--- title: "cc-switch vs learn-claude-code" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/farion1231-cc-switch-vs-shareai-lab-learn-claude-code" tools: ["farion1231-cc-switch", "shareai-lab-learn-claude-code"] --- # cc-switch vs learn-claude-code *GraphCanon updated Jul 11, 2026* ## Verdict Pick cc-switch when cc-switch is primarily Rust; learn-claude-code is Python; pick learn-claude-code when learn-claude-code is primarily Python; cc-switch is Rust. [cc-switch](https://ccswitch.io) reports 116k GitHub stars, 7.8k forks, and 1.9k open issues, last pushed Jul 11, 2026. [learn-claude-code](https://learn.shareai.run) has 71k stars, 12k forks, and 62 open issues, last pushed Jun 26, 2026. Figures are from public GitHub metadata via [cc-switch's repository](https://github.com/farion1231/cc-switch) and [learn-claude-code's repository](https://github.com/shareAI-lab/learn-claude-code). | | [cc-switch](/tools/farion1231-cc-switch.md) | [learn-claude-code](/tools/shareai-lab-learn-claude-code.md) | | --- | --- | --- | | Tagline | A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode, OpenClaw, Gemini CLI & Hermes Agent. Only official website: ccswitch.io | Bash is all you need - A nano claude code–like 「agent harness」, built from 0 to 1 | | Stars | 115,863 | 70,653 | | Forks | 7,759 | 11,506 | | Open issues | 1,863 | 62 | | Language | Rust | Python | | Adopt for | - | Learn-Claude-Code is a minimalistic development tool leveraging Bash and Python to build an agent harness inspired by Claude coding concepts. | | Persona | - | - | | Runtime | - | - | | License | MIT | MIT License | | Categories | AI Agents, Developer Tools | AI Agents, Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [cc-switch](/tools/farion1231-cc-switch.md) | [learn-claude-code](/tools/shareai-lab-learn-claude-code.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Active (82%) | | Days since push | 0d | 14d | | Open issues (now) | 1.9k | 62 | | Owner type | User | Organization | | Security scan | No MCP manifest | No lockfile | | Full report | [trust report](/tools/farion1231-cc-switch/trust.md) | [trust report](/tools/shareai-lab-learn-claude-code/trust.md) | ## Decision facts: learn-claude-code - **Requirements:** Min 1 GB RAM - **Adopt for:** Learn-Claude-Code is a minimalistic development tool leveraging Bash and Python to build an agent harness inspired by Claude coding concepts. - **License detail:** MIT License ## Choose when ### Choose cc-switch if… - cc-switch is primarily Rust; learn-claude-code is Python. - Tags unique to cc-switch: ai-tools, codex, desktop-app, hermes. - More GitHub stars (116k vs 71k) - visibility, not fit. ### Choose learn-claude-code if… - learn-claude-code is primarily Python; cc-switch is Rust. - Requirements: Min 1 GB RAM. - Tags unique to learn-claude-code: agent-development, ai-agent, educational, llm. - When you prefer leveraging both Bash scripting and Python for developing AI agents. ## When NOT to use cc-switch - AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ## When NOT to use learn-claude-code - For projects requiring extensive front-end integration with complex UI frameworks as Learn-Claude-Code focuses on backend scripting and Python. - If your project needs a fully-fledged development suite; Learn-Claude-Code offers a more streamlined, educational approach rather than comprehensive feature-rich suites. ## Common questions ### What is the difference between cc-switch and learn-claude-code? cc-switch: A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode, OpenClaw, Gemini CLI & Hermes Agent. Only official website: ccswitch.io. learn-claude-code: Bash is all you need - A nano claude code–like 「agent harness」, built from 0 to 1. See the comparison table for live GitHub stats and shared categories. ### When should I choose cc-switch over learn-claude-code? Choose cc-switch over learn-claude-code when cc-switch is primarily Rust; learn-claude-code is Python; Tags unique to cc-switch: ai-tools, codex, desktop-app, hermes; More GitHub stars (116k vs 71k) - visibility, not fit. ### When should I choose learn-claude-code over cc-switch? Choose learn-claude-code over cc-switch when learn-claude-code is primarily Python; cc-switch is Rust; Requirements: Min 1 GB RAM; Tags unique to learn-claude-code: agent-development, ai-agent, educational, llm; When you prefer leveraging both Bash scripting and Python for developing AI agents. ### When should I avoid cc-switch? AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ### When should I avoid learn-claude-code? For projects requiring extensive front-end integration with complex UI frameworks as Learn-Claude-Code focuses on backend scripting and Python. If your project needs a fully-fledged development suite; Learn-Claude-Code offers a more streamlined, educational approach rather than comprehensive feature-rich suites. ### Is cc-switch or learn-claude-code more popular on GitHub? cc-switch has more GitHub stars (115,863 vs 70,653). Stars measure visibility, not whether either tool fits your constraints. ### Are cc-switch and learn-claude-code open source? Yes - both are open-source projects on GitHub (cc-switch: MIT, learn-claude-code: MIT). ### Where can I find alternatives to cc-switch or learn-claude-code? GraphCanon lