-
-Agent Spec Adapters - AutoGen
-
-
-↑ With the Agent Spec adapter for AutoGen , you can easily import agents from external frameworks using Agent Spec and run them with AutoGen.
-
-
-Microsoft AutoGen supports the development of multi-agent conversational systems,
-allowing agents to communicate and collaborate to solve tasks.
-
-Get started
-To get started, set up your Python environment (Python 3.10 to 3.12 required),
-and then install the PyAgentSpec package with the AutoGen extension.
- -m venv .venv
-source .venv/bin/activate # On Windows: .venv\Scripts\activate
-pip install "pyagentspec[autogen]"
-
-
You are now ready to use the adapter:
-
-
-
-Run Agent Spec configurations with AutoGen
+
+Run Agent Spec configurations with AutoGen
+This usage example showcases the creation of a simple Agent Spec Agent, subsequently serialized into JSON and converted into an AutoGen
+assistant. Also includes mapping of a ServerTool and execution of the conversation.
# Create a Agent Spec agent
from pyagentspec.agent import Agent
from pyagentspec.llms.openaicompatibleconfig import OpenAiCompatibleConfig
@@ -550,40 +538,6 @@ Get started
-
-Convert AutoGen agents to Agent Spec
-# Create an AutoGen Agent
-import os
-os . environ [ "OPENAI_API_KEY" ] = "YOUR_API_KEY"
-from autogen_agentchat.agents import AssistantAgent
-from autogen_ext.models.openai import OpenAIChatCompletionClient
-
-async def add_tool ( a : int , b : int ) -> int :
- """Adds a to b and returns the result"""
- return a + b
-
-autogen_tools = { "add_tool" : add_tool }
-
-model_client = OpenAIChatCompletionClient (
- model = "gpt-4.1" ,
-)
-
-autogen_agent = AssistantAgent (
- name = "assistant" ,
- model_client = model_client ,
- tools = list ( autogen_tools . values ()),
- system_message = "Use tools to solve tasks, and reformulate the answers that you get." ,
- reflect_on_tool_use = True ,
-)
-
-# Convert to Agent Spec
-from pyagentspec.adapters.autogen import AgentSpecExporter
-
-agentspec_config = AgentSpecExporter () . to_json ( autogen_agent )
-
-
@@ -597,26 +551,6 @@ Get started
@@ -185,7 +185,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
@@ -2108,7 +2120,7 @@ Environment context
diff --git a/development/api/a2a.html b/development/api/a2a.html
index 1471eaf6..fc25ba90 100644
--- a/development/api/a2a.html
+++ b/development/api/a2a.html
@@ -10,7 +10,7 @@
Agent to Agent Protocol (A2A) — PyAgentSpec 26.1.0.dev0 documentation
+ Agent to Agent Protocol (A2A) — PyAgentSpec 26.1.0.dev4 documentation
@@ -137,8 +137,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
diff --git a/development/api/adapters.html b/development/api/adapters.html
index 393a1055..20b34e2c 100644
--- a/development/api/adapters.html
+++ b/development/api/adapters.html
@@ -10,7 +10,7 @@
Agent Spec Adapters — PyAgentSpec 26.1.0.dev0 documentation
+ Agent Spec Adapters — PyAgentSpec 26.1.0.dev4 documentation
@@ -67,7 +67,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
diff --git a/development/api/agent.html b/development/api/agent.html
index 66da4bad..05f69e4f 100644
--- a/development/api/agent.html
+++ b/development/api/agent.html
@@ -10,7 +10,7 @@
Agents — PyAgentSpec 26.1.0.dev0 documentation
+ Agents — PyAgentSpec 26.1.0.dev4 documentation
@@ -137,8 +137,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
diff --git a/development/api/agent_specialization.html b/development/api/agent_specialization.html
index e978dde6..1cb0c051 100644
--- a/development/api/agent_specialization.html
+++ b/development/api/agent_specialization.html
@@ -10,7 +10,7 @@
Agent Specialization — PyAgentSpec 26.1.0.dev0 documentation
+ Agent Specialization — PyAgentSpec 26.1.0.dev4 documentation
@@ -137,8 +137,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
diff --git a/development/api/agenticpatterns.html b/development/api/agenticpatterns.html
index e47c86d4..f7d3c8e9 100644
--- a/development/api/agenticpatterns.html
+++ b/development/api/agenticpatterns.html
@@ -10,7 +10,7 @@
Agentic Patterns — PyAgentSpec 26.1.0.dev0 documentation
+ Agentic Patterns — PyAgentSpec 26.1.0.dev4 documentation
@@ -137,8 +137,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
diff --git a/development/api/components.html b/development/api/components.html
index dd594861..52c17b99 100644
--- a/development/api/components.html
+++ b/development/api/components.html
@@ -10,7 +10,7 @@
Components — PyAgentSpec 26.1.0.dev0 documentation
+ Components — PyAgentSpec 26.1.0.dev4 documentation
@@ -137,8 +137,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
diff --git a/development/api/flows.html b/development/api/flows.html
index 0b7175b5..6291dfe5 100644
--- a/development/api/flows.html
+++ b/development/api/flows.html
@@ -10,7 +10,7 @@
Flows — PyAgentSpec 26.1.0.dev0 documentation
+ Flows — PyAgentSpec 26.1.0.dev4 documentation
@@ -137,8 +137,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
diff --git a/development/api/index.html b/development/api/index.html
index 847e6157..fd50c531 100644
--- a/development/api/index.html
+++ b/development/api/index.html
@@ -10,7 +10,7 @@
API Reference — PyAgentSpec 26.1.0.dev0 documentation
+ API Reference — PyAgentSpec 26.1.0.dev4 documentation
@@ -137,8 +137,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
diff --git a/development/api/ioproperties.html b/development/api/ioproperties.html
index 5b2f0ac1..1f0fa383 100644
--- a/development/api/ioproperties.html
+++ b/development/api/ioproperties.html
@@ -10,7 +10,7 @@
IO Properties — PyAgentSpec 26.1.0.dev0 documentation
+ IO Properties — PyAgentSpec 26.1.0.dev4 documentation
@@ -137,8 +137,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
diff --git a/development/api/llmmodels.html b/development/api/llmmodels.html
index 26d2d4f3..c49808f8 100644
--- a/development/api/llmmodels.html
+++ b/development/api/llmmodels.html
@@ -10,7 +10,7 @@
LLMs — PyAgentSpec 26.1.0.dev0 documentation
+ LLMs — PyAgentSpec 26.1.0.dev4 documentation
@@ -137,8 +137,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
diff --git a/development/api/mcp.html b/development/api/mcp.html
index fb7f811a..c6f495bd 100644
--- a/development/api/mcp.html
+++ b/development/api/mcp.html
@@ -10,7 +10,7 @@
Model Context Protocol (MCP) — PyAgentSpec 26.1.0.dev0 documentation
+ Model Context Protocol (MCP) — PyAgentSpec 26.1.0.dev4 documentation
@@ -137,8 +137,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
diff --git a/development/api/remoteagent.html b/development/api/remoteagent.html
index cc9bf638..2d993958 100644
--- a/development/api/remoteagent.html
+++ b/development/api/remoteagent.html
@@ -10,7 +10,7 @@
Remote Agents — PyAgentSpec 26.1.0.dev0 documentation
+ Remote Agents — PyAgentSpec 26.1.0.dev4 documentation
@@ -137,8 +137,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
diff --git a/development/api/serialization.html b/development/api/serialization.html
index 5e6acd15..51066393 100644
--- a/development/api/serialization.html
+++ b/development/api/serialization.html
@@ -10,7 +10,7 @@
Serialization / Deserialization — PyAgentSpec 26.1.0.dev0 documentation
+ Serialization / Deserialization — PyAgentSpec 26.1.0.dev4 documentation
@@ -137,8 +137,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
diff --git a/development/api/tools.html b/development/api/tools.html
index aa47766c..8e5b90eb 100644
--- a/development/api/tools.html
+++ b/development/api/tools.html
@@ -10,7 +10,7 @@
Tools — PyAgentSpec 26.1.0.dev0 documentation
+ Tools — PyAgentSpec 26.1.0.dev4 documentation
@@ -137,8 +137,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
diff --git a/development/changelog.html b/development/changelog.html
index f204f08d..c5ef9beb 100644
--- a/development/changelog.html
+++ b/development/changelog.html
@@ -10,7 +10,7 @@
Changelog — PyAgentSpec 26.1.0.dev0 documentation
+ Changelog — PyAgentSpec 26.1.0.dev4 documentation
@@ -136,8 +136,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -289,7 +289,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -391,9 +391,21 @@
Adapters
Ecosystem
@@ -471,7 +483,7 @@
Changelog
-Agent Spec 26.1.0.dev0
+Agent Spec 26.1.0.dev4
New features
@@ -627,7 +639,7 @@ Agent Spec 25.4.1 — Initial release
@@ -183,7 +183,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -286,7 +286,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
diff --git a/development/contributing.html b/development/contributing.html
index 849e29aa..59e2ded4 100644
--- a/development/contributing.html
+++ b/development/contributing.html
@@ -10,7 +10,7 @@
For Contributors — PyAgentSpec 26.1.0.dev0 documentation
+ For Contributors — PyAgentSpec 26.1.0.dev4 documentation
@@ -137,8 +137,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
diff --git a/development/docs_home.html b/development/docs_home.html
index c4718232..55388962 100644
--- a/development/docs_home.html
+++ b/development/docs_home.html
@@ -10,7 +10,7 @@
Open Agent Specification (Agent Spec) — PyAgentSpec 26.1.0.dev0 documentation
+ Open Agent Specification (Agent Spec) — PyAgentSpec 26.1.0.dev4 documentation
@@ -137,8 +137,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
diff --git a/development/ecosystem/collaborations.html b/development/ecosystem/collaborations.html
index 62bb62e3..99e51f88 100644
--- a/development/ecosystem/collaborations.html
+++ b/development/ecosystem/collaborations.html
@@ -10,7 +10,7 @@
Agent Spec Collaborations — PyAgentSpec 26.1.0.dev0 documentation
+ Agent Spec Collaborations — PyAgentSpec 26.1.0.dev4 documentation
@@ -137,8 +137,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -286,7 +286,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -388,9 +388,21 @@
Adapters
Ecosystem
diff --git a/development/ecosystem/integrations.html b/development/ecosystem/integrations.html
index a4212f3b..3061c9e0 100644
--- a/development/ecosystem/integrations.html
+++ b/development/ecosystem/integrations.html
@@ -10,7 +10,7 @@
Agent Spec Integrations — PyAgentSpec 26.1.0.dev0 documentation
+ Agent Spec Integrations — PyAgentSpec 26.1.0.dev4 documentation
@@ -68,7 +68,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -286,7 +286,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -388,9 +388,21 @@
Adapters
Ecosystem
diff --git a/development/faqs.html b/development/faqs.html
index 9fe140f7..15e5f18a 100644
--- a/development/faqs.html
+++ b/development/faqs.html
@@ -10,7 +10,7 @@
Frequently Asked Questions — PyAgentSpec 26.1.0.dev0 documentation
+ Frequently Asked Questions — PyAgentSpec 26.1.0.dev4 documentation
