BerriAI/litellm - GitHub vs Reflectr
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. | Reflectr AI Journal is an innovative application available on both iOS and Android platforms, designed to enhance the journaling experience using AI. Awarded an Honorable Mention in Google Play’s Best of 2023 Apps in the Best with AI category, the app is highly regarded for its mental health benefits and AI-generated insights. Featuring key functionalities like insightful comments, writing cleanup options, and recap features, the app also provides comprehensive customer support and shows promise for future development. Overall, Reflectr AI Journal is an indispensable tool for guided and structured reflection, making journaling easier and more beneficial. |
| Category | Developer Tools | Mental Health |
| Rating | No reviews | No reviews |
| Pricing | Open Source | Pricing unavailable |
| Starting Price | N/A | N/A |
| Use Cases |
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| Tags | AI gatewayPython SDKLLM routingMCP gatewayvirtual keys | iOSAndroidAIjournalingmental health |
| 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 | ||
| AI-generated insights | ||
| Writing cleanup options | ||
| Yesterday and Last Week recaps | ||
| Follow-up questions and comments | ||
| Comprehensive customer support | ||
| Premium version with enhanced features | ||
| Available on iOS and Android | ||
| Motivational AI feedback and tags | ||
| Google Play's Best of 2023 Award | ||
| Social app for mental health | ||
| View BerriAI/litellm - GitHub | View Reflectr | |
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