oracle/wayflow

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WayFlow is a powerful, intuitive Python library for building sophisticated AI-powered assistants. It is a reference runtime for Agent Spec, with native support for all Agent Spec Agents and Flows.

Stars: 188
Forks: 23
Open beginner issues: 0
Indexed issues: 34
Avg merge: 1d 12h
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

Beginner friendly Everything

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34 open issues indexed

[bug] MCP server that never answers: opaque ExceptionGroup after 60 s, read_timeout_seconds dropped from Agent Spec, error masked by AttributeError Open

Difficulty 4/5 3-5 days Newbie friendliness 64/100

oracle/wayflow#196 · Opened Sep 11, 2026
[bug] ObjectProperty rejects values that omit nested properties having a default_value Open

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

oracle/wayflow#195 · Opened Sep 11, 2026
[bug] RemoteTool with several output_descriptors returns the response body as a string (Expected multiple outputs in a dictionary) Open

Difficulty 3/5 1-2 days Newbie friendliness 74/100

oracle/wayflow#194 · Opened Sep 11, 2026
Per-step hook for trigger gates beyond run-start gating Open

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

oracle/wayflow#160 · 1 comment · Opened May 11, 2026
StartNode DFE variables not bound when InputMessageNode is first gate — downstream nodes receive empty values Open

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

oracle/wayflow#155 · Opened May 6, 2026
A2AAgentWorker pre-executes flow before user's first message, causing InputMessageStep to consume trigger message as form data Open

Difficulty 3/5 1-2 days Newbie friendliness 55/100

oracle/wayflow#151 · Opened May 5, 2026
Feature Request: Declarative guard/skip predicate on InputMessageNode to bypass user prompt Open

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

oracle/wayflow#147 · 1 comment · Opened Apr 30, 2026
[improvement] Support typed output declarations on AgentNode for DataFlowEdge wiring Open

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

oracle/wayflow#146 · 1 comment · Opened Apr 30, 2026
InputMessageNode HITL state not propagated to calling agent in multi-agent orchestration Open

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

oracle/wayflow#145 · 1 comment · Opened Apr 29, 2026
AgentExecutionStep.__init__ receives caller_input_mode=None for A2AAgent due to elif ordering in deserialization plugin Open

Difficulty 2/5 1-3 hours Newbie friendliness 74/100

oracle/wayflow#142 · Opened Apr 27, 2026
AgentExecutionStep.might_yield raises NotImplementedError for A2AAgent Open

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

oracle/wayflow#141 · Opened Apr 27, 2026
[improvement] Make ConversationSummarizationTransform be able to be configured to trigger based on token counts Open

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

oracle/wayflow#137 · Opened Apr 14, 2026
[improvement] Adding transforms parameter to ManagerWorkers Open

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

oracle/wayflow#131 · Opened Mar 31, 2026
Support returning logprobs in Wayflow Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

oracle/wayflow#126 · Opened Mar 27, 2026
[bug] Some LLMs get confused by the Swarm default templates Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

oracle/wayflow#120 · Opened Mar 17, 2026
[bug] Tool calls get ignored when Agent uses talk_to_user tool in swarms Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

oracle/wayflow#119 · 2 comments · Opened Mar 17, 2026
[bug]: agent dynamic tool discovery fails with enable_mcp_without_auth() Open

Difficulty 3/5 1-2 days Newbie friendliness 52/100

oracle/wayflow#115 · 2 comments · Opened Mar 9, 2026
Native tool calling in Swarms Open

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

oracle/wayflow#101 · 1 comment · Opened Mar 2, 2026
[Refactor] remove the internal talk_to_user tool Open

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

oracle/wayflow#97 · Opened Feb 27, 2026
Feature Request: Optional Semantic Cache for Search Queries (InMemory Phase 1) Open

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

oracle/wayflow#90 · 3 comments · Opened Feb 25, 2026
Token usage in Swarms is not aggregated Open

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

oracle/wayflow#68 · Opened Jan 30, 2026
Max iterations for Swarms/ManagerWorkers Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

oracle/wayflow#67 · Opened Jan 30, 2026
Wayflow doesn't work on Jupyter notebook Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

oracle/wayflow#66 · Opened Jan 29, 2026
Outputs support for worker agents in Swarms/ManagerWorkers Open

Difficulty 4/5 3-5 days Newbie friendliness 38/100

oracle/wayflow#65 · Opened Jan 29, 2026
Add support for Embed based routing in Swarm Open

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

oracle/wayflow#64 · Opened Jan 28, 2026
Support MCP tool output streaming Open

oracle/wayflow#63 · 1 comment · 1 assignee · Opened Jan 28, 2026
Add support for Tool artifacts Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

oracle/wayflow#62 · Opened Jan 28, 2026
Remove uses of __execution_status__ to pass status information out of steps Open

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

oracle/wayflow#43 · Opened Jan 20, 2026
Tool confirmation in wayflow flows raises a additional values warning Open

Difficulty 3/5 1-2 days Newbie friendliness 55/100

oracle/wayflow#42 · Opened Jan 20, 2026
Re-enable a2a tests Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

oracle/wayflow#40 · Opened Jan 19, 2026
docs: Add hints in the docs on how to manage tracing with multi-threading Open

Difficulty 2/5 1-3 hours Newbie friendliness 45/100

oracle/wayflow#36 · Opened Jan 19, 2026
Handle nested data objects in RemoteTool and ApiCallStep Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

oracle/wayflow#35 · Opened Jan 16, 2026
ADK server test does not run reliably in the CI Open

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

oracle/wayflow#33 · Opened Jan 15, 2026
feat: making it possible to configure sub-agent conversation contents in multi-agent compositions Open

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

oracle/wayflow#9 · Opened Jan 7, 2026

oracle/wayflow

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