@@ -137,8 +137,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -286,7 +286,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -388,9 +388,21 @@
Adapters
Ecosystem
diff --git a/development/genindex.html b/development/genindex.html
index 9f1e22cb..3dfda170 100644
--- a/development/genindex.html
+++ b/development/genindex.html
@@ -9,7 +9,7 @@
Index — PyAgentSpec 26.1.0.dev0 documentation
+ Index — PyAgentSpec 26.1.0.dev4 documentation
@@ -135,8 +135,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -286,7 +286,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
diff --git a/development/howtoguides/howto_a2aagent.html b/development/howtoguides/howto_a2aagent.html
index 3d5d0b77..60e2cebc 100644
--- a/development/howtoguides/howto_a2aagent.html
+++ b/development/howtoguides/howto_a2aagent.html
@@ -10,7 +10,7 @@
How to Use A2A Agents — PyAgentSpec 26.1.0.dev0 documentation
+ How to Use A2A Agents — PyAgentSpec 26.1.0.dev4 documentation
@@ -138,8 +138,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -291,7 +291,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -393,9 +393,21 @@
Adapters
Ecosystem
diff --git a/development/howtoguides/howto_ag_ui.html b/development/howtoguides/howto_ag_ui.html
index 8f57ad72..7f4ce892 100644
--- a/development/howtoguides/howto_ag_ui.html
+++ b/development/howtoguides/howto_ag_ui.html
@@ -10,7 +10,7 @@
How to Use AG-UI with Agent Spec — PyAgentSpec 26.1.0.dev0 documentation
+ How to Use AG-UI with Agent Spec — PyAgentSpec 26.1.0.dev4 documentation
@@ -138,8 +138,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -291,7 +291,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -393,9 +393,21 @@
Adapters
Ecosystem
diff --git a/development/howtoguides/howto_agent_with_remote_tools.html b/development/howtoguides/howto_agent_with_remote_tools.html
index a75bc81c..bbd07bff 100644
--- a/development/howtoguides/howto_agent_with_remote_tools.html
+++ b/development/howtoguides/howto_agent_with_remote_tools.html
@@ -10,7 +10,7 @@
How to Develop an Agent with Remote Tools — PyAgentSpec 26.1.0.dev0 documentation
+ How to Develop an Agent with Remote Tools — PyAgentSpec 26.1.0.dev4 documentation
@@ -138,8 +138,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -291,7 +291,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -393,9 +393,21 @@
Adapters
Ecosystem
diff --git a/development/howtoguides/howto_agents.html b/development/howtoguides/howto_agents.html
index 9d8970e7..842cb3c1 100644
--- a/development/howtoguides/howto_agents.html
+++ b/development/howtoguides/howto_agents.html
@@ -10,7 +10,7 @@
How to build a simple ReAct Agent — PyAgentSpec 26.1.0.dev0 documentation
+ How to build a simple ReAct Agent — PyAgentSpec 26.1.0.dev4 documentation
@@ -138,8 +138,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -291,7 +291,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -393,9 +393,21 @@
Adapters
Ecosystem
diff --git a/development/howtoguides/howto_disaggregated_config.html b/development/howtoguides/howto_disaggregated_config.html
index ed620599..4905b661 100644
--- a/development/howtoguides/howto_disaggregated_config.html
+++ b/development/howtoguides/howto_disaggregated_config.html
@@ -10,7 +10,7 @@
How to Use Disaggregated Configurations — PyAgentSpec 26.1.0.dev0 documentation
+ How to Use Disaggregated Configurations — PyAgentSpec 26.1.0.dev4 documentation
@@ -138,8 +138,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -291,7 +291,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -393,9 +393,21 @@
Adapters
Ecosystem
diff --git a/development/howtoguides/howto_execute_agentspec_across_frameworks.html b/development/howtoguides/howto_execute_agentspec_across_frameworks.html
index f7e4e961..dfa949cd 100644
--- a/development/howtoguides/howto_execute_agentspec_across_frameworks.html
+++ b/development/howtoguides/howto_execute_agentspec_across_frameworks.html
@@ -10,7 +10,7 @@
How to Execute Agent Spec Across Frameworks — PyAgentSpec 26.1.0.dev0 documentation
+ How to Execute Agent Spec Across Frameworks — PyAgentSpec 26.1.0.dev4 documentation
@@ -138,8 +138,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -291,7 +291,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -393,9 +393,21 @@
Adapters
Ecosystem
@@ -819,7 +831,7 @@ Using the native Agent Spec adaptersRelease Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
diff --git a/development/howtoguides/howto_managerworkers.html b/development/howtoguides/howto_managerworkers.html
index c1ab05bc..ff2c6ab5 100644
--- a/development/howtoguides/howto_managerworkers.html
+++ b/development/howtoguides/howto_managerworkers.html
@@ -10,7 +10,7 @@
How to Build a Manager-Worker Multi-Agent System — PyAgentSpec 26.1.0.dev0 documentation
+ How to Build a Manager-Worker Multi-Agent System — PyAgentSpec 26.1.0.dev4 documentation
@@ -138,8 +138,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -291,7 +291,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -393,9 +393,21 @@
Adapters
Ecosystem
diff --git a/development/howtoguides/howto_mapnode.html b/development/howtoguides/howto_mapnode.html
index 261e9f16..f4f0cfed 100644
--- a/development/howtoguides/howto_mapnode.html
+++ b/development/howtoguides/howto_mapnode.html
@@ -10,7 +10,7 @@
How to Do Map and Reduce Operations in Flows — PyAgentSpec 26.1.0.dev0 documentation
+ How to Do Map and Reduce Operations in Flows — PyAgentSpec 26.1.0.dev4 documentation
@@ -138,8 +138,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -291,7 +291,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -393,9 +393,21 @@
Adapters
Ecosystem
diff --git a/development/howtoguides/howto_mcp.html b/development/howtoguides/howto_mcp.html
index 3d2da4ed..3a64d28c 100644
--- a/development/howtoguides/howto_mcp.html
+++ b/development/howtoguides/howto_mcp.html
@@ -10,7 +10,7 @@
How to Implement a Plugin for MCP — PyAgentSpec 26.1.0.dev0 documentation
+ How to Implement a Plugin for MCP — PyAgentSpec 26.1.0.dev4 documentation
@@ -138,8 +138,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -291,7 +291,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -393,9 +393,21 @@
Adapters
Ecosystem
diff --git a/development/howtoguides/howto_ociagent.html b/development/howtoguides/howto_ociagent.html
index 040fb5da..865d118d 100644
--- a/development/howtoguides/howto_ociagent.html
+++ b/development/howtoguides/howto_ociagent.html
@@ -10,7 +10,7 @@
How to Use OCI Generative AI Agents — PyAgentSpec 26.1.0.dev0 documentation
+ How to Use OCI Generative AI Agents — PyAgentSpec 26.1.0.dev4 documentation
@@ -138,8 +138,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -291,7 +291,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -393,9 +393,21 @@
Adapters
Ecosystem
diff --git a/development/howtoguides/howto_orchestrator_agent.html b/development/howtoguides/howto_orchestrator_agent.html
index 9a9affa8..dc32155a 100644
--- a/development/howtoguides/howto_orchestrator_agent.html
+++ b/development/howtoguides/howto_orchestrator_agent.html
@@ -10,7 +10,7 @@
How to Build an Orchestrator-Workers Agents Pattern — PyAgentSpec 26.1.0.dev0 documentation
+ How to Build an Orchestrator-Workers Agents Pattern — PyAgentSpec 26.1.0.dev4 documentation
@@ -138,8 +138,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -291,7 +291,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -393,9 +393,21 @@
Adapters
Ecosystem
diff --git a/development/howtoguides/howto_parallelflownode.html b/development/howtoguides/howto_parallelflownode.html
index 64eb76b6..23e9f1ed 100644
--- a/development/howtoguides/howto_parallelflownode.html
+++ b/development/howtoguides/howto_parallelflownode.html
@@ -10,7 +10,7 @@
How to Run Multiple Flows in Parallel — PyAgentSpec 26.1.0.dev0 documentation
+ How to Run Multiple Flows in Parallel — PyAgentSpec 26.1.0.dev4 documentation
@@ -138,8 +138,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -291,7 +291,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -393,9 +393,21 @@
Adapters
Ecosystem
diff --git a/development/howtoguides/howto_plugin.html b/development/howtoguides/howto_plugin.html
index b25d16bb..3a3be0bf 100644
--- a/development/howtoguides/howto_plugin.html
+++ b/development/howtoguides/howto_plugin.html
@@ -10,7 +10,7 @@
How to use custom components with the Plugin System — PyAgentSpec 26.1.0.dev0 documentation
+ How to use custom components with the Plugin System — PyAgentSpec 26.1.0.dev4 documentation
@@ -138,8 +138,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -291,7 +291,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -393,9 +393,21 @@
Adapters
Ecosystem
diff --git a/development/howtoguides/howto_structured_generation.html b/development/howtoguides/howto_structured_generation.html
index e8709ac0..0e81cf8e 100644
--- a/development/howtoguides/howto_structured_generation.html
+++ b/development/howtoguides/howto_structured_generation.html
@@ -10,7 +10,7 @@
How to Build Flows with Structured LLM Generation — PyAgentSpec 26.1.0.dev0 documentation
+ How to Build Flows with Structured LLM Generation — PyAgentSpec 26.1.0.dev4 documentation
@@ -138,8 +138,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -291,7 +291,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -393,9 +393,21 @@
Adapters
Ecosystem
diff --git a/development/howtoguides/howto_swarm.html b/development/howtoguides/howto_swarm.html
index 8a5fbb9a..78cfe078 100644
--- a/development/howtoguides/howto_swarm.html
+++ b/development/howtoguides/howto_swarm.html
@@ -10,7 +10,7 @@
How to Build a Swarm of Agents — PyAgentSpec 26.1.0.dev0 documentation
+ How to Build a Swarm of Agents — PyAgentSpec 26.1.0.dev4 documentation
@@ -138,8 +138,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -291,7 +291,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -393,9 +393,21 @@
Adapters
Ecosystem
diff --git a/development/howtoguides/index.html b/development/howtoguides/index.html
index 8c1b9ded..68b249fb 100644
--- a/development/howtoguides/index.html
+++ b/development/howtoguides/index.html
@@ -10,7 +10,7 @@
How-to Guides — PyAgentSpec 26.1.0.dev0 documentation
+ How-to Guides — PyAgentSpec 26.1.0.dev4 documentation
@@ -137,8 +137,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
diff --git a/development/index.html b/development/index.html
index c258a1c7..cbf464e7 100644
--- a/development/index.html
+++ b/development/index.html
@@ -10,7 +10,7 @@
Open Agent Specification, Agent Spec — PyAgentSpec 26.1.0.dev0 documentation
