agentdecksdk

agentdecksdk/agentdeck

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

0 stars 0 forks 0 watchers Python MIT License

agent-framework agent-observability agent-runtime agent-workflows agentic-ai ai-agents human-in-the-loop langgraph mcp multi-agent openai-agents python

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29 Open Issues Need Help Last updated: Aug 12, 2026

Open Issues Need Help

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docs: a cookbook page for speech, transcription in front of an agent and synthesis after it 15 days ago

documentation help wanted area:docs difficulty: small area:examples

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

docs: write the session persistence guide from the shipped example 15 days ago

documentation help wanted area:docs blocked difficulty: small

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

docs: write the multi-agent handoff guide from the shipped example 15 days ago

documentation help wanted area:docs blocked difficulty: small

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

docs: add an agent-with-mcp example and guide 15 days ago

documentation help wanted area:docs difficulty: medium area:integrations

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

docs: document HTTP chat endpoint input constraints 15 days ago

help wanted area:docs finding difficulty: small

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

control: add Postgres ControlPort support 16 days ago

help wanted area:control difficulty: advanced

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

leases: add Postgres LeasePort support 16 days ago

help wanted area:stores difficulty: advanced

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

leases: add Redis LeasePort support 16 days ago

help wanted area:stores difficulty: advanced

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

control: add Redis ControlPort support 16 days ago

help wanted area:control difficulty: medium

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

docs: a deployment recipe for running a Deck as a service 21 days ago

documentation help wanted area:docs difficulty: medium

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

docs: add a reproduction snippet to each Known Issues entry 21 days ago

documentation help wanted area:docs difficulty: medium

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

example: demonstrate a multi-agent handoff 24 days ago

help wanted good first issue difficulty: small area:examples

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

example: demonstrate structured progress reporting with Reporter 27 days ago

help wanted good first issue blocked difficulty: small area:examples

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

docs: document PendingRun fields and properties 28 days ago

help wanted area:docs finding difficulty: small

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

docs: document answer() value handling in interrupt nodes 28 days ago

help wanted area:docs finding difficulty: small

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

tests: hold two Run control guarantees to their docstrings 29 days ago

help wanted good first issue area:tests difficulty: small

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

docs: add Run lifecycle state capability matrix 29 days ago

documentation help wanted good first issue area:docs difficulty: small

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

example: demonstrate observing Run lifecycle events 29 days ago

help wanted good first issue difficulty: small area:examples

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

docs: add common Quickstart errors troubleshooting table 29 days ago

documentation help wanted good first issue area:docs difficulty: small

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

example: demonstrate session persistence across process runs 29 days ago

help wanted good first issue difficulty: small area:examples

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

docs: explain tool imports and error handling in tools guide 29 days ago

help wanted area:docs finding difficulty: small

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

docs: diagram the path from a Jack question to the browser about 1 month ago

documentation good first issue area:docs

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

finding: a tool that raises completes the run, and tool.call.completed.error is never set about 1 month ago

bug help wanted finding

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

tests: no test drives a handoff at runtime — bidirectional resolution is covered, the round trip is not about 1 month ago

help wanted

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

finding: errors name the problem but never the doc page that answers it about 1 month ago

help wanted finding

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

finding: omitting context on answer() silently gives the re-run node None about 1 month ago

good first issue area:docs finding

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

finding: no shipped example includes a skill, so SKILL.md is learned from an error about 1 month ago

good first issue finding

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

finding: getting-started dead-ends — skills, sessions and reference are unreachable from the entry path about 1 month ago

good first issue area:docs finding

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python

finding: agentdeck-serve --help crashes instead of printing usage about 1 month ago

bug good first issue finding

agentdecksdk/agentdeck

0

AgentDeck SDK — a production runtime and composition layer for AI agents. Agents, workflows, skills and MCP tools as small Python declarations; durable human-in-the-loop approvals, sessions, streaming, run control and one ordered event log per run. Wraps the OpenAI Agents SDK and LangGraph instead of replacing them.

Python

#agent-framework#agent-observability#agent-runtime#agent-workflows#agentic-ai#ai-agents#human-in-the-loop#langgraph#mcp#multi-agent#openai-agents#python