llmtrim
★ 171
vs
xLAM
★ 634
llmtrim vs xLAM
llmtrim: llmtrim is a local proxy that intelligently compresses LLM API requests by removing wasted tokens, significantly reducing billing costs without impacting the quality of the LLM's responses. It offers versatile deployment options, including a proxy, CLI, MCP server, or library for various programming languages.; xLAM: xLAM is a research repository for Large Action Models (LAMs), which aggregates and unifies agent trajectories from diverse environments into a consistent format. It streamlines the creation of a generic data loader optimized for agent training, enabling robust model development across various scenarios.
01
TL;DR
Choose llmtrim if…Reducing LLM API costs for AI agents (e.g., Claude Code, Cursor, Aider).
Choose xLAM if…Function calling in LLMs
02
Side-by-Side Comparison
03
Features
llmtrim01Transparent LLM API Request Compression via Local Proxy
02Intelligent Content Optimization for Various Data Types (logs, code, context, JSON)
03Guaranteed Answer Quality and Cost Savings with Automatic Reversion of Ineffective Compression
04Flexible Integration Options: CLI, Library (Python, Ruby, Swift, Kotlin), and MCP Server
xLAM01Aggregates agent trajectories from distinct environments
02Standardizes and unifies trajectories into a consistent format
03Optimized generic data loader for agent training
04Maintains equilibrium across different data sources during training
05Supports efficient inference with Transformers and vLLM
04
Use Cases
llmtrim↳Reducing LLM API costs for AI agents (e.g., Claude Code, Cursor, Aider).
↳Optimizing token usage in custom LLM applications and SDKs.
↳Compressing large context windows (e.g., pasted docs, conversation history) for RAG systems.
↳Shrinking verbose tool outputs like build logs, diffs, or large JSON arrays sent to LLMs.
xLAM↳Function calling in LLMs
↳Training autonomous agents
↳Multi-turn conversation processing
05
Best For
llmtrimHidden GemEssential
xLAMTrending
FAQ
FAQ
What is the difference between llmtrim and xLAM?
Both llmtrim and xLAM are in the LLM Infra category. llmtrim has 171 stars, while xLAM has 634 stars.
Which is better, llmtrim or xLAM?
The best choice depends on your use case. Choose llmtrim if Reducing LLM API costs for AI agents (e.g., Claude Code, Cursor, Aider)., and xLAM if Function calling in LLMs.
Is llmtrim free or open source?
Yes, llmtrim is open source on GitHub (AGPL-3.0).
Is xLAM free or open source?
Yes, xLAM is open source on GitHub (APACHE).
→