+ Open Agent Specification, Agent Spec — PyAgentSpec 26.1.0.dev4 documentation
@@ -143,8 +143,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -294,7 +294,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
diff --git a/development/installation.html b/development/installation.html
index 53700e6b..98256d37 100644
--- a/development/installation.html
+++ b/development/installation.html
@@ -10,7 +10,7 @@
Installation — PyAgentSpec 26.1.0.dev0 documentation
+ Installation — PyAgentSpec 26.1.0.dev4 documentation
@@ -68,7 +68,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
@@ -517,7 +529,7 @@ Extra dependencies
To install extra dependencies, run the following command specifying the list of dependencies you want to install:
- install "pyagentspec[extra-dep-1,extra-dep-2]==26.1.0.dev0"
+ install "pyagentspec[extra-dep-1,extra-dep-2]==26.1.0.dev4"
Agent Spec Glossary — PyAgentSpec 26.1.0.dev0 documentation
+ Agent Spec Glossary — PyAgentSpec 26.1.0.dev4 documentation
@@ -137,8 +137,8 @@
-
@@ -185,7 +185,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
diff --git a/development/misc/reference_sheet.html b/development/misc/reference_sheet.html
index 73d413c6..af4550fc 100644
--- a/development/misc/reference_sheet.html
+++ b/development/misc/reference_sheet.html
@@ -10,7 +10,7 @@
Agent Spec Reference Sheet — PyAgentSpec 26.1.0.dev0 documentation
+ Agent Spec Reference Sheet — PyAgentSpec 26.1.0.dev4 documentation
@@ -137,8 +137,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
diff --git a/development/objects.inv b/development/objects.inv
index 4bf2e8a3..cad650d6 100644
Binary files a/development/objects.inv and b/development/objects.inv differ
diff --git a/development/rfcs-template.html b/development/rfcs-template.html
index 1ae4b41a..df1fad72 100644
--- a/development/rfcs-template.html
+++ b/development/rfcs-template.html
@@ -10,7 +10,7 @@
RFC Template — PyAgentSpec 26.1.0.dev0 documentation
+ RFC Template — PyAgentSpec 26.1.0.dev4 documentation
@@ -135,8 +135,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
diff --git a/development/search.html b/development/search.html
index c40d5157..99006629 100644
--- a/development/search.html
+++ b/development/search.html
@@ -8,7 +8,7 @@
Search - PyAgentSpec 26.1.0.dev0 documentation
+ Search - PyAgentSpec 26.1.0.dev4 documentation
@@ -137,8 +137,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -288,7 +288,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
diff --git a/development/searchindex.js b/development/searchindex.js
index 4900738e..1f05365b 100644
--- a/development/searchindex.js
+++ b/development/searchindex.js
@@ -1 +1 @@
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"task": [1, 5, 6, 7, 12, 13, 14, 16, 17, 21, 29, 30, 33, 34, 41, 45, 46, 48, 49, 50, 51, 53, 54, 56], "To": [1, 2, 3, 6, 7, 15, 22, 24, 26, 27, 31, 33, 34, 36, 37, 38, 41, 44, 46, 47, 48, 49, 51, 52, 53, 54, 57], "set": [1, 2, 3, 6, 7, 9, 10, 13, 14, 15, 16, 17, 21, 22, 24, 31, 32, 33, 34, 35, 40, 41, 43, 49, 54, 56], "up": [1, 2, 3, 6, 7, 10, 26, 27, 30, 32, 33, 34, 41, 49, 56, 57], "your": [1, 2, 3, 5, 6, 7, 13, 15, 16, 25, 30, 31, 33, 34, 35, 36, 37, 38, 40, 41, 42, 43, 44, 45, 48, 49, 50, 51, 54, 55, 56], "python": [1, 2, 3, 4, 5, 6, 7, 20, 24, 27, 32, 38, 43, 47, 51, 56, 57], "environ": [1, 2, 3, 5, 6, 7, 10, 20, 25, 26, 32, 33, 34, 35, 40, 41, 43, 49, 50, 52, 53, 54, 56], "10": [1, 2, 3, 27, 32, 42, 43, 47, 48, 52, 53], "12": [1, 52], "requir": [1, 2, 3, 5, 6, 7, 9, 16, 19, 23, 24, 27, 33, 34, 35, 36, 37, 39, 40, 41, 43, 45, 46, 47, 49, 51, 53, 54, 56, 57], "instal": [1, 2, 3, 24, 27, 32, 36, 47, 50, 51], "packag": [1, 2, 3, 9, 31, 36, 37, 43, 44, 56], "extens": [1, 2, 5, 6, 7, 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"4": [1, 4, 7, 32, 34, 35, 39, 40, 42, 43, 44, 46, 47, 48], "autogen_ag": 1, "assist": [1, 2, 3, 6, 7, 8, 9, 16, 27, 29, 30, 33, 34, 35, 36, 38, 39, 41, 42, 43, 45, 49, 51, 52, 53, 57], "list": [1, 6, 7, 9, 11, 12, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 26, 27, 33, 34, 36, 40, 41, 42, 46, 47, 48, 49, 51, 52, 53, 54, 56, 57], "valu": [1, 6, 7, 9, 14, 16, 17, 18, 19, 22, 23, 24, 33, 35, 37, 38, 53, 54, 56], "system_messag": 1, "reformul": [1, 2], "answer": [1, 6, 7, 15, 16, 27, 33, 34, 38, 41, 47, 49, 50], "reflect_on_tool_us": 1, "agentspecexport": [1, 2, 3, 11, 17, 36], "facilit": [2, 5, 7, 27, 29], "creation": [2, 6, 7, 29, 42, 53], "manag": [2, 6, 7, 9, 14, 20, 23, 29, 31, 33, 35, 49, 51], "long": [2, 6, 7, 29, 37, 56, 57], "state": [2, 6, 7, 26, 29, 32, 37, 41, 47, 52, 56], "durabl": [2, 29], "execut": [2, 4, 5, 9, 12, 13, 14, 16, 17, 20, 21, 23, 27, 28, 29, 31, 32, 33, 34, 38, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 57], "human": [2, 6, 9, 14, 29, 32, 49, 53], "loop": [2, 6, 9, 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7, 8, 24], "part": [6, 7, 8, 9, 16, 17, 23, 24, 27, 33, 34, 36, 45, 46, 53, 54], "expect": [6, 7, 8, 19, 23, 25, 26, 27, 38, 41, 47, 53, 56, 57], "section": [6, 7, 9, 17, 27, 33, 36, 39, 40, 43, 54, 57], "via": [6, 7, 9, 17, 20, 32, 37, 45, 53, 54, 56], "eas": [6, 7, 53], "comprehens": [6, 7, 50], "other": [6, 7, 8, 9, 14, 19, 25, 30, 31, 33, 35, 36, 37, 38, 45, 49, 51, 53], "also": [6, 7, 9, 16, 24, 26, 36, 37, 38, 40, 41, 43, 44, 45, 46, 47, 49, 53, 56], "suppos": [6, 7, 42, 46], "contain": [6, 7, 9, 15, 22, 36, 38, 39, 40, 42, 45, 46, 50, 51, 53, 54, 56, 57], "code": [6, 7, 26, 30, 31, 32, 38, 40, 42, 43, 50, 51, 54, 55, 56, 57], "should": [6, 7, 9, 11, 14, 15, 16, 19, 20, 22, 23, 32, 33, 34, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 47, 49, 54, 56, 57], "adopt": [6, 7, 40], "measur": [6, 7], "safe": [6, 7, 56], "dump": [6, 7, 22], "which": [6, 7, 8, 9, 14, 15, 16, 17, 19, 21, 23, 24, 26, 27, 31, 33, 34, 35, 36, 37, 38, 40, 41, 43, 44, 45, 46, 48, 49, 53, 54, 56, 57], "itself": [6, 7, 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23, 26, 33, 45, 51, 56], "explicit": [6, 7, 9, 25, 41, 51, 56], "sequenc": [6, 7, 16, 17, 22, 38, 51, 53, 54], "fill": [6, 7, 26, 36, 54], "reach": [6, 7, 16, 27], "out": [6, 7, 10, 24, 26, 27, 35, 56, 57], "procedur": [6, 7, 54], "made": [6, 7, 8, 17, 23, 46, 54], "calcul": [6, 7, 33], "levenshtein": [6, 7], "distanc": [6, 7, 14, 49], "anyth": [6, 7, 41, 42], "talk": [6, 7, 14, 16, 45, 49], "render": [6, 7, 32], "entri": [6, 7, 16, 39, 45, 54], "point": [6, 7, 9, 14, 41, 44, 45, 49, 53, 54], "three": [6, 7, 36, 38, 45, 48, 49, 53, 54, 57], "kind": [6, 7, 45], "self": [6, 7, 9, 33, 36, 38, 41, 45, 47, 48, 49, 50, 51, 56], "maintain": [6, 7, 26, 35, 41, 48, 53, 54, 55], "construct": [6, 7, 15, 25, 26, 45, 48, 54, 56], "hold": [6, 7, 25, 40, 54, 56], "share": [6, 7, 9, 26, 27, 35, 40, 41, 42, 45, 46, 47, 49, 53, 54, 56], "resourc": [6, 7, 8, 30, 39, 40, 42, 46, 51, 54], "memori": [6, 7, 54, 56], "llm_configur": [6, 7], "Its": [6, 7, 56], "separ": [6, 7, 33, 35, 43, 48, 54, 56], "either": [6, 7, 14, 37, 38, 40, 43, 45, 49], "fit": [6, 7, 8, 30, 41, 51], "assum": [6, 7, 9, 34, 36, 37, 42, 43, 45, 47, 54, 56], "paramet": [6, 7, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 31, 35, 37, 40, 41, 49, 53, 54, 56], "handl": [6, 7, 9, 35, 41, 43, 48, 49, 53, 56], "exist": [6, 7, 8, 13, 17, 33, 34, 36, 47], "expand": [6, 7, 50], "planner": [6, 7], "usabl": [6, 7, 48], "new": [6, 7, 8, 26, 28, 36, 38, 47, 53, 55], "default_generation_paramet": [6, 7, 19, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 47, 48, 49, 54], "dict": [6, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 32, 36, 38, 40, 54], "never": [6, 7, 9, 14, 33, 35, 49, 56], "sensit": [6, 16, 20, 23, 24, 33, 34, 35, 41, 43, 49, 56], "sure": [6, 7, 26, 33, 34, 40, 56], "befor": [6, 7, 9, 10, 14, 16, 23, 24, 26, 27, 32, 33, 34, 37, 38, 41, 43, 49, 54, 56, 57], "chat": [6, 7, 19], "complet": [6, 7, 9, 10, 16, 17, 19, 25, 26, 27, 38, 40, 41, 45, 50, 51, 53, 54, 56], "indic": [6, 7, 22, 23, 37, 41], "pass": [6, 7, 9, 12, 14, 16, 20, 24, 33, 38, 39, 41, 45, 47, 49, 54, 56], "offer": [6, 7, 16, 33, 34, 36, 42, 48, 50, 52, 53, 56], "openaiconfig": [6, 7, 17, 19], "authent": [6, 7, 10, 16, 17, 19, 20, 23, 32, 33, 40, 56], "method": [6, 7, 9, 15, 16, 17, 22, 23, 27, 33, 36, 42, 51, 53, 54, 56], "therefor": [6, 7, 41, 45, 46], "besid": [6, 7, 9], "select": [6, 7, 9, 14, 16, 17, 23, 41, 42, 43, 46, 49], "serving_mod": [6, 7, 19, 40], "serv": [6, 7, 8, 19, 25, 31, 33, 36, 40, 41, 51], "demand": [6, 7, 40], "dedic": [6, 7, 9, 19, 22, 23, 27, 40, 41, 53, 56], "capac": [6, 7], "suitabl": [6, 7, 16, 32, 41], "variabl": [6, 7, 16, 20, 33, 34, 53], "workload": [6, 7], "throughput": [6, 7], "underli": [6, 7, 8, 30], "meta": [6, 7, 19, 36, 37, 45, 49, 54], "coher": [6, 7, 19, 33, 51, 53], "detect": [6, 7, 19, 32], "manual": [6, 7, 15, 16], "know": [6, 7, 34, 45], "liter": [6, 7, 15, 19, 22], "on_demand": [6, 7, 19, 40], "grok": [6, 7, 19, 40], "secret": [6, 7, 20, 33], "password": [6, 7, 16, 54, 56], "anywher": [6, 7, 13, 39], "gen": [6, 7, 56], "present": [6, 7, 10, 11, 12, 13, 14, 15, 16, 18, 19, 20, 21, 22, 23, 49, 57], "how": [6, 7, 8, 9, 14, 16, 17, 19, 24, 26, 27, 28, 30, 51, 52, 53, 54, 55, 56], "auth_typ": [6, 7, 19, 40, 44], "security_token": [6, 7, 17, 19, 40], "instance_princip": [6, 7, 17, 19, 40], "resource_princip": [6, 7, 17, 19, 40], "want": [6, 7, 14, 16, 26, 34, 35, 36, 37, 40, 42, 43, 44, 45, 46, 47, 52], "show": [6, 7, 35, 36, 39, 40, 42, 43, 46, 48, 54, 56], "princip": [6, 7, 40, 56], "decid": [6, 7, 33, 41, 56], "signatur": [6, 7, 23, 56], "veri": [6, 7], "rel": [6, 7], "executor": [6, 7, 16, 20, 23, 24, 37, 43, 47, 53, 54], "similar": [6, 7, 9, 48, 53, 54], "remotetool": [6, 7, 17, 23, 33, 37, 56], "trigger": [6, 7, 41, 54], "mcptool": [6, 7, 17, 23, 43, 56], "server": [6, 7, 8, 9, 10, 17, 20, 21, 31, 32, 34, 36, 39, 40, 41, 42, 46, 56], "correctli": [6, 7, 33, 47], "port": [6, 7, 19, 32, 40, 43], "That": [6, 7], "said": [6, 7], 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[27, "open-agent-specification-agent-spec"]], "Introduction to Agent Spec: Motivation and Vision": [[5, "introduction-to-agent-spec-motivation-and-vision"]], "Key Benefits": [[5, "key-benefits"]], "Comparison: Agent Spec and ONNX": [[5, "comparison-agent-spec-and-onnx"]], "Differentiation from Framework-Specific Configurations": [[5, "differentiation-from-framework-specific-configurations"]], "Agent Spec specification (version 25.4.1)": [[6, "agent-spec-specification-version-25-4-1"]], "Language