lm logo
lm
★ 121
vs
codex-mcp-tool logo
codex-mcp-tool
★ 24

lm vs codex-mcp-tool

lm: Houtini LM connects Claude Code to a local LLM, offloading bounded tasks like boilerplate generation, code review, and commit messages to a free, private local model, while Claude handles complex reasoning. It tracks token savings and supports various local LLM backends.; codex-mcp-tool: This MCP server integrates Claude/Cursor with the Codex CLI, enhancing AI-powered code interactions. It enables advanced features like file analysis, multi-turn conversations, sandboxed code execution, and structured change management.

01

TL;DR

lm logo
lmLLM Infra · ★ 121

Generate boilerplate, test stubs, and documentation

codex-mcp-tool logo
codex-mcp-toolLLM Infra · ★ 24

Code Understanding: Explain the architecture of project source code.

02

Side-by-Side Comparison

Field
lm logolm
codex-mcp-tool logocodex-mcp-tool
Category
LLM Infra
LLM Infra
Stars
★ 121
★ 24
License
MIT
MIT
Install Command
npx -y @houtini/lm
claude mcp add codex-cli -- npx -y @trishchuk/codex-mcp-tool
Updated
1w ago
3w ago
Open Source
Yes
Yes
Tags
ai-agents, claude-mcp, code-generation
AI Assistant, Code Analysis, LLM Integration
03

Features

lm logolm
01Offload bounded tasks to a local LLM via Claude Code
02Token tracking with session footer for cost visibility
03Compatible with multiple local LLM backends (LM Studio, Ollama, vLLM, etc.)
04Streaming responses with 55-second soft timeout to avoid client-side timeouts
05Multiple specialized tools (chat, custom_prompt, code_task, discover, list_models)
codex-mcp-tool logocodex-mcp-tool
01File Analysis: Reference files with `@src/`, `@package.json` syntax
02Multi-Turn Sessions: Conversation continuity with workspace isolation
03Local OSS Models: Run with Ollama or LM Studio via `localProvider`
04Sandbox Mode: Safe code execution with `--full-auto`
05Change Mode: Structured OLD/NEW patch output for refactoring
04

Use Cases

lm logolm
↳Generate boilerplate, test stubs, and documentation
↳Perform code review, explanation, and format conversion
↳Draft commit messages and brainstorm approaches
codex-mcp-tool logocodex-mcp-tool
↳Code Understanding: Explain the architecture of project source code.
↳Dependency Analysis: Analyze `package.json` to list and understand project dependencies.
↳Brainstorming & Idea Generation: Generate ideas for optimization using frameworks like SCAMPER.
↳Safe Code Execution: Create and run Python scripts securely in a sandbox environment.
↳Web-Enhanced Search: Query for the latest features of programming languages or frameworks with web search capabilities.
FAQ

FAQ

What is the difference between lm and codex-mcp-tool?
Both lm and codex-mcp-tool are in the LLM Infra category. lm has 121 stars, while codex-mcp-tool has 24 stars.
Which is better, lm or codex-mcp-tool?
The best choice depends on your use case. Choose lm if Generate boilerplate, test stubs, and documentation, and codex-mcp-tool if Code Understanding: Explain the architecture of project source code..
Is lm free or open source?
Yes, lm is open source on GitHub (MIT).
Is codex-mcp-tool free or open source?
Yes, codex-mcp-tool is open source on GitHub (MIT).
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