aggregators

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UpdatedApril 9, 2026 at 09:49

Skill for the Aggregators area of tone. 161 symbols across 28 files.

Installation

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Source

tonehq

tonehq/tone

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Related occupationsSOC

Based on SOC occupation classification

Software DevelopersComputer and Mathematical Occupations·SOC 15-1252

SKILL.md

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name	aggregators
description	Skill for the Aggregators area of tone. 161 symbols across 28 files.

Aggregators

161 symbols | 28 files | Cohesion: 61%

When to Use

Working with code in pipecat/
Understanding how create_context_aggregator, create_context_aggregator, create_context_aggregator work
Modifying aggregators-related functionality

Key Files

File	Symbols
`pipecat/src/pipecat/processors/aggregators/llm_response.py`	LLMUserAggregatorParams, LLMAssistantAggregatorParams, init, LLMAssistantContextAggregator, process_frame (+44)
`pipecat/src/pipecat/processors/aggregators/llm_response_universal.py`	LLMAssistantAggregatorParams, LLMContextAggregator, init, LLMUserAggregator, _get_context_frame (+41)
`pipecat/src/pipecat/processors/aggregators/llm_context.py`	from_openai_context, create_audio_message, add_message, add_audio_frames_message, add_image_frame_message (+3)
`pipecat/src/pipecat/processors/aggregators/openai_llm_context.py`	get_llm_adapter, set_llm_adapter, to_standard_messages, get_messages_for_persistent_storage, from_messages (+2)
`pipecat/src/pipecat/frames/frames.py`	LLMMessagesUpdateFrame, OpenAILLMContextAssistantTimestampFrame, LLMMessagesFrame, EmulateUserStartedSpeakingFrame, EmulateUserStoppedSpeakingFrame (+2)
`pipecat/src/pipecat/services/anthropic/llm.py`	AnthropicContextAggregatorPair, create_context_aggregator, from_openai_context, AnthropicAssistantContextAggregator, get_messages_for_persistent_storage (+1)
`pipecat/src/pipecat/services/aws/llm.py`	AWSBedrockContextAggregatorPair, from_openai_context, AWSBedrockAssistantContextAggregator, create_context_aggregator, get_messages_for_persistent_storage (+1)
`pipecat/tests/test_context_aggregators_universal.py`	test_llm_run, test_llm_messages_append_run, test_llm_messages_update, test_llm_messages_update_run
`pipecat/src/pipecat/services/openai/llm.py`	OpenAIContextAggregatorPair, create_context_aggregator, handle_function_call_in_progress
`pipecat/src/pipecat/services/aws/nova_sonic/context.py`	get_messages_for_persistent_storage, flush_aggregated_user_text, flush_aggregated_assistant_text

Entry Points

Start here when exploring this area:

create_context_aggregator (Function) — pipecat/src/pipecat/services/llm_service.py:226
create_context_aggregator (Function) — pipecat/src/pipecat/services/ultravox/llm.py:528
create_context_aggregator (Function) — pipecat/src/pipecat/services/openai_realtime_beta/openai.py:770
create_context_aggregator (Function) — pipecat/src/pipecat/services/openai/llm.py:88
create_context_aggregator (Function) — pipecat/src/pipecat/services/grok/llm.py:183