specification": [[6, "language-specification"], [7, "language-specification"]], "Base Component": [[6, "base-component"], [7, "base-component"]], "Symbolic references (configuration components)": [[6, "symbolic-references-configuration-components"], [7, "symbolic-references-configuration-components"]], "Input/output schemas": [[6, "input-output-schemas"], [7, "input-output-schemas"]], "Input and output properties": [[6, "input-and-output-properties"], [7, "input-and-output-properties"]], "Type 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"OpenAI": [[6, "openai"], [7, "openai"]], "OCI GenAI": [[6, "oci-genai"], [7, "oci-genai"]], "OCI Client Configuration": [[6, "oci-client-configuration"], [7, "oci-client-configuration"], [40, "oci-client-configuration"]], "OciClientConfigWithSecurityToken": [[6, "ociclientconfigwithsecuritytoken"], [7, "ociclientconfigwithsecuritytoken"], [40, "ociclientconfigwithsecuritytoken"]], "OciClientConfigWithApiKey": [[6, "ociclientconfigwithapikey"], [7, "ociclientconfigwithapikey"], [40, "ociclientconfigwithapikey"]], "OciClientConfigWithInstancePrincipal": [[6, "ociclientconfigwithinstanceprincipal"], [7, "ociclientconfigwithinstanceprincipal"], [40, "ociclientconfigwithinstanceprincipal"]], "OciClientConfigWithResourcePrincipal": [[6, "ociclientconfigwithresourceprincipal"], [7, "ociclientconfigwithresourceprincipal"], [40, "ociclientconfigwithresourceprincipal"]], "Tools": [[6, "tools"], [7, "tools"], [17, "tools"], [20, "tools"], [23, "tools"], [54, "tools"]], "Remote Tools": [[6, "remote-tools"], [7, "remote-tools"]], "MCP Tools": [[6, "mcp-tools"], [7, "mcp-tools"]], "Execution flows": [[6, "execution-flows"], [7, "execution-flows"]], "Flow": [[6, "flow"], [7, "flow"], [45, "flow"], [53, "flow"]], "Conversation": [[6, "conversation"], [7, "conversation"]], "I/O Data Space": [[6, "i-o-data-space"], [7, "i-o-data-space"]], "Node": [[6, "node"], [7, "node"], [53, "node"]], "Relationships / Edges": [[6, "relationships-edges"], [7, "relationships-edges"]], "Control edges": [[6, "control-edges"], [7, "control-edges"]], "Data relationships (I/O system components)": [[6, "data-relationships-i-o-system-components"], [7, "data-relationships-i-o-system-components"]], "Connecting multiple data edges": [[6, "connecting-multiple-data-edges"], [7, "connecting-multiple-data-edges"]], "Optionality of data relationships": [[6, "optionality-of-data-relationships"], [7, "optionality-of-data-relationships"]], "Conditional branching": [[6, "conditional-branching"], [7, "conditional-branching"]], "Standard library of nodes to use in flows": [[6, "standard-library-of-nodes-to-use-in-flows"], [7, "standard-library-of-nodes-to-use-in-flows"]], "RemoteAgent": [[6, "remoteagent"], [7, "remoteagent"]], "OciAgent": [[6, "ociagent"], [7, "ociagent"]], "Versioning": [[6, "versioning"], [7, "versioning"]], "Backward compatibility": [[6, "backward-compatibility"], [7, "backward-compatibility"]], "MCP (Model Context Protocol)": [[6, "mcp-model-context-protocol"], [7, "mcp-model-context-protocol"]], "MCP Client transport": [[6, "mcp-client-transport"], [7, "mcp-client-transport"]], "Stdio Transport": [[6, "stdio-transport"], [7, "stdio-transport"]], "Remote MCP transports": [[6, "remote-mcp-transports"], [7, "remote-mcp-transports"]], "SSE Transport": [[6, "sse-transport"], [7, "sse-transport"]], "Streamable HTTP Transport": [[6, "streamable-http-transport"], [7, "streamable-http-transport"]], "Additions to MCP transports": [[6, "additions-to-mcp-transports"], [7, "additions-to-mcp-transports"]], "SSE Transport with mTLS": [[6, "sse-transport-with-mtls"], [7, "sse-transport-with-mtls"]], "Streamable HTTP Transport with mTLS": [[6, "streamable-http-transport-with-mtls"], [7, "streamable-http-transport-with-mtls"]], "Ecosystem of plugins": [[6, "ecosystem-of-plugins"], [7, "ecosystem-of-plugins"]], "Disaggregated components": [[6, "disaggregated-components"], [7, "disaggregated-components"]], "Additional components for future versions": [[6, "additional-components-for-future-versions"], [7, "additional-components-for-future-versions"]], "Language examples": [[6, "language-examples"], [7, "language-examples"]], "Standalone agent": [[6, "standalone-agent"], [7, "standalone-agent"]], "Standalone flow": [[6, "standalone-flow"], [7, "standalone-flow"]], "Agents in flow": [[6, "agents-in-flow"], [7, "agents-in-flow"]], "(Generated) JSON Language spec": [[6, "generated-json-language-spec"], [7, "generated-json-language-spec"]], "Note about serialization 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"MCPToolSpec": [[7, "mcptoolspec"]], "Built-in Tools": [[7, "built-in-tools"]], "Implementing Built-in Tools as Execution Engine Developer": [[7, "implementing-built-in-tools-as-execution-engine-developer"]], "Parallelization": [[7, "parallelization"]], "A2AAgent": [[7, "a2aagent"]], "Swarm": [[7, "swarm"]], "ManagerWorkers": [[7, "managerworkers"]], "A2A (Agent to Agent Protocol)": [[7, "a2a-agent-to-agent-protocol"]], "Sensitive fields": [[7, "sensitive-fields"], [9, "sensitive-fields"]], "Positioning of Agent Spec in the agentic ecosystem": [[8, "positioning-of-agent-spec-in-the-agentic-ecosystem"]], "Open Agent Specification Tracing (Agent Spec Tracing)": [[9, "open-agent-specification-tracing-agent-spec-tracing"]], "Overview": [[9, "overview"], [43, "overview"], [47, "overview"]], "Scope and goals": [[9, "scope-and-goals"]], "Core Concepts": [[9, "core-concepts"]], "Event": [[9, "event"]], "Span": [[9, "span"]], "SpanProcessor": [[9, "spanprocessor"]], "Trace": [[9, "trace"]], "Standard Span Types": [[9, "standard-span-types"]], "LlmGenerationSpan": [[9, "llmgenerationspan"]], "ToolExecutionSpan": [[9, "toolexecutionspan"]], "AgentExecutionSpan": [[9, "agentexecutionspan"]], "SwarmExecutionSpan": [[9, "swarmexecutionspan"]], "ManagerWorkersExecutionSpan": [[9, "managerworkersexecutionspan"]], "FlowExecutionSpan": [[9, "flowexecutionspan"]], "NodeExecutionSpan": [[9, "nodeexecutionspan"]], "Standard Event Types": [[9, "standard-event-types"]], "LLM events": [[9, "llm-events"]], "LlmGenerationRequest": [[9, "llmgenerationrequest"]], "LlmGenerationResponse": [[9, "llmgenerationresponse"]], "LlmGenerationStreamingChunkReceived": [[9, "llmgenerationstreamingchunkreceived"]], "Tool events": [[9, "tool-events"]], "ToolExecutionRequest": [[9, "toolexecutionrequest"]], "ToolExecutionResponse": [[9, "toolexecutionresponse"]], "ToolConfirmationRequest": [[9, "toolconfirmationrequest"]], "ToolConfirmationResponse": [[9, "toolconfirmationresponse"]], "AgenticComponent 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Config": [[10, "connection-config"]], "Session Parameters": [[10, "session-parameters"]], "Agent Spec Adapters": [[11, "agent-spec-adapters"]], "LangGraph": [[11, "langgraph"]], "AutoGen": [[11, "autogen"]], "Agents": [[12, "agents"], [17, "agents"], [54, "agents"]], "Agent class": [[12, "agent-class"]], "Agent Specialization": [[13, "agent-specialization"], [17, "agent-specialization"]], "Specialized Agent": [[13, "specialized-agent"]], "Agentic Patterns": [[14, "agentic-patterns"], [17, "agentic-patterns"]], "Swarm class": [[14, "swarm-class"]], "ManagerWorkers class": [[14, "managerworkers-class"]], "Components": [[15, "components"], [17, "components"]], "Component class": [[15, "component-class"]], "ComponentWithIO class": [[15, "componentwithio-class"]], "AgenticComponent class": [[15, "agenticcomponent-class"]], "Flows": [[16, "flows"], [54, "flows"]], "Flows & Nodes": [[16, "flows-nodes"], [17, "flows-nodes"]], "Nodes": [[16, "nodes"], [45, "nodes"]], "API Reference": [[17, "api-reference"]], "Remote Agents": [[17, "remote-agents"], [21, "remote-agents"]], "LLMs": [[17, "llms"], [19, "llms"], [54, "llms"]], "IO Properties": [[17, "io-properties"], [18, "io-properties"]], "MCP": [[17, "mcp"]], "Serialization / Deserialization": [[17, "serialization-deserialization"], [22, "serialization-deserialization"]], "A2A": [[17, "a2a"]], "Adapters": [[17, "adapters"], [36, "adapters"]], "Classes for the IO system properties": [[18, "classes-for-the-io-system-properties"]], "LlmConfig": [[19, "llmconfig"]], "LLM Generation Config": [[19, "llm-generation-config"]], "OpenAI API Type": [[19, "openai-api-type"]], "OCI API Type": [[19, "oci-api-type"]], "All models": [[19, "all-models"]], "OpenAI Compatible Models": [[19, "openai-compatible-models"]], "VLLM Models": [[19, "vllm-models"]], "Ollama Models": [[19, "ollama-models"]], "OpenAI Models": [[19, "openai-models"]], "OciGenAi Models": [[19, "ocigenai-models"]], "Model Context Protocol (MCP)": [[20, "model-context-protocol-mcp"]], "Client Transports": [[20, "client-transports"]], "Remote Agent class": [[21, "remote-agent-class"]], "OCI Agent class": [[21, "oci-agent-class"]], "A2A Agent class": [[21, "a2a-agent-class"]], "Serialization": [[22, "id1"], [53, "serialization"]], "Deserialization": [[22, "deserialization"]], "Serialization plugins": [[22, "serialization-plugins"]], "Deserialization plugins": [[22, "deserialization-plugins"]], "Base Tool class": [[23, "base-tool-class"]], "Client Tool": [[23, "client-tool"], [53, "client-tool"]], "Remote Tool": [[23, "remote-tool"], [53, "remote-tool"]], "Server Tool": [[23, "server-tool"], [53, "server-tool"]], "Built-in Tool": [[23, "built-in-tool"], [53, "built-in-tool"]], "MCP Tool": [[23, "mcp-tool"], [53, "mcp-tool"]], "ToolBox": [[23, "toolbox"]], "MCP ToolBox": [[23, "mcp-toolbox"]], "Changelog": [[24, "changelog"]], "Agent Spec 26.1.0.dev0": [[24, "agent-spec-release"]], "New features": [[24, "new-features"]], "Improvements": [[24, "improvements"]], "Breaking Changes": [[24, "breaking-changes"]], "Agent Spec 25.4.1 \u2014 Initial release": [[24, "agent-spec-25-4-1-initial-release"]], "Code of Conduct": [[25, "code-of-conduct"]], "For Contributors": [[26, "for-contributors"]], "Submitting a GitHub Issue": [[26, "submitting-a-github-issue"]], "Submitting a Request for Comments (RFC)": [[26, "submitting-a-request-for-comments-rfc"]], "I. Create an RFC": [[26, "i-create-an-rfc"]], "II. Get Feedback on the RFC": [[26, "ii-get-feedback-on-the-rfc"]], "Implementing Your Proposal": [[26, "implementing-your-proposal"]], "I. Submit a Pull Request": [[26, "i-submit-a-pull-request"]], "II. Sign the Oracle Contributor Agreement": [[26, "ii-sign-the-oracle-contributor-agreement"]], "III. Review and Merge": [[26, "iii-review-and-merge"]], "Contributing to