risicare 0.1.8

Risicare SDK - Observability and self-healing for AI agents

Risicare

Self-healing observability for AI agents. Captures decision-level traces, diagnoses failures, and deploys fixes — automatically.

Quick Start

pip install risicare

import risicare

risicare.init(
    api_key="rsk-...",
    endpoint="https://app.risicare.ai"
)

# That's it. LLM calls are now traced automatically.

Progressive Integration

Tier	Effort	What You Get
Tier 0	RISICARE_TRACING=true (env var)	Auto-instrument all LLM calls
Tier 1	import risicare (1 line)	Explicit config, custom endpoint
Tier 2	@agent() decorator	Agent identity and hierarchy
Tier 3	@session decorator	User session tracking
Tier 4	@trace_think / @trace_decide / @trace_act	Decision phase visibility
Tier 5	@trace_message / @trace_delegate	Multi-agent communication

Supported Providers (20)

Auto-instrumented with zero code changes:

Provider		Provider
OpenAI	openai	Anthropic	anthropic
Google Gemini	google-generativeai	Mistral	mistralai
Cohere	cohere	Groq	groq
Together AI	together	Ollama	ollama
AWS Bedrock	boto3	Google Vertex AI	google-cloud-aiplatform
Cerebras	cerebras-cloud-sdk	HuggingFace	huggingface-hub
DeepSeek	via OpenAI base_url	xAI (Grok)	via OpenAI base_url
Fireworks	via OpenAI base_url	Baseten	via OpenAI base_url
Novita	via OpenAI base_url	BytePlus	via OpenAI base_url
vLLM	via OpenAI base_url	Any OpenAI-compatible	via base_url

Supported Frameworks (10)

pip install risicare[langchain]    # LangChain + LangGraph
pip install risicare[crewai]       # CrewAI
pip install risicare[autogen]      # AutoGen
pip install risicare[instructor]   # Instructor
pip install risicare[litellm]      # LiteLLM
pip install risicare[dspy]         # DSPy
pip install risicare[pydantic-ai]  # Pydantic AI
pip install risicare[llamaindex]   # LlamaIndex
pip install risicare[all]          # Everything

OpenTelemetry

pip install risicare[otel]

risicare.init(api_key="rsk-...", otel_bridge=True)

Compatible with any OTel-instrumented application. Export to Risicare alongside your existing OTel pipeline.

Links

• Documentation
• Dashboard