BerriAI/litellm - GitHub vs Ribbo AI
Side-by-side comparison · Updated October 2026
| Description | LiteLLM is an AI gateway and Python SDK from Berrie AI Incorporated, published in the BerriAI GitHub repository. The SDK provides a common interface for model calls inside Python applications. The proxy gateway centralizes access for a team, with virtual keys, model routing, spend tracking, budgets and an administration interface. The official documentation lists support for more than 100 model providers. Supported endpoints and features vary by integration, so verify your model’s streaming, tool-calling, image, audio or embedding requirements. The router supports retries, fallbacks and load balancing; observability integrations can send request data to tools such as Langfuse, LangSmith and OpenTelemetry. LiteLLM also provides an MCP gateway. It can connect upstream servers using Streamable HTTP, SSE or stdio, expose tools through a fixed gateway endpoint, and scope access by key, team or organization. This requires configuring the upstream servers and authentication; the gateway does not automatically grant access to third-party tools. Agent-to-agent integrations are documented separately. The open-source offering has no software license fee for self-hosting. Code outside the enterprise directory is MIT-licensed, while enterprise code has separate terms. Enterprise pricing is quoted by annual gateway request capacity, deployment architecture and support needs, rather than a per-token license charge. Model-provider charges and infrastructure costs still apply. Enterprise adds controls and support such as SSO, SCIM, audit logs and service-level agreements. Compare New API for another self-hosted gateway with provider-channel management and usage accounting. Evaluate a representative workload, inspect request logging and secret handling, test budget and failure behavior, and decide whether SDK integration or a shared gateway best fits your application. | Ribbo AI is a cutting-edge chatbot solution that extends ChatGPT technology to manage 40-70% of customer support inquiries. Designed for both small and midsize businesses, it uses your existing data and specific tone of voice to provide instant responses, significantly reducing customer support costs and making operations more efficient. Ribbo AI integrates seamlessly with your website, supports multiple languages, and allows extensive customization to fit your brand. Additionally, it offers easy handoff to live operators when necessary. |
| Category | Developer Tools | Customer Support |
| Rating | No reviews | No reviews |
| Pricing | Open Source | Freemium |
| Starting Price | N/A | Free |
| Plans | — |
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| Tags | AI gatewayPython SDKLLM routingMCP gatewayvirtual keys | chatbotcustomer supportbusiness efficiencydata integrationmultilingual support |
| Features | ||
| Python SDK for direct application integration | ||
| Shared AI proxy gateway and administration UI | ||
| More than 100 documented model-provider integrations | ||
| Virtual keys, users, teams, budgets and rate limits | ||
| Spend tracking and observability integrations | ||
| Router retries, fallbacks and load balancing | ||
| MCP gateway for Streamable HTTP, SSE and stdio upstreams | ||
| Key, team and organization MCP permissions | ||
| Separate enterprise identity, audit and support features | ||
| Handles 40-70% of customer support inquiries | ||
| Seamless integration with website | ||
| Supports multiple languages | ||
| Extensive customization options | ||
| Easy handoff to live operators | ||
| Trains using various data sources | ||
| Supports GPT-3.5 and GPT-4 | ||
| Easy to set up and manage | ||
| Reduces customer support costs | ||
| Improves customer satisfaction | ||
| View BerriAI/litellm - GitHub | View Ribbo AI | |
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