Key Symbols

Symbol	Type	File	Line
`OpenAIContextAggregatorPair`	Class	`pipecat/src/pipecat/services/openai/llm.py`	29
`GrokContextAggregatorPair`	Class	`pipecat/src/pipecat/services/grok/llm.py`	32
`GoogleContextAggregatorPair`	Class	`pipecat/src/pipecat/services/google/llm.py`	219
`AnthropicContextAggregatorPair`	Class	`pipecat/src/pipecat/services/anthropic/llm.py`	72
`AnthropicAssistantContextAggregator`	Class	`pipecat/src/pipecat/services/anthropic/llm.py`	1094
`AWSBedrockContextAggregatorPair`	Class	`pipecat/src/pipecat/services/aws/llm.py`	74
`AWSBedrockAssistantContextAggregator`	Class	`pipecat/src/pipecat/services/aws/llm.py`	617
`LLMUserAggregatorParams`	Class	`pipecat/src/pipecat/processors/aggregators/llm_response.py`	66
`LLMAssistantAggregatorParams`	Class	`pipecat/src/pipecat/processors/aggregators/llm_response.py`	91
`LLMAssistantContextAggregator`	Class	`pipecat/src/pipecat/processors/aggregators/llm_response.py`	781
`LLMMessagesUpdateFrame`	Class	`pipecat/src/pipecat/frames/frames.py`	809
`UserResponseAggregator`	Class	`pipecat/src/pipecat/processors/aggregators/user_response.py`	18
`LLMAssistantAggregatorParams`	Class	`pipecat/src/pipecat/processors/aggregators/llm_response_universal.py`	96
`LLMContextAggregator`	Class	`pipecat/src/pipecat/processors/aggregators/llm_response_universal.py`	162
`LLMUserAggregator`	Class	`pipecat/src/pipecat/processors/aggregators/llm_response_universal.py`	282
`OpenAILLMContextAssistantTimestampFrame`	Class	`pipecat/src/pipecat/frames/frames.py`	489
`LLMMessagesFrame`	Class	`pipecat/src/pipecat/frames/frames.py`	744
`EmulateUserStartedSpeakingFrame`	Class	`pipecat/src/pipecat/frames/frames.py`	1206
`EmulateUserStoppedSpeakingFrame`	Class	`pipecat/src/pipecat/frames/frames.py`	1231
`AnthropicUserContextAggregator`	Class	`pipecat/src/pipecat/services/anthropic/llm.py`	1068

Execution Flows

Flow	Type	Steps
`Process_frame → Append_text`	cross_community	6
`Process_frame → Should_interrupt`	cross_community	6
`Process_frame → _check_started`	cross_community	6
`Process_frame → Add_message`	cross_community	6
`Process_frame → InterruptionTaskFrame`	cross_community	5
`Process_frame → Reset`	cross_community	5
`Process_frame → OpenAILLMContextFrame`	cross_community	5
`Process_frame → _run_handler`	cross_community	4
`Process_frame → Create_task`	cross_community	4
`Process_frame → Get_time`	cross_community	4

Connected Areas

Area	Connections
Foundational	32 calls
Openai_realtime_beta	11 calls
Daily	6 calls
Tests	5 calls
Whisper	4 calls
Processors	3 calls
Cartesia	3 calls
Smallwebrtc	2 calls

How to Explore

gitnexus_context({name: "create_context_aggregator"}) — see callers and callees
gitnexus_query({query: "aggregators"}) — find related execution flows
Read key files listed above for implementation details

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Aggregators

161 symbols | 28 files | Cohesion: 61%

When to Use

Working with code in pipecat/

Understanding how create_context_aggregator, create_context_aggregator, create_context_aggregator work

Modifying aggregators-related functionality

Key Files

File

Symbols

pipecat/src/pipecat/processors/aggregators/llm_response.py

LLMUserAggregatorParams, LLMAssistantAggregatorParams, init, LLMAssistantContextAggregator, process_frame (+44)

pipecat/src/pipecat/processors/aggregators/llm_response_universal.py

LLMAssistantAggregatorParams, LLMContextAggregator, init, LLMUserAggregator, _get_context_frame (+41)

pipecat/src/pipecat/processors/aggregators/llm_context.py

from_openai_context, create_audio_message, add_message, add_audio_frames_message, add_image_frame_message (+3)

pipecat/src/pipecat/processors/aggregators/openai_llm_context.py

get_llm_adapter, set_llm_adapter, to_standard_messages, get_messages_for_persistent_storage, from_messages (+2)

pipecat/src/pipecat/frames/frames.py

LLMMessagesUpdateFrame, OpenAILLMContextAssistantTimestampFrame, LLMMessagesFrame, EmulateUserStartedSpeakingFrame, EmulateUserStoppedSpeakingFrame (+2)

pipecat/src/pipecat/services/anthropic/llm.py

AnthropicContextAggregatorPair, create_context_aggregator, from_openai_context, AnthropicAssistantContextAggregator, get_messages_for_persistent_storage (+1)

pipecat/src/pipecat/services/aws/llm.py

AWSBedrockContextAggregatorPair, from_openai_context, AWSBedrockAssistantContextAggregator, create_context_aggregator, get_messages_for_persistent_storage (+1)

pipecat/tests/test_context_aggregators_universal.py

test_llm_run, test_llm_messages_append_run, test_llm_messages_update, test_llm_messages_update_run

pipecat/src/pipecat/services/openai/llm.py

OpenAIContextAggregatorPair, create_context_aggregator, handle_function_call_in_progress

pipecat/src/pipecat/services/aws/nova_sonic/context.py

get_messages_for_persistent_storage, flush_aggregated_user_text, flush_aggregated_assistant_text

