oracle/agent-spec

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Open Agent Spec (Agent Spec) is a framework-agnostic declarative language for defining agentic systems. It defines building blocks for standalone agents and structured agentic workflows as well as common ways of composing them into multi-agent systems.

Stars: 420
Forks: 60
Open beginner issues: 0
Indexed issues: 37
Avg merge: 9h 30m
Merged PRs (30d): 4

Dominant language: Python
License: Apache-2.0
Last GitHub push: Sep 11, 2026
Latest indexed: Sep 19, 2026
Contributing guide: Contributing guide
Code of conduct: Code of conduct
Beginner labels: No beginner labels indexed

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37 open issues indexed

OciClientConfig: support OCI Generative AI API keys (Bearer) as an authentication type Open

Difficulty 5/5 Over a week Newbie friendliness 45/100

oracle/agent-spec#265 · Opened Sep 14, 2026
Run OciGenAiConfig models in the AutoGen, Agent Framework and OpenAI Agents adapters (OpenAI-compatible API) Open

Difficulty 5/5 Over a week Newbie friendliness 48/100

oracle/agent-spec#263 · Opened Sep 14, 2026
LangGraph adapter: agents with declared outputs fail on Cohere models (ToolStrategy forces tool_choice, which langchain-oci rejects for Cohere) Open

Difficulty 4/5 3-5 days Newbie friendliness 66/100

oracle/agent-spec#262 · Opened Sep 14, 2026
Developer install (install-dev.sh / requirements-dev.txt) fails on main: wayflowcore 26.3.0 pins pyagentspec<26.4 Open

Difficulty 2/5 1-3 hours Newbie friendliness 68/100

oracle/agent-spec#255 · Opened Sep 11, 2026
Property type comparison mutates schemas that combine a `type` list with `anyOf` Open

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

oracle/agent-spec#254 · Opened Sep 11, 2026
AutoGen adapter: converting a tool with an untyped input property raises KeyError: 'type' Open

Difficulty 2/5 1-3 hours Newbie friendliness 86/100

oracle/agent-spec#253 · Opened Sep 11, 2026
LangGraph adapter: tools receive pydantic model instances for object inputs, and the instances leak into flow outputs Open

Difficulty 4/5 3-5 days Newbie friendliness 68/100

oracle/agent-spec#252 · Opened Sep 11, 2026
LangGraph adapter: ToolNode without declared outputs fails with "Unsupported multi-output mapping" Open

Difficulty 2/5 1-3 hours Newbie friendliness 88/100

oracle/agent-spec#251 · Opened Sep 11, 2026
Inconsistent handling of default values for optional fields inside ObjectProperty inputs Open

Difficulty 4/5 3-5 days Newbie friendliness 68/100

oracle/agent-spec#241 · Opened Aug 28, 2026
LangGraph does not preserve additional object fields during Flow state propagation Open

Difficulty 4/5 3-5 days Newbie friendliness 52/100

oracle/agent-spec#239 · Opened Aug 27, 2026
Wayflow runtime does not enforce a configurable limit for infinite dynamic loops Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

oracle/agent-spec#238 · Opened Aug 27, 2026
LangGraph runtime does not enforce EndNode output schema constraints Open

Difficulty 3/5 1-2 days Newbie friendliness 68/100

oracle/agent-spec#233 · Opened Aug 19, 2026
LangGraph adapter fails to load OciGenAiConfig LlmNode with structured output Open

Difficulty 3/5 1-2 days Newbie friendliness 72/100

oracle/agent-spec#232 · Opened Aug 19, 2026
LangGraph runtime does not enforce nested schema validation on Flow/StartNode input Open

Difficulty 4/5 3-5 days Newbie friendliness 52/100

oracle/agent-spec#231 · Opened Aug 19, 2026
LangGraph RemoteTool coroutine blocks the event loop Open

Difficulty 2/5 1-3 hours Newbie friendliness 35/100

oracle/agent-spec#228 · Opened Aug 16, 2026
LangGraph agent executions reach recursion limit across basic and provider-backed configurations Open