Documentation": [[26, "contributing-to-documentation"]], "The End": [[26, "the-end"]], "PyAgentSpec": [[27, "pyagentspec"]], "Quick Start": [[27, "quick-start"]], "Next Steps": [[27, "next-steps"], [31, "next-steps"], [35, "next-steps"], [48, "next-steps"]], "Need Help?": [[27, "need-help"]], "Agent Spec Collaborations": [[28, "agent-spec-collaborations"]], "Agent Spec Integrations": [[29, "agent-spec-integrations"]], "Frequently Asked Questions": [[30, "frequently-asked-questions"]], "How to Use A2A Agents": [[31, "how-to-use-a2a-agents"]], "Basic Usage": [[31, "basic-usage"]], "Agent Spec Serialization": [[31, "agent-spec-serialization"], [34, "agent-spec-serialization"], [41, "agent-spec-serialization"], [42, "agent-spec-serialization"], [44, "agent-spec-serialization"], [45, "agent-spec-serialization"]], "Recap": [[31, "recap"], [32, "recap"], [33, "recap"], [34, "recap"], [35, "recap"], [36, "recap"], [37, "recap"], [38, "recap"], [39, "recap"], [40, "recap"], [41, "recap"], [42, "recap"], [44, "recap"], [45, "recap"], [46, "recap"], [47, "recap"], [48, "recap"], [49, "recap"]], "How to Use AG-UI with Agent Spec": [[32, "how-to-use-ag-ui-with-agent-spec"]], "Prerequisites": [[32, "prerequisites"], [37, null], [43, null], [45, null], [47, null]], "Step 1. Configure your Agent": [[32, "step-1-configure-your-agent"]], "Step 2: Configure a FastAPI endpoint": [[32, "step-2-configure-a-fastapi-endpoint"]], "Next steps": [[32, "next-steps"], [33, "next-steps"], [34, "next-steps"], [36, "next-steps"], [37, "next-steps"], [38, "next-steps"], [39, "next-steps"], [40, "next-steps"], [41, "next-steps"], [42, "next-steps"], [43, "next-steps"], [44, "next-steps"], [45, "next-steps"], [46, "next-steps"], [47, "next-steps"], [49, "next-steps"]], "How to Develop an Agent with Remote Tools": [[33, "how-to-develop-an-agent-with-remote-tools"]], "Basic implementation": [[33, "basic-implementation"], [34, "basic-implementation"], [38, "basic-implementation"], [41, "basic-implementation"], [42, "basic-implementation"], [45, "basic-implementation"], [46, "basic-implementation"], [47, "basic-implementation"], [49, "basic-implementation"]], "1. Define properties": [[33, "define-properties"], [38, "define-properties"]], "2. Define the remote tools": [[33, "define-the-remote-tools"]], "3. Define a LLM model": [[33, "define-a-llm-model"]], "4. Define the agent": [[33, "define-the-agent"]], "5. Export the Agent Spec configuration": [[33, "export-the-agent-spec-configuration"], [49, "export-the-agent-spec-configuration"]], "How to build a simple ReAct Agent": [[34, "how-to-build-a-simple-react-agent"]], "How to Use Disaggregated Configurations": [[35, "how-to-use-disaggregated-configurations"]], "Basic Implementation": [[35, "basic-implementation"], [48, "basic-implementation"]], "Serialization/Deserialization": [[35, "serialization-deserialization"]], "How to Execute Agent Spec Across Frameworks": [[36, "how-to-execute-agent-spec-across-frameworks"]], "Basic implementation of an adapter": [[36, "basic-implementation-of-an-adapter"]], "1. Load an Agent Spec JSON representation of an agent": [[36, "load-an-agent-spec-json-representation-of-an-agent"]], "2. Defining the LLM": [[36, "defining-the-llm"]], "3. Defining the tools": [[36, "defining-the-tools"]], "4. Defining the agent": [[36, "defining-the-agent"]], "5. Conversion": [[36, "conversion"]], "6. Execution": [[36, "execution"]], "Using the native Agent Spec adapters": [[36, "using-the-native-agent-spec-adapters"]], "Using the WayFlow Agent Spec adapter": [[36, "using-the-wayflow-agent-spec-adapter"]], "How to Execute Agent Spec Configuration with WayFlow": [[37, "how-to-execute-agent-spec-configuration-with-wayflow"]], "1. Installation": [[37, "installation"]], "2. Defining the tool registry": [[37, "defining-the-tool-registry"]], "3. Loading the Agent Spec configuration": [[37, "loading-the-agent-spec-configuration"]], "4. Running the assistant": [[37, "running-the-assistant"]], "How to Develop a Flow with Conditional Branches": [[38, "how-to-develop-a-flow-with-conditional-branches"]], "2. Define the LLM model": [[38, "define-the-llm-model"]], "3. Define nodes": [[38, "define-nodes"]], "4. Define the control and data flow edges": [[38, "define-the-control-and-data-flow-edges"]], "5. Define and export the Flow": [[38, "define-and-export-the-flow"]], "How to Specify the Generation Configuration when Using LLMs": [[39, "how-to-specify-the-generation-configuration-when-using-llms"]], "Configure the generation parameters for an agent": [[39, "configure-the-generation-parameters-for-an-agent"]], "Configure the generation parameters for a flow": [[39, "configure-the-generation-parameters-for-a-flow"]], "How to Use LLMs from Different LLM Providers": [[40, "how-to-use-llms-from-different-llm-providers"]], "OciGenAiConfig": [[40, "ocigenaiconfig"]], "OpenAiConfig": [[40, "openaiconfig"]], "OpenAiCompatibleConfig": [[40, "openaicompatibleconfig"]], "VllmConfig": [[40, "vllmconfig"]], "OllamaConfig": [[40, "ollamaconfig"]], "How to Build a Manager-Worker Multi-Agent System": [[41, "how-to-build-a-manager-worker-multi-agent-system"]], "1. Define the LLM model": [[41, "define-the-llm-model"], [45, "define-the-llm-model"], [49, "define-the-llm-model"]], "2. Define expert agents": [[41, "define-expert-agents"]], "Refund specialist agent": [[41, "refund-specialist-agent"]], "Statisfaction surveyor agent": [[41, "statisfaction-surveyor-agent"]], "3. Define the manager agent": [[41, "define-the-manager-agent"]], "4. 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\ No newline at end of file
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53, 54, 55, 59, 60, 62], "differ": [3, 6, 8, 11, 12, 13, 14, 15, 20, 22, 31, 33, 36, 38, 41, 42, 44, 45, 47, 51, 52, 54, 56, 59, 60, 62, 63], "agentspec_llm_config": [3, 6, 8], "70b": [3, 5, 6, 8, 9, 12, 13, 51, 53, 55], "storag": [3, 5, 6, 8, 9, 15, 51, 62], "my": [3, 6, 8, 9, 12, 13, 15, 36, 40, 45, 46, 47, 48, 52, 60], "agentspec_ag": [3, 6, 8, 15, 38, 42], "agentspec_tools_test": [3, 6, 8], "system_prompt": [3, 6, 8, 12, 13, 18, 19, 20, 22, 28, 33, 38, 39, 40, 41, 42, 43, 45, 47, 49, 51, 54, 55, 60], "perform": [3, 6, 8, 9, 12, 13, 15, 20, 22, 26, 30, 33, 36, 39, 40, 42, 43, 45, 46, 47, 48, 49, 52, 54, 55, 57, 59, 61, 62], "given": [3, 6, 8, 9, 12, 13, 15, 17, 19, 21, 22, 23, 24, 29, 38, 40, 42, 44, 46, 47, 49, 52, 55, 63], "export": [3, 6, 8, 12, 13, 15, 22, 25, 26, 28, 29, 30, 33, 37, 38, 40, 42, 43, 47, 48, 49, 50, 51, 54, 56, 62], "agentspecseri": [3, 6, 8, 12, 13, 23, 28, 37, 38, 39, 40, 41, 44, 47, 48, 49, 50, 51, 52, 53, 54, 55, 60, 62], "load": [3, 6, 8, 12, 13, 28, 30, 34, 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"transpar": 11, "contribut": [11, 39, 42, 63], "improv": [11, 12, 13, 41, 44, 51, 55, 59, 63], "govern": [11, 33], "evalu": [11, 44, 57], "built": [11, 12, 23, 30, 40, 41, 42, 47, 56, 62], "metadata": [11, 12, 13, 15, 16, 18, 19, 20, 21, 22, 25, 26, 27, 29, 34, 37, 38, 39, 40, 41, 42, 43, 44, 47, 48, 49, 50, 51, 52, 53, 54, 55, 59, 60], "make": [11, 12, 13, 22, 23, 29, 32, 33, 40, 41, 46, 47, 49, 57, 59, 62, 63], "easier": [11, 36, 41, 54, 59], "test": [11, 12, 13, 15, 37, 57, 58, 59, 63], "compar": [11, 12, 13, 15, 47, 55, 62], "iter": [11, 12, 13, 59, 62], "benchmark": 11, "flexibl": [11, 12, 20, 39, 42, 57, 59, 62], "let": [11, 12, 13, 22, 41, 42, 49, 54, 57, 62, 63], "focu": [11, 31, 47, 57], "right": [11, 12, 13, 46, 48], "solut": [11, 12, 13, 14, 17, 39, 42, 51, 57, 61], "problem": [11, 32, 39, 51, 58, 61], "singl": [11, 12, 13, 15, 22, 29, 43, 48, 51, 52, 54, 55, 57, 59, 60], "orchestr": [11, 12, 13, 23, 29, 47, 48, 53, 56, 59], "worker": [11, 13, 15, 20, 48, 53, 56], "without": 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28, 29, 33, 34, 37, 38, 40, 41, 42, 43, 44, 46, 48, 49, 51, 53, 54, 55, 56, 58, 59, 62], "bind": [11, 12, 13], "detail": [11, 12, 13, 14, 15, 20, 32, 39, 42, 46, 47, 49, 50, 51, 53, 57, 59, 60, 61, 62], "remain": [11, 13, 15, 20, 22, 41, 51, 54], "unlik": [11, 13, 59], "when": [11, 12, 13, 15, 20, 22, 25, 26, 28, 29, 30, 32, 38, 39, 40, 41, 42, 43, 47, 48, 49, 51, 52, 55, 56, 60, 62, 63], "move": [11, 49, 58, 62], "between": [11, 12, 13, 14, 16, 20, 22, 33, 36, 40, 41, 44, 47, 51, 53, 55, 59, 62], "document": [12, 13, 23, 33, 39, 42, 43, 44, 46, 50, 56, 57, 60, 61, 62], "outlin": [12, 13, 31, 32, 61, 62, 63], "abbrevi": [12, 13], "foundat": [12, 13, 14, 30], "part": [12, 13, 14, 15, 22, 23, 29, 30, 33, 39, 40, 42, 51, 52, 59, 60], "expect": [12, 13, 14, 25, 29, 31, 32, 33, 44, 47, 53, 59, 62, 63], "section": [12, 13, 15, 23, 33, 39, 42, 45, 46, 49, 60, 63], "via": [12, 13, 15, 23, 26, 38, 43, 51, 59, 60, 62], "below": [12, 13, 30, 42, 43, 44, 46, 49, 52, 54, 55], "eas": [12, 13, 59], 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60, 62, 63], "howev": [12, 13, 14, 20, 39, 53, 54, 62], "clariti": [12, 13], "consequ": [12, 13, 20], "read": [12, 13, 30, 32, 42, 53, 58, 63], "against": [12, 13, 32, 55, 62], "special": [12, 15, 28, 30, 39, 42, 47, 55, 63], "ad": [12, 13, 14, 15, 30], "precis": [12, 13, 22, 23], "reason": [12, 13, 22, 30, 47, 53, 62], "enforc": [12, 13, 20, 44, 62, 63], "perfectli": [12, 13], "equal": [12, 13], "cast": [12, 13, 62], "met": [12, 13], "extract": [12, 13, 15, 53, 54], "prompt_templ": [12, 13, 22, 44, 45, 48, 52, 53, 54, 60], "doubl": [12, 13, 40, 63], "curli": [12, 13, 40], "bracket": [12, 13, 40], "interpret": [12, 13], "actual": [12, 13, 37, 53, 60], "replac": [12, 13, 15, 25, 37, 55], "time": [12, 13, 15, 16, 22, 32, 37, 38, 39, 41, 47, 52, 55, 60, 62, 63], "whether": [12, 13, 15, 16, 20, 21, 28, 44, 47, 62], "depend": [12, 13, 15, 20, 22, 30, 39, 40, 51, 54, 59, 62, 63], "great": [12, 13, 44], "help": [12, 13, 18, 19, 28, 31, 32, 37, 39, 40, 41, 42, 43, 44, 45, 47, 55, 56, 57, 59, 60, 61, 62, 63], "request": [12, 13, 15, 16, 18, 19, 20, 23, 25, 33, 37, 38, 39, 42, 44, 47, 48, 53, 55, 59, 60, 62], "collect": [12, 13, 22, 35, 47, 52, 60], "transform": [12, 13, 17, 22, 42, 45], "unless": [12, 13, 63], "match": [12, 13, 22, 29, 57, 60, 63], "latter": [12, 13], "mapnod": [12, 13, 22, 23, 30, 48], "over": [12, 13, 54, 55, 62], "access": [12, 13, 22, 23, 30, 39, 41, 46, 48, 52, 58, 59, 62], "templat": [12, 13, 21, 22, 23, 32, 38, 39, 60, 62], "subset": [12, 13], "avail": [12, 13, 14, 15, 22, 23, 29, 30, 33, 35, 38, 39, 42, 43, 46, 47, 49, 51, 55, 57, 59, 60, 62], "jinja": [12, 13, 59], "extend": [12, 13, 19, 43, 