mini-swe-agent
★ 8.9k
vs
zcf
★ 6.1k
mini-swe-agent vs zcf
mini-swe-agent: Mini-SWE-agent is a lightweight, 100-line AI agent designed to solve GitHub issues and more, offering a simplified yet performant alternative to larger coding agents. It focuses on minimalism, high performance on benchmarks like SWE-bench, and easy deployment across various environments.; zcf: ZCF (Zero-Config Code Flow) provides a zero-config, one-click setup for Claude Code and Codex. It features bilingual support, an intelligent agent system, and a personalized AI assistant for developers.
01
TL;DR
mini-swe-agentCode Assistant · ★ 8.9k
When to choose:
- You are researching autonomous software engineering agents and want a radically minimalist, 100-line Python codebase that scores >74% on SWE-bench.
- You want to build or hack custom automated issue-resolution loops without the bloat of massive monorepos or complex tool-calling abstractions.
When to skip:
- You need a polished, interactive daily driver with full terminal UI, undo history, and syntax diff overlays (Aider or Claude Code are built for daily coding).
- You require multi-agent orchestration or enterprise-scale semantic codebase knowledge graphs.
zcfCode Assistant · ★ 6.1k
When to choose:
- You want one interactive command (`npx zcf`) to install and update workflows, API or CCR settings and MCP for Claude Code and Codex.
- You want a scriptable setup through non-interactive flags with provider presets.
- You prefer a Chinese, English or Japanese interface.
When to skip:
- You do not want third-party API relays: preset providers include relays and resellers, so judge their trust and terms.
- You want details in the README: it is short and points to the docs site.
- You need frequent updates: our data shows the last push on 2026-08-31.
02
Side-by-Side Comparison
03
Features
mini-swe-agent01Minimal code (approx. 100 lines of Python)
02High performance (>74% on SWE-bench verified benchmark)
03Easy deployment and sandboxing (Docker, Podman, Singularity)
04Utilizes only Bash tools, avoiding complex tool-calling interfaces
05Linear history for simplified debugging and fine-tuning
zcf01Zero-config setup
02One-click deployment for Claude Code & Codex
03Bilingual interface and support
04Intelligent agent system
05Personalized AI assistant
04
Use Cases
mini-swe-agent↳Researchers for benchmarking, fine-tuning, or RL experiments without bloat
↳Developers who want to own, understand, and modify their AI tools
↳Engineers needing a trivial-to-sandbox and deployable solution anywhere
zcf↳Streamlined AI coding with major models
↳Developing and deploying AI agent systems
↳Managing personalized AI assistant workflows
05
Best For
mini-swe-agentTrending
zcfEssentialTrending
FAQ
FAQ
What is the difference between mini-swe-agent and zcf?
Both mini-swe-agent and zcf are in the Code Assistant category. mini-swe-agent has 8.9k stars, while zcf has 6.1k stars.
Which is better, mini-swe-agent or zcf?
The best choice depends on your use case. Choose mini-swe-agent if Researchers for benchmarking, fine-tuning, or RL experiments without bloat, and zcf if Streamlined AI coding with major models.
Is mini-swe-agent free or open source?
Yes, mini-swe-agent is open source on GitHub (MIT).
Is zcf free or open source?
Yes, zcf is open source on GitHub (MIT).
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