Difficulty 4/5 3-5 days Newbie friendliness 52/100

oracle/agent-spec#227 · 1 comment · Opened Aug 14, 2026
Wayflow remote tool rejects valid multiple-output response as a string Open

Difficulty 3/5 1-2 days Newbie friendliness 68/100

oracle/agent-spec#226 · Opened Aug 14, 2026
Wayflow MCP execution masks timeout with `AttributeError` Open

Difficulty 4/5 3-5 days Newbie friendliness 55/100

oracle/agent-spec#225 · Opened Aug 13, 2026
LangGraph AgentNode returns tool-output field names instead of values Open

Difficulty 4/5 3-5 days Newbie friendliness 55/100

oracle/agent-spec#224 · Opened Aug 13, 2026
LangGraph client-tool confirmation interrupt raises KeyError: 'name' Open

Difficulty 3/5 1-2 days Newbie friendliness 78/100

oracle/agent-spec#223 · 1 comment · Opened Aug 13, 2026
CTS tests with langgraph caused memory exhaustion in the machine. Open

Difficulty 4/5 3-5 days Newbie friendliness 42/100

oracle/agent-spec#222 · Opened Aug 13, 2026
Bare object schemas in tool parameters silently strip all keys (empty create_model + pydantic extra='ignore') Open

Difficulty 2/5 1-3 hours Newbie friendliness 82/100

oracle/agent-spec#220 · Opened Aug 11, 2026
[tsagentspec] Custom components nested inside builtin components can't be deserialized (closed Zod unions) Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

oracle/agent-spec#219 · Opened Aug 5, 2026
Review request: RFC-DbmsVectorChainLlmConfig Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

oracle/agent-spec#213 · Opened Jul 27, 2026
agent-spec/.github/workflows /tests.yaml use aisop by any llm to run Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

oracle/agent-spec#198 · Opened Jun 8, 2026
[Spec] InputMessageNode should support typed payloads beyond string Open

Difficulty 5/5 Over a week Newbie friendliness 42/100

oracle/agent-spec#184 · 1 comment · Opened May 11, 2026
[Spec] How should a child task's input-required state propagate through a parent FlowNode? Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

oracle/agent-spec#183 · 1 comment · Opened May 11, 2026
[Spec] No primitive for external-event or time-based wait Open

Difficulty 5/5 Over a week Newbie friendliness 45/100

oracle/agent-spec#182 · Opened May 11, 2026
Docs: How-to guide for Agent Spec Tracing Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

oracle/agent-spec#111 · Opened Feb 18, 2026
Update the agent-spec specification to include the required schema for a datastore used in a summarization transform Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

oracle/agent-spec#92 · Opened Feb 5, 2026
feat: Make traces serializable Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

oracle/agent-spec#89 · Opened Feb 2, 2026
[LangGraph adapter] support exporting to Agent Spec graphs with agent nodes Open

Difficulty 4/5 3-5 days Newbie friendliness 42/100

oracle/agent-spec#81 · Opened Jan 20, 2026
docs: Add hints in the docs on how to manage tracing with multi-threading Open

Difficulty 2/5 1-3 hours Newbie friendliness 48/100

oracle/agent-spec#76 · Opened Jan 19, 2026
docs: Readme should also mention Agent Spec Tracing Open

oracle/agent-spec#52 · 1 assignee · Opened Jan 7, 2026
feat: making it possible to configure sub-agent conversation contents in multi-agent compositions Open

Difficulty 5/5 Over a week Newbie friendliness 32/100

oracle/agent-spec#51 · Opened Jan 7, 2026
Support multimodal content in Agent Spec LLM events Open

Difficulty 5/5 Over a week Newbie friendliness 30/100

oracle/agent-spec#23 · Opened Dec 17, 2025
Adapter examples should be polished Open

oracle/agent-spec#17 · 1 assignee · Opened Dec 15, 2025

oracle/agent-spec

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