2a#ai-agents#ai-orchestration#chatbot#conversation-memory#conversational-ai#docker#enterprise-ai#java#langchain4j#llm#mcp-client#mcp-server#mongodb#multi-agent#postgres#quarkus#rag