Capabilities Overview

LiteLLM endpoint parity capabilities for PraisonAI

Overview

PraisonAI Capabilities provide direct access to LiteLLM endpoints with full parity, enabling you to use completions, embeddings, images, audio, and more through a unified API.

Available Capabilities

Core APIs

Capability	Description	Code Docs	CLI Docs
Completions	Chat and text completions	Code	CLI
Embeddings	Text embeddings	Code	CLI
Messages	Anthropic-style messages	Code	CLI

Media Generation

Capability	Description	Code Docs	CLI Docs
Images	Image generation	Code	CLI
Realtime	Audio/video streaming	Code	CLI

Safety & Moderation

Capability	Description	Code Docs	CLI Docs
Moderations	Content moderation	Code	CLI
Audio	Transcription (STT) and text-to-speech (TTS)	Code	CLI

Advanced

Capability	Description	Docs
Vector Store Files	Add, list, and delete files in a vector store	Guide
Search	Web search via DuckDuckGo (requires ddgs)	Guide
Containers	Container management (no backend yet)	Guide

container_create and the other container functions have no backend and raise NotImplementedError. search requires the ddgs package and raises on error instead of returning empty results. See the linked guides.

Quick Start

from praisonai import embed, embedding  # Both work identically
from praisonai.capabilities import chat_completion, image_generate, moderate

# Chat completion
result = chat_completion(
    messages=[{"role": "user", "content": "Hello!"}],
    model="gpt-4o-mini"
)
print(result.content)

# Embeddings (embed and embedding are aliases)
result = embed("Hello world", model="text-embedding-3-small")
print(f"Dimensions: {len(result.embeddings[0])}")

# Image generation
result = image_generate("A sunset", model="dall-e-3")
print(f"URL: {result[0].url}")

# Moderation
result = moderate("Check this content")
print(f"Flagged: {result[0].flagged}")

CLI Quick Start

# Chat completion
praisonai completions "What is AI?"

# Embeddings (both commands work)
praisonai embed "Hello world"
praisonai embedding "Hello world"

# Image generation
praisonai images "A beautiful sunset"

# Moderation
praisonai moderate "Check this content"

All Capabilities

The full list of 116 capabilities includes:

• Audio: transcribe, speech
• Images: image_generate, image_edit
• Videos: video_generate
• Files: file_create, file_list, file_retrieve, file_delete
• Batches: batch_create, batch_list, batch_retrieve, batch_cancel
• Vector Stores: vector_store_create, vector_store_search, vector_store_file_create, vector_store_file_list, vector_store_file_delete
• Embeddings: embed, embedding (alias)
• Rerank: rerank
• Moderations: moderate
• OCR: ocr
• Assistants: assistant_create, assistant_list
• Fine-tuning: fine_tuning_create, fine_tuning_list
• Responses: responses_create
• Passthrough: passthrough
• Containers: container_create (no backend yet — raises NotImplementedError, see Containers)
• Search: search (requires the ddgs package; raises on error, see Search)
• A2A: a2a_send
• Completions: chat_completion, text_completion
• Messages: messages_create, count_tokens
• Guardrails: apply_guardrail
• RAG: rag_query
• Realtime: realtime_connect
• Skills: skill_list, skill_load
• MCP: mcp_list_tools, mcp_call_tool

All capabilities have both sync and async versions (prefixed with a).