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llmling-agent
GitHub
Getting Started
Getting Started
Installation
Basic Concepts
Quickstart
Creating Agents
Dependencies
Core Concepts
Core Concepts
Basic Agent
Tools and Tool Management
Agent Pool
Team
TeamRun
Run interface
Talk & TeamTalk
Routing
Tasks
Events
Storage System
Knowledge System
Capabilities
Agent Context
Conversation Manager
Signal System
Messages and Responses
MCP Servers
YAML Configuration
YAML Configuration
Manifest Overview
Provider Configuration
Model Configuration
Team Configuration
Worker Configuration
Tool Configuration
Toolset Configuration
Response Types
Knowledge Sources
Connections & Message Forwarding
Conditions
System prompts / Prompt library
Storage Configuration
Event Configuration
MCP Server Setup
Session Configuration
Task Configuration
Inheritance
Examples
Examples
Create Docs
CrewAI-Style Flow
Download Agents
Download workers
Human Interaction
MCP Sampling & Elicitation
MCP Servers (YAML)
Model Comparison
Expert Selection
PyTest-Style Functions
Round-Robin Communication
Structured Responses
Structured Validation
MkDocs Integration & Docs generation
Advanced Features
Advanced Features
Async Operations
Callables as Agents
System Prompts
Data Extraction
Decision Making
Generic Typing
Injection
Models & Providers
Prompts
Syntactic Sugar
Task Monitoring
Agent state
Document conversion
Passing data to the agent
ACP Integration
API
API
Agent
AgentConfig
AgentContext
AgentPool
AgentsManifest
AudioBase64Content
AudioURLContent
BaseTeam
ChatMessage
ImageBase64Content
ImageURLContent
MessageNode
PDFBase64Content
PDFURLContent
Team
TeamRun
Tool
ToolCallInfo
VideoURLContent
__main__
__main__
agent
agent
agent
agent
architect
architect
context
context
conversation
conversation
events
events
interactions
interactions
slashed_agent
slashed_agent
sys_prompts
sys_prompts
tool_wrapping
tool_wrapping
base_provider
base_provider
common_types
common_types
config_resources
config_resources
delegation
delegation
base_team
base_team
message_flow_tracker
message_flow_tracker
pool
pool
structured_team
structured_team
team
team
teamrun
teamrun
functional
functional
auto_generate
auto_generate
run
run
structure
structure
log
log
mcp_server
mcp_server
client
client
constants
constants
conversions
conversions
helpers
helpers
manager
manager
message_handler
message_handler
registries
registries
official_registry_client
official_registry_client
pulsemcp_client
pulsemcp_client
messaging
messaging
connection_manager
connection_manager
context
context
event_manager
event_manager
eventnode
eventnode
events
events
message_container
message_container
messagenode
messagenode
messages
messages
models
models
agents
agents
content
content
manifest
manifest
observability
observability
observability_registry
observability_registry
prompts
prompts
prompts
prompts
base
base
builtin_provider
builtin_provider
conversion_manager
conversion_manager
convert
convert
manager
manager
resource_providers
resource_providers
aggregating
aggregating
base
base
codemode
codemode
code_executor
code_executor
default_prompt
default_prompt
helpers
helpers
progress_executor
progress_executor
provider
provider
remote_mcp_execution
remote_mcp_execution
remote_provider
remote_provider
mcp_provider
mcp_provider
pool
pool
static
static
running
running
decorators
decorators
discovery
discovery
executor
executor
injection
injection
run_nodes
run_nodes
server
server
storage
storage
manager
manager
serialization
serialization
talk
talk
talk
talk
registry
registry
stats
stats
tasks
tasks
exceptions
exceptions
registry
registry
tools
tools
base
base
exceptions
exceptions
manager
manager
skills
skills
tool_call_info
tool_call_info
tool_discovery
tool_discovery
ui
ui
base
base
mock_provider
mock_provider
stdlib_provider
stdlib_provider
utils
utils
baseregistry
baseregistry
count_tokens
count_tokens
importing
importing
inspection
inspection
model_capabilities
model_capabilities
network
network
now
now
parse_time
parse_time
result_utils
result_utils
signatures
signatures
streams
streams
tasks
tasks
vfs_registry
vfs_registry
CLI
CLI
add
run
list
set
chat
quickstart
task
watch
history
launch
web
Table of contents
Class info
🛈 DocStrings
API
utils
network
network
Class info
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🛈 DocStrings
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