53], "sever": [12, 13, 18, 22, 23, 27, 28, 30, 39, 44, 45, 46, 47, 48, 49, 51, 52, 53, 55, 56, 60], "group": [12, 13, 15, 20, 32, 47], "commonli": [12, 13, 41, 55], "achiev": [12, 13, 45, 54, 57, 59], "goal": [12, 13, 19, 23, 39, 51, 55, 56, 57, 59, 60], "safeti": [12, 13], "hint": [12, 13], "onli": [12, 13, 14, 20, 21, 22, 26, 27, 38, 39, 44, 48, 49, 52, 54, 55, 60, 62, 63], "static": [12, 13, 21, 22], "analysi": [12, 13], "programmat": [12, 13, 17, 33, 42], "edit": [12, 13], "utilis": [12, 13], "rather": [12, 13, 41, 55, 62, 63], "than": [12, 13, 41, 55, 59, 62, 63], "implicitli": [12, 13], "A": [12, 13, 15, 16, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 39, 44, 46, 47, 49, 51, 52, 55, 57, 59, 60, 62], "top": [12, 13, 15, 45, 60, 63], "interact": [12, 13, 20, 21, 22, 34, 37, 38, 39, 40, 43, 47, 51, 55, 59, 60, 62], "receiv": [12, 13, 15, 16, 20, 22, 23, 38, 47, 55], "specialis": [12, 13], "approv": [12, 13, 15, 30, 38, 39, 40, 47, 49, 55, 60], "host": [12, 13, 23, 25, 38, 39, 44, 46, 47, 49, 51, 53, 54, 55, 59, 62], "agenticcompon": [12, 13, 18, 19, 20, 22, 27, 37, 50], "outsid": [12, 13], "current": [12, 13, 15, 20, 39, 42, 49, 51, 52, 53, 60, 62, 63], "rest": [12, 13, 14, 23, 29, 39, 54, 60, 62], "rpc": [12, 13, 60], "easi": [12, 13, 63], "saa": [12, 13], "micro": [12, 13], "slackbot": [12, 13], "back": [12, 13, 15, 20, 22, 32, 47, 51, 55, 60], "layout": [12, 13], "known": [12, 13, 15, 47, 55], "action": [12, 13, 39, 40, 47, 49, 54, 55, 57, 59, 63], "pursu": [12, 13], "seri": [12, 13], "There": [12, 13, 20, 22, 39, 44, 47, 51, 53, 55, 59, 63], "thing": [12, 13], "etc": [12, 13, 15, 21, 25, 26, 32, 39, 40, 55, 61], "relat": [12, 13, 15, 16, 17, 18, 19, 20, 21, 22, 24, 25, 26, 27, 28, 29, 32, 39, 51, 57, 62], "explicit": [12, 13, 15, 31, 47, 57, 62], "sequenc": [12, 13, 22, 23, 28, 44, 57, 59, 60], "fill": [12, 13, 32, 42, 60], "reach": [12, 13, 22, 33], "out": [12, 13, 16, 30, 32, 33, 41, 62, 63], "procedur": [12, 13, 60], "made": [12, 13, 14, 23, 29, 52, 60], "calcul": [12, 13, 39], "levenshtein": [12, 13], "distanc": [12, 13, 20, 55], "anyth": [12, 13, 47, 48], "talk": [12, 13, 20, 22, 51, 55], "render": [12, 13, 38], "entri": [12, 13, 22, 45, 51, 60], "point": [12, 13, 15, 20, 47, 50, 51, 55, 59, 60], "three": [12, 13, 42, 44, 51, 54, 55, 59, 60, 63], "kind": [12, 13, 51], "self": [12, 13, 15, 39, 42, 44, 47, 51, 53, 54, 55, 56, 57, 62], "maintain": [12, 13, 32, 41, 47, 54, 59, 60, 61], "construct": [12, 13, 21, 31, 32, 51, 54, 60, 62], "hold": [12, 13, 31, 46, 60, 62], "share": [12, 13, 15, 32, 33, 41, 46, 47, 48, 51, 52, 53, 55, 59, 60, 62], "resourc": [12, 13, 14, 36, 45, 46, 48, 52, 57, 60], "memori": [12, 13, 60, 62], "llm_configur": [12, 13], "Its": [12, 13, 62], "separ": [12, 13, 39, 41, 49, 54, 60, 62], "either": [12, 13, 20, 43, 44, 46, 49, 51, 55], "fit": [12, 13, 14, 36, 47, 57], "assum": [12, 13, 15, 40, 42, 43, 48, 49, 51, 53, 60, 62], "paramet": [12, 13, 15, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 37, 41, 43, 46, 47, 55, 59, 60, 62], "handl": [12, 13, 15, 41, 47, 49, 54, 55, 59, 62], "exist": [12, 13, 14, 19, 23, 39, 40, 42, 53], "expand": [12, 13, 56], "planner": [12, 13], "usabl": [12, 13, 54], "new": [12, 13, 14, 32, 34, 42, 44, 53, 59, 61], "default_generation_paramet": [12, 13, 25, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 51, 52, 53, 54, 55, 60], "dict": [12, 13, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 38, 42, 44, 46, 60], "never": [12, 13, 15, 20, 39, 41, 55, 62], "sensit": [12, 22, 26, 29, 30, 39, 40, 41, 47, 49, 55, 62], "sure": [12, 13, 32, 39, 40, 46, 62], "befor": [12, 13, 15, 16, 20, 22, 29, 30, 32, 33, 38, 39, 40, 43, 44, 47, 49, 55, 60, 62, 63], "chat": [12, 13, 25], "complet": [12, 13, 15, 16, 22, 23, 25, 31, 32, 33, 44, 46, 47, 51, 56, 57, 59, 60, 62], "indic": [12, 13, 28, 29, 43, 47], "pass": [12, 13, 15, 18, 20, 22, 26, 30, 39, 44, 45, 47, 51, 53, 55, 60, 62], "offer": [12, 13, 22, 39, 40, 42, 48, 54, 56, 58, 59, 62], "openaiconfig": [12, 13, 23, 25], "authent": [12, 13, 16, 22, 23, 25, 26, 29, 38, 39, 46, 62], "method": [12, 13, 15, 21, 22, 23, 28, 29, 33, 39, 42, 48, 57, 59, 60, 62], "therefor": [12, 13, 47, 51, 52], "besid": [12, 13, 15], "select": [12, 13, 15, 20, 22, 23, 29, 47, 48, 49, 52, 55], "serving_mod": [12, 13, 25, 46], "serv": [12, 13, 14, 25, 31, 37, 39, 42, 46, 47, 57], "demand": [12, 13, 46], "dedic": [12, 13, 15, 25, 28, 29, 33, 46, 47, 59, 62], "capac": [12, 13], "suitabl": [12, 13, 22, 38, 47], "variabl": [12, 13, 22, 26, 39, 40, 59], "workload": [12, 13], "throughput": [12, 13], "underli": [12, 13, 14, 36], "meta": [12, 13, 25, 42, 43, 51, 55, 60], "coher": [12, 13, 25, 39, 57, 59], "detect": [12, 13, 25, 38], "manual": [12, 13, 21, 22], "know": [12, 13, 40, 51], "liter": [12, 13, 21, 25, 28], "on_demand": [12, 13, 25, 46], "grok": [12, 13, 25, 46], "secret": [12, 13, 26, 39], "password": [12, 13, 22, 60, 62], "anywher": [12, 13, 19, 45], "gen": [12, 13, 62], "present": [12, 13, 16, 17, 18, 19, 20, 21, 22, 24, 25, 26, 27, 28, 29, 55, 63], "auth_typ": [12, 13, 25, 46, 50], "security_token": [12, 13, 23, 25, 46], "instance_princip": [12, 13, 23, 25, 46], "resource_princip": [12, 13, 23, 25, 46], "want": [12, 13, 20, 22, 32, 40, 41, 42, 43, 46, 48, 49, 50, 51, 52, 53, 58], "princip": [12, 13, 46, 62], "decid": [12, 13, 39, 47, 62], "signatur": [12, 13, 29, 62], "veri": [12, 13], "rel": [12, 13], "executor": [12, 13, 22, 26, 29, 30, 43, 49, 53, 59, 60], "similar": [12, 13, 15, 54, 59, 60], "remotetool": [12, 13, 23, 29, 39, 43, 62], "trigger": [12, 13, 47, 60], "mcptool": [12, 13, 23, 29, 49, 62], "server": [12, 13, 14, 15, 16, 23, 26, 27, 37, 38, 40, 42, 45, 46, 47, 48, 52, 62], "correctli": [12, 13, 39, 53], "port": [12, 13, 25, 38, 46, 49], "That": [12, 13], "said": [12, 13], "previous": [12, 13, 44, 51, 53], "argu": [12, 13], "Of": [12, 13], "cours": [12, 13], "relev": [12, 13, 15, 22, 33, 39, 40, 41, 47, 51, 59, 61], "pars": [12, 13, 39, 53], "http_method": [12, 13, 22, 29, 39, 60, 62], "api_spec_uri": [12, 13, 22, 29, 39, 60], "query_param": [12, 13, 22, 29, 39, 60], "header": [12, 13, 16, 22, 26, 29, 37, 39, 49, 59, 60, 62], "client_transport": [12, 13, 29, 49], "clienttransport": [12, 13, 26, 29], "aspect": [12, 13, 37], "exclus": [12, 13], "arbitrari": [12, 13, 45, 60], "emb": [12, 13, 62], "One": [12, 13, 22, 51, 52, 55, 61], "apinod": [12, 13, 22, 23, 62], "manner": [12, 13, 22, 23, 31, 32, 44, 47], "found": [12, 13, 46, 50], "principl": [12, 13], "embed": [12, 13, 62], "occur": [12, 13, 15, 20, 32, 59, 62], "session": [12, 13, 15, 23, 26, 27, 37, 49], "relai": [12, 13, 55], "ssemtlstransport": [12, 13, 23, 26, 30], "direct": [12, 13, 55, 59, 62], "cyclic": [12, 13], "subroutin": [12, 13, 60], "repeat": [12, 13, 39, 60, 62], "termin": [12, 13], "logic": [12, 13, 21, 27, 59, 62, 63], "start_nod": [12, 13, 22, 44, 45, 48, 49, 51, 52, 53, 54, 60, 62], "control_flow_connect": [12, 13, 22, 44, 45, 48, 49, 51, 52, 53, 54, 60, 62], "controlflowedg": [12, 13, 22, 23, 44, 45, 48, 49, 51, 52, 53, 54, 60, 62], "data_flow_connect": [12, 13, 22, 44, 45, 48, 49, 51, 52, 53, 54, 60, 62], "dataflowedg": [12, 13, 22, 23, 44, 45, 48, 49, 51, 52, 53, 54, 60, 62], "union": [12, 13, 22, 23, 24], "possibl": [12, 13, 15, 22, 23, 44, 47, 55, 58, 59, 62, 63], "distinct": [12, 13, 47, 54], "instead": [12, 13, 39, 48, 49, 52, 54, 60, 62, 63], "end_node_a": [12, 13], "end_node_b": [12, 13], "output_a": [12, 13], "output_b": [12, 13], "sinc": [12, 13, 15, 48, 53, 62], "assign": [12, 13, 20, 40, 47, 55, 57], "default_value_a": [12, 13], "default_value_b": [12, 13], "value_a": [12, 13], "mean": [12, 13, 31, 46, 58], "wa": [12, 13, 15, 22, 41, 47], "appear": [12, 13, 32], "append": [12, 13, 15, 22, 23, 48, 60], "least": [12, 13, 15, 20, 62], "sender": [12, 13, 15], "throughout": [12, 13, 44, 47, 51, 59], "flownod": [12, 13, 22, 23, 60], "belong": [12, 13, 15, 60], "dure": [12, 13, 15, 40, 41, 45], "parent": [12, 13, 15], "isol": [12, 13, 51, 60, 62], "purpos": [12, 13, 30, 47, 52, 59, 60, 62], "forward": [12, 13, 15, 22, 29, 32, 62], "entir": [12, 13, 15, 50, 55], "alongsid": [12, 13], "fulfil": [12, 13, 18, 39], "word": [12, 13, 40, 48, 54, 59, 63], "except": [12, 13, 15, 21, 24, 63], "disjoint": [12, 13], "independ": [12, 13, 14, 55, 57, 60, 62], "free": [12, 13], "vertex": [12, 13], "Being": [12, 13, 31], "alreadi": [12, 13, 43, 51, 53, 55, 61], "page": [12, 13, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 33, 36, 45, 59, 60], "take": [12, 13, 15, 22, 32, 38, 42, 44, 48, 51, 52, 55, 60, 63], "path": [12, 13, 15, 16, 26, 32, 37, 38, 44, 62], "els": [12, 13, 15, 31, 38, 43, 47, 51, 53], "statement": [12, 13, 39], "subflow": [12, 13, 22, 23, 48, 52, 60], "earlier": [12, 13], "outgo": [12, 13, 22, 60], "tabl": [12, 13, 15, 58], "still": [12, 13, 20, 55, 62, 63], "per": [12, 13, 15, 17, 21, 22, 32, 38, 42, 51, 59, 60, 62], "unambigu": [12, 13], "pattern": [12, 13, 14, 15, 41, 44, 47, 48, 53, 55, 56, 59, 62], "challeng": [12, 13, 54], "transit": [12, 13, 22, 23, 53, 59, 60], "target": [12, 13, 62], "taken": [12, 13, 22, 60], "from_nod": [12, 13, 22, 44, 45, 48, 49, 51, 52, 53, 54, 60, 62], "from_branch": [12, 13, 22, 44, 48, 49, 51, 52, 53, 54, 60, 62], "to_nod": [12, 13, 22, 44, 45, 48, 49, 51, 52, 53, 54, 60, 62], "alon": [12, 13], "destin": [12, 13, 22, 59], "left": [12, 13], "unconnect": [12, 13], "source_nod": [12, 13, 22, 44, 45, 48, 49, 51, 52, 53, 54, 60, 62], "source_output": [12, 13, 22, 44, 45, 48, 49, 51, 52, 53, 54, 60, 62], "destination_nod": [12, 13, 22, 44, 45, 48, 49, 51, 52, 53, 54, 60, 62], "destination_input": [12, 13, 22, 44, 45, 48, 49, 51, 52, 53, 54, 60, 62], "parallel": [12, 22, 23, 30, 56], "scenario": [12, 13, 40, 41, 47, 54, 59], "concern": [12, 13], "sometim": [12, 13, 40], "necessari": [12, 13, 47, 49, 60], "prioriti": [12, 13], "public": [12, 13, 42, 62], "updat": [12, 13, 40, 41, 47, 62], "publicli": [12, 13, 30, 38], "write": [12, 13, 19, 32, 38, 40, 42, 44, 49, 52, 53, 62, 63], "look": [12, 13, 22, 37, 38, 39, 40, 41, 44, 47, 48, 49, 50, 51, 52, 53, 54, 55, 57, 62], "overwrit": [12, 13, 19], "advantag": [12, 13, 42, 52], "experi": [12, 13, 38, 42, 44, 47, 62], "faster": [12, 13, 57], "explain": [12, 13, 49, 54, 61, 62], "overwritten": [12, 13], "opposit": [12, 13], "account": [12, 13, 44, 46, 51], "affirm": [12, 13], "translat": [12, 13, 17, 42], "done": [12, 13, 28, 37, 48, 51, 62], "correct": [12, 13, 26, 47, 55, 