Entry Points

Start here when exploring this area:

create_context_aggregator (Function) — pipecat/src/pipecat/services/llm_service.py:226

create_context_aggregator (Function) — pipecat/src/pipecat/services/ultravox/llm.py:528

create_context_aggregator (Function) — pipecat/src/pipecat/services/openai_realtime_beta/openai.py:770

create_context_aggregator (Function) — pipecat/src/pipecat/services/openai/llm.py:88

create_context_aggregator (Function) — pipecat/src/pipecat/services/grok/llm.py:183

Key Symbols

Symbol

Type

File

Line

OpenAIContextAggregatorPair

Class

pipecat/src/pipecat/services/openai/llm.py

GrokContextAggregatorPair

Class

pipecat/src/pipecat/services/grok/llm.py

GoogleContextAggregatorPair

Class

pipecat/src/pipecat/services/google/llm.py

219

AnthropicContextAggregatorPair

Class

pipecat/src/pipecat/services/anthropic/llm.py

AnthropicAssistantContextAggregator

Class

pipecat/src/pipecat/services/anthropic/llm.py

1094

AWSBedrockContextAggregatorPair

Class

pipecat/src/pipecat/services/aws/llm.py

AWSBedrockAssistantContextAggregator

Class

pipecat/src/pipecat/services/aws/llm.py

617

LLMUserAggregatorParams

Class

pipecat/src/pipecat/processors/aggregators/llm_response.py

LLMAssistantAggregatorParams

Class

pipecat/src/pipecat/processors/aggregators/llm_response.py

LLMAssistantContextAggregator

Class

pipecat/src/pipecat/processors/aggregators/llm_response.py

781

LLMMessagesUpdateFrame

Class

pipecat/src/pipecat/frames/frames.py

809

UserResponseAggregator

Class

pipecat/src/pipecat/processors/aggregators/user_response.py

LLMAssistantAggregatorParams

Class

pipecat/src/pipecat/processors/aggregators/llm_response_universal.py

LLMContextAggregator

Class

pipecat/src/pipecat/processors/aggregators/llm_response_universal.py

162

LLMUserAggregator

Class

pipecat/src/pipecat/processors/aggregators/llm_response_universal.py

282

OpenAILLMContextAssistantTimestampFrame

Class

pipecat/src/pipecat/frames/frames.py

489

LLMMessagesFrame

Class

pipecat/src/pipecat/frames/frames.py

744

EmulateUserStartedSpeakingFrame

Class

pipecat/src/pipecat/frames/frames.py

1206

EmulateUserStoppedSpeakingFrame

Class

pipecat/src/pipecat/frames/frames.py

1231

AnthropicUserContextAggregator

Class

pipecat/src/pipecat/services/anthropic/llm.py

1068

Execution Flows

Flow

Type

Steps

Process_frame → Append_text

cross_community

Process_frame → Should_interrupt

cross_community

Process_frame → _check_started

cross_community

Process_frame → Add_message

cross_community

Process_frame → InterruptionTaskFrame

cross_community

Process_frame → Reset

cross_community

Process_frame → OpenAILLMContextFrame

cross_community

Process_frame → _run_handler

cross_community

Process_frame → Create_task

cross_community

Process_frame → Get_time

cross_community

Connected Areas

Area

Connections

Foundational

32 calls

Openai_realtime_beta

11 calls

Daily

6 calls

Tests

5 calls

Whisper

4 calls

Processors

3 calls

Cartesia

3 calls

Smallwebrtc

2 calls

How to Explore

gitnexus_context({name: "create_context_aggregator"}) — see callers and callees

gitnexus_query({query: "aggregators"}) — find related execution flows

Read key files listed above for implementation details