62], "amount": [12, 13, 47, 49, 59], "simul": [12, 13, 38, 42, 47], "smarter": [12, 13], "flowchart": [12, 13], "branchingnod": [12, 13, 22, 23, 44, 51, 59, 62], "mention": [12, 13, 32, 38, 39, 46, 51], "here": [12, 13, 15, 28, 32, 37, 38, 39, 40, 41, 42, 44, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 61], "text": [12, 13, 15, 22, 40, 45, 46, 52, 53, 54, 59], "round": [12, 13, 18, 23, 27, 55, 60], "inlin": [12, 13, 41], "reduc": [12, 13, 20, 22, 30, 41, 52, 54, 55, 56, 60, 62], "inputmessagenod": [12, 13, 22, 23], "interrupt": [12, 13, 15, 22, 23, 43, 48, 52, 62], "temporarili": [12, 13, 52], "retriev": [12, 13, 21, 22, 39, 42, 46, 50, 51, 52, 62], "outputmessagenod": [12, 13, 22, 23, 52], "mandatori": [12, 13, 62], "sent": [12, 13, 15, 16, 22, 23, 26, 62], "ye": [12, 13, 15, 22, 44], "send": [12, 13, 15, 20, 22, 26, 29, 32, 39, 52, 55, 62], "No": [12, 13, 22, 46, 51], "queri": [12, 13, 19, 20, 22, 29, 39, 42, 47, 53, 55, 59], "uri": [12, 13, 22, 29], "reachabl": [12, 13, 22], "otherwis": [12, 13, 22, 28, 63], "give": [12, 13, 16, 20, 32, 40, 52, 53, 55, 57, 58], "place": [12, 13, 50, 60, 62], "ran": [12, 13, 23, 25, 38], "overal": [12, 13, 22, 51, 52, 55], "branch_nam": [12, 13, 22, 44, 48, 49, 51, 52, 53, 54], "asynchron": [12, 13], "reduct": [12, 13, 22, 48], "sum": [12, 13, 22, 60, 63], "averag": [12, 13, 60], "max": [12, 13, 60, 62], "min": [12, 13, 60], "aggreg": [12, 13, 47, 62], "concaten": [12, 13], "complement": [12, 13, 14, 22, 36, 57], "iterated_": [12, 13, 22, 48, 60], "prefix": [12, 13, 22, 48, 60], "Their": [12, 13, 22, 46], "inner_typ": [12, 13, 22], "length": [12, 13, 62], "error": [12, 13, 15, 21, 32, 47, 53, 59, 62], "thrown": [12, 13], "combin": [12, 13, 22, 42, 51, 59, 60], "collected_": [12, 13, 22, 48, 60], "avg": [12, 13, 22], "form": [12, 13, 22, 26, 28, 29, 32, 39, 42, 47, 57, 59, 62], "exactli": [12, 13, 15, 55], "fail": [12, 13, 22, 60], 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"optionality-of-data-relationships"]], "Conditional branching": [[12, "conditional-branching"], [13, "conditional-branching"]], "Standard library of nodes to use in flows": [[12, "standard-library-of-nodes-to-use-in-flows"], [13, "standard-library-of-nodes-to-use-in-flows"]], "RemoteAgent": [[12, "remoteagent"], [13, "remoteagent"]], "OciAgent": [[12, "ociagent"], [13, "ociagent"]], "Versioning": [[12, "versioning"], [13, "versioning"]], "Backward compatibility": [[12, "backward-compatibility"], [13, "backward-compatibility"]], "MCP (Model Context Protocol)": [[12, "mcp-model-context-protocol"], [13, "mcp-model-context-protocol"]], "MCP Client transport": [[12, "mcp-client-transport"], [13, "mcp-client-transport"]], "Stdio Transport": [[12, "stdio-transport"], [13, "stdio-transport"]], "Remote MCP transports": [[12, "remote-mcp-transports"], [13, "remote-mcp-transports"]], "SSE Transport": [[12, "sse-transport"], [13, "sse-transport"]], "Streamable HTTP Transport": [[12, "streamable-http-transport"], [13, "streamable-http-transport"]], "Additions to MCP transports": [[12, "additions-to-mcp-transports"], [13, "additions-to-mcp-transports"]], "SSE Transport with mTLS": [[12, "sse-transport-with-mtls"], [13, "sse-transport-with-mtls"]], "Streamable HTTP Transport with mTLS": [[12, "streamable-http-transport-with-mtls"], [13, "streamable-http-transport-with-mtls"]], "Ecosystem of plugins": [[12, "ecosystem-of-plugins"], [13, "ecosystem-of-plugins"]], "Disaggregated components": [[12, "disaggregated-components"], [13, "disaggregated-components"]], "Additional components for future versions": [[12, "additional-components-for-future-versions"], [13, "additional-components-for-future-versions"]], "Language examples": [[12, "language-examples"], [13, "language-examples"]], "Standalone agent": [[12, "standalone-agent"], [13, "standalone-agent"]], "Standalone flow": [[12, "standalone-flow"], [13, "standalone-flow"]], "Agents in flow": [[12, "agents-in-flow"], [13, "agents-in-flow"]], "(Generated) JSON Language spec": [[12, "generated-json-language-spec"], [13, "generated-json-language-spec"]], "Note about serialization of components": [[12, "note-about-serialization-of-components"], [13, "note-about-serialization-of-components"]], "Note about references": [[12, "note-about-references"], [13, "note-about-references"]], "JSON Example": [[12, "json-example"], [13, "json-example"]], "SDKs for consuming/producing Agent Spec": [[12, "sdks-for-consuming-producing-agent-spec"], [13, "sdks-for-consuming-producing-agent-spec"]], "Serialization/deserialization APIs": [[12, "serialization-deserialization-apis"], [13, "serialization-deserialization-apis"]], "Agent Spec specification (nightly version 26.1.0.dev4)": [[13, "agent-spec-specification-nightly-version-release"]], "Human-in-the-Loop in Agents": [[13, "human-in-the-loop-in-agents"]], "Agent Specialization for Reusability and Flexibility": [[13, "agent-specialization-for-reusability-and-flexibility"]], "Structured Generation": [[13, "structured-generation"], [59, "structured-generation"]], "ToolBoxes": [[13, "toolboxes"]], "MCPToolBox": [[13, "mcptoolbox"]], "MCPToolSpec": [[13, "mcptoolspec"]], "Built-in Tools": [[13, "built-in-tools"]], "Implementing Built-in Tools as Execution Engine Developer": [[13, "implementing-built-in-tools-as-execution-engine-developer"]], "Parallelization": [[13, "parallelization"]], "A2AAgent": [[13, "a2aagent"]], "Swarm": [[13, "swarm"]], "ManagerWorkers": [[13, "managerworkers"]], "A2A (Agent to Agent Protocol)": [[13, "a2a-agent-to-agent-protocol"]], "Sensitive fields": [[13, "sensitive-fields"], [15, "sensitive-fields"]], "Positioning of Agent Spec in the agentic ecosystem": [[14, "positioning-of-agent-spec-in-the-agentic-ecosystem"]], "Open Agent Specification Tracing (Agent Spec Tracing)": [[15, "open-agent-specification-tracing-agent-spec-tracing"]], "Overview": [[15, "overview"], [49, "overview"], [53, "overview"]], "Scope and goals": [[15, "scope-and-goals"]], "Core Concepts": [[15, "core-concepts"]], "Event": [[15, "event"]], "Span": [[15, "span"]], "SpanProcessor": [[15, "spanprocessor"]], "Trace": [[15, "trace"]], "Standard Span Types": [[15, "standard-span-types"]], "LlmGenerationSpan": [[15, "llmgenerationspan"]], "ToolExecutionSpan": [[15, "toolexecutionspan"]], "AgentExecutionSpan": [[15, "agentexecutionspan"]], "SwarmExecutionSpan": [[15, "swarmexecutionspan"]], "ManagerWorkersExecutionSpan": [[15, "managerworkersexecutionspan"]], "FlowExecutionSpan": [[15, "flowexecutionspan"]], "NodeExecutionSpan": [[15, "nodeexecutionspan"]], "Standard Event Types": [[15, "standard-event-types"]], "LLM events": [[15, "llm-events"]], "LlmGenerationRequest": [[15, "llmgenerationrequest"]], "LlmGenerationResponse": [[15, "llmgenerationresponse"]], "LlmGenerationStreamingChunkReceived": [[15, "llmgenerationstreamingchunkreceived"]], "Tool events": [[15, "tool-events"]], "ToolExecutionRequest": [[15, "toolexecutionrequest"]], "ToolExecutionResponse": [[15, "toolexecutionresponse"]], "ToolConfirmationRequest": [[15, "toolconfirmationrequest"]], "ToolConfirmationResponse": [[15, "toolconfirmationresponse"]], "AgenticComponent events": [[15, "agenticcomponent-events"]], "AgentExecutionStart": [[15, "agentexecutionstart"]], "AgentExecutionEnd": [[15, "agentexecutionend"]], "ManagerWorkersExecutionStart": [[15, "managerworkersexecutionstart"]], "ManagerWorkersExecutionEnd": [[15, "managerworkersexecutionend"]], "SwarmExecutionStart": [[15, "swarmexecutionstart"]], "SwarmExecutionEnd": [[15, "swarmexecutionend"]], "Flow events": [[15, "flow-events"]], "FlowExecutionStart": [[15, "flowexecutionstart"]], "FlowExecutionEnd": [[15, "flowexecutionend"]], "NodeExecutionStart": [[15, "nodeexecutionstart"]], "NodeExecutionEnd": [[15, "nodeexecutionend"]], "Conversation and control events": [[15, "conversation-and-control-events"]], "ConversationMessageAdded": [[15, "conversationmessageadded"]], "ExceptionRaised": [[15, "exceptionraised"]], "HumanInTheLoopRequest": [[15, "humaninthelooprequest"]], "HumanInTheLoopResponse": [[15, "humanintheloopresponse"]], "Deterministic identifiers and correlation": [[15, "deterministic-identifiers-and-correlation"]], "PyAgentSpecTracing (Python materialization)": [[15, "pyagentspectracing-python-materialization"]], "Emitting traces (producer example)": [[15, "emitting-traces-producer-example"]], "Consuming traces (consumer example)": [[15, "consuming-traces-consumer-example"]], "Interoperability examples": [[15, "interoperability-examples"]], "Security Considerations": [[15, "security-considerations"], [33, "security-considerations"], [62, "security-considerations"]], "Implementing a SpanProcessor": [[15, "implementing-a-spanprocessor"]], "Design Notes and Best Practices": [[15, "design-notes-and-best-practices"]], "FAQ and Open Questions": [[15, "faq-and-open-questions"]], "Naming alignment with observability": [[15, "naming-alignment-with-observability"]], "Environment context": [[15, "environment-context"]], "References and Cross-links": [[15, "references-and-cross-links"]], "Agent to Agent Protocol (A2A)": [[16, "agent-to-agent-protocol-a2a"]], "Connection Config": [[16, "connection-config"]], "Session Parameters": [[16, "session-parameters"]], "Agent Spec Adapters": [[17, "agent-spec-adapters"]], "LangGraph": [[17, "langgraph"]], "AutoGen": [[17, "autogen"]], "Agents": [[18, "agents"], [23, "agents"], [60, "agents"]], "Agent class": [[18, "agent-class"]], "Agent Specialization": [[19, "agent-specialization"], [23, "agent-specialization"]], "Specialized Agent": [[19, "specialized-agent"]], "Agentic Patterns": [[20, "agentic-patterns"], [23, "agentic-patterns"]], "Swarm class": [[20, "swarm-class"]], "ManagerWorkers class": [[20, "managerworkers-class"]], "Components": [[21, "components"], [23, "components"]], "Component class": [[21, "component-class"]], "ComponentWithIO class": [[21, "componentwithio-class"]], "AgenticComponent class": [[21, "agenticcomponent-class"]], "Flows": [[22, "flows"], [60, "flows"]], "Flows & Nodes": [[22, "flows-nodes"], [23, "flows-nodes"]], "Nodes": [[22, "nodes"], [51, "nodes"]], "API Reference": [[23, "api-reference"]], "Remote Agents": [[23, "remote-agents"], [27, "remote-agents"]], "LLMs": [[23, "llms"], [25, "llms"], [60, "llms"]], "IO Properties": [[23, "io-properties"], [24, "io-properties"]], "MCP": [[23, "mcp"]], "Serialization / Deserialization": [[23, "serialization-deserialization"], [28, "serialization-deserialization"]], "A2A": [[23, "a2a"]], "Adapters": [[23, "adapters"], [42, "adapters"]], "Classes for the IO system properties": [[24, "classes-for-the-io-system-properties"]], "LlmConfig": [[25, "llmconfig"]], "LLM Generation Config": [[25, "llm-generation-config"]], "OpenAI API Type": [[25, "openai-api-type"]], "OCI API Type": [[25, "oci-api-type"]], "All models": [[25, "all-models"]], "OpenAI Compatible Models": [[25, "openai-compatible-models"]], "VLLM Models": [[25, "vllm-models"]], "Ollama Models": [[25, "ollama-models"]], "OpenAI Models": [[25, "openai-models"]], "OciGenAi Models": [[25, "ocigenai-models"]], "Model Context Protocol (MCP)": [[26, "model-context-protocol-mcp"]], "Client Transports": [[26, "client-transports"]], "Remote Agent class": [[27, "remote-agent-class"]], "OCI Agent class": [[27, "oci-agent-class"]], "A2A Agent class": [[27, "a2a-agent-class"]], "Serialization": [[28, "id1"], [59, "serialization"]], "Deserialization": [[28, "deserialization"]], "Serialization plugins": [[28, "serialization-plugins"]], "Deserialization plugins": [[28, "deserialization-plugins"]], "Base Tool class": [[29, "base-tool-class"]], "Client Tool": [[29, "client-tool"], [59, "client-tool"]], "Remote Tool": [[29, "remote-tool"], [59, "remote-tool"]], "Server Tool": [[29, "server-tool"], [59, "server-tool"]], "Built-in Tool": [[29, "built-in-tool"], [59, "built-in-tool"]], "MCP Tool": [[29, "mcp-tool"], [59, "mcp-tool"]], "ToolBox": [[29, "toolbox"]], "MCP ToolBox": [[29, "mcp-toolbox"]], "Changelog": [[30, "changelog"]], "Agent Spec 26.1.0.dev4": [[30, "agent-spec-release"]], "New features": [[30, "new-features"]], "Improvements": [[30, "improvements"]], "Breaking Changes": [[30, "breaking-changes"]], "Agent Spec 25.4.1 \u2014 Initial release": [[30, "agent-spec-25-4-1-initial-release"]], "Code of Conduct": [[31, "code-of-conduct"]], "For Contributors": [[32, "for-contributors"]], "Submitting a GitHub Issue": [[32, "submitting-a-github-issue"]], "Submitting a Request for Comments (RFC)": [[32, "submitting-a-request-for-comments-rfc"]], "I. Create an RFC": [[32, "i-create-an-rfc"]], "II. Get Feedback on the RFC": [[32, "ii-get-feedback-on-the-rfc"]], "Implementing Your Proposal": [[32, "implementing-your-proposal"]], "I. Submit a Pull Request": [[32, "i-submit-a-pull-request"]], "II. Sign the Oracle Contributor Agreement": [[32, "ii-sign-the-oracle-contributor-agreement"]], "III. Review and Merge": [[32, "iii-review-and-merge"]], "Contributing to Documentation": [[32, "contributing-to-documentation"]], "The End": [[32, "the-end"]], "PyAgentSpec": [[33, "pyagentspec"]], "Quick Start": [[33, "quick-start"]], "Next Steps": [[33, "next-steps"], [37, "next-steps"], [41, "next-steps"], [54, "next-steps"]], "Need Help?": [[33, "need-help"]], "Agent Spec Collaborations": [[34, "agent-spec-collaborations"]], "Agent Spec Integrations": [[35, "agent-spec-integrations"]], "Frequently Asked Questions": [[36, "frequently-asked-questions"]], "How to Use A2A Agents": [[37, "how-to-use-a2a-agents"]], "Basic Usage": [[37, "basic-usage"]], "Agent Spec Serialization": [[37, "agent-spec-serialization"], [40, "agent-spec-serialization"], [47, "agent-spec-serialization"], [48, "agent-spec-serialization"], [50, "agent-spec-serialization"], [51, "agent-spec-serialization"]], "Recap": [[37, "recap"], [38, "recap"], [39, "recap"], [40, "recap"], [41, "recap"], [42, "recap"], [43, "recap"], [44, "recap"], [45, "recap"], [46, "recap"], [47, "recap"], [48, "recap"], [50, "recap"], [51, "recap"], [52, "recap"], [53, "recap"], [54, "recap"], [55, "recap"]], "How to Use AG-UI with Agent Spec": [[38, "how-to-use-ag-ui-with-agent-spec"]], "Prerequisites": [[38, "prerequisites"], [43, null], [49, null], [51, null], [53, null]], "Step 1. Configure your Agent": [[38, "step-1-configure-your-agent"]], "Step 2: Configure a FastAPI endpoint": [[38, "step-2-configure-a-fastapi-endpoint"]], "Next steps": [[38, "next-steps"], [39, "next-steps"], [40, "next-steps"], [42, "next-steps"], [43, "next-steps"], [44, "next-steps"], [45, "next-steps"], [46, "next-steps"], [47, "next-steps"], [48, "next-steps"], [49, "next-steps"], [50, "next-steps"], [51, "next-steps"], [52, "next-steps"], [53, "next-steps"], [55, "next-steps"]], "How to Develop an Agent with Remote Tools": [[39, "how-to-develop-an-agent-with-remote-tools"]], "Basic implementation": [[39, "basic-implementation"], [40, "basic-implementation"], [44, "basic-implementation"], [47, "basic-implementation"], [48, "basic-implementation"], [51, "basic-implementation"], [52, "basic-implementation"], [53, "basic-implementation"], [55, "basic-implementation"]], "1. Define properties": [[39, "define-properties"], [44, "define-properties"]], "2. Define the remote tools": [[39, "define-the-remote-tools"]], "3. Define a LLM model": [[39, "define-a-llm-model"]], "4. Define the agent": [[39, "define-the-agent"]], "5. Export the Agent Spec configuration": [[39, "export-the-agent-spec-configuration"], [55, "export-the-agent-spec-configuration"]], "How to build a simple ReAct Agent": [[40, "how-to-build-a-simple-react-agent"]], "How to Use Disaggregated Configurations": [[41, "how-to-use-disaggregated-configurations"]], "Basic Implementation": [[41, "basic-implementation"], [54, "basic-implementation"]], "Serialization/Deserialization": [[41, "serialization-deserialization"]], "How to Execute Agent Spec Across Frameworks": [[42, "how-to-execute-agent-spec-across-frameworks"]], "Basic implementation of an adapter": [[42, "basic-implementation-of-an-adapter"]], "1. Load an Agent Spec JSON representation of an agent": [[42, "load-an-agent-spec-json-representation-of-an-agent"]], "2. Defining the LLM": [[42, "defining-the-llm"]], "3. Defining the tools": [[42, "defining-the-tools"]], "4. Defining the agent": [[42, "defining-the-agent"]], "5. Conversion": [[42, "conversion"]], "6. Execution": [[42, "execution"]], "Using the native Agent Spec adapters": [[42, "using-the-native-agent-spec-adapters"]], "Using the WayFlow Agent Spec adapter": [[42, "using-the-wayflow-agent-spec-adapter"]], "How to Execute Agent Spec Configuration with WayFlow": [[43, "how-to-execute-agent-spec-configuration-with-wayflow"]], "1. Installation": [[43, "installation"]], "2. Defining the tool registry": [[43, "defining-the-tool-registry"]], "3. Loading the Agent Spec configuration": [[43, "loading-the-agent-spec-configuration"]], "4. Running the assistant": [[43, "running-the-assistant"]], "How to Develop a Flow with Conditional Branches": [[44, "how-to-develop-a-flow-with-conditional-branches"]], "2. Define the LLM model": [[44, "define-the-llm-model"]], "3. Define nodes": [[44, "define-nodes"]], "4. Define the control and data flow edges": [[44, "define-the-control-and-data-flow-edges"]], "5. Define and export the Flow": [[44, "define-and-export-the-flow"]], "How to Specify the Generation Configuration when Using LLMs": [[45, "how-to-specify-the-generation-configuration-when-using-llms"]], "Configure the generation parameters for an agent": [[45, "configure-the-generation-parameters-for-an-agent"]], "Configure the generation parameters for a flow": [[45, "configure-the-generation-parameters-for-a-flow"]], "How to Use LLMs from Different LLM Providers": [[46, "how-to-use-llms-from-different-llm-providers"]], "OciGenAiConfig": [[46, "ocigenaiconfig"]], "OpenAiConfig": [[46, "openaiconfig"]], "OpenAiCompatibleConfig": [[46, "openaicompatibleconfig"]], "VllmConfig": [[46, "vllmconfig"]], "OllamaConfig": [[46, "ollamaconfig"]], "How to Build a Manager-Worker Multi-Agent System": [[47, "how-to-build-a-manager-worker-multi-agent-system"]], "1. Define the LLM model": [[47, "define-the-llm-model"], [51, "define-the-llm-model"], [55, "define-the-llm-model"]], "2. Define expert agents": [[47, "define-expert-agents"]], "Refund specialist agent": [[47, "refund-specialist-agent"]], "Statisfaction surveyor agent": [[47, "statisfaction-surveyor-agent"]], "3. Define the manager agent": [[47, "define-the-manager-agent"]], "4. Define the ManagerWorkers of Agents": [[47, "define-the-managerworkers-of-agents"]], "How to Do Map and Reduce Operations in Flows": [[48, "how-to-do-map-and-reduce-operations-in-flows"]], "Enabling parallelization": [[48, "enabling-parallelization"]], "Notes about parallelization": [[48, "notes-about-parallelization"], [52, "notes-about-parallelization"]], "How to Implement a Plugin for MCP": [[49, "how-to-implement-a-plugin-for-mcp"]], "Prerequisite: Setup a simple MCP Server": [[49, "prerequisite-setup-a-simple-mcp-server"]], "Connecting an Agent to the MCP Server": [[49, "connecting-an-agent-to-the-mcp-server"]], "Add imports and configure an LLM": [[49, "add-imports-and-configure-an-llm"]], "Build the Agent": [[49, "build-the-agent"]], "Agent Serialization": [[49, "agent-serialization"]], "Connecting a Flow to the MCP Server": [[49, "connecting-a-flow-to-the-mcp-server"]], "Build the Flow": [[49, "build-the-flow"]], "Flow Serialization": [[49, "flow-serialization"]], "How to Use OCI Generative AI Agents": [[50, "how-to-use-oci-generative-ai-agents"]], "Basic usage": [[50, "basic-usage"]], "How to Build an Orchestrator-Workers Agents Pattern": [[51, "how-to-build-an-orchestrator-workers-agents-pattern"]], "2. Define a tool": [[51, "define-a-tool"]], "3. Define an orchestrator agent": [[51, "define-an-orchestrator-agent"]], "4. Define a set of worker agents": [[51, "define-a-set-of-worker-agents"]], "5. 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\ No newline at end of file
diff --git a/development/security.html b/development/security.html
index 5fb015fc..ff5b7bb7 100644
--- a/development/security.html
+++ b/development/security.html
@@ -10,7 +10,7 @@
Security Considerations — PyAgentSpec 26.1.0.dev0 documentation
+ Security Considerations — PyAgentSpec 26.1.0.dev4 documentation
@@ -137,8 +137,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -392,9 +392,21 @@
Adapters
Ecosystem
diff --git a/development/style_guide.html b/development/style_guide.html
index 54ad8882..ac9f3b74 100644
--- a/development/style_guide.html
+++ b/development/style_guide.html
@@ -10,7 +10,7 @@
Documentation Style Guide — PyAgentSpec 26.1.0.dev0 documentation
+ Documentation Style Guide — PyAgentSpec 26.1.0.dev4 documentation
@@ -135,8 +135,8 @@
- Release Notes
- Adapters
+ Adapters
Ecosystem
@@ -290,7 +290,7 @@
Release Notes
- Adapters
+ Adapters
Ecosystem
- 
+ 
+ 
+
+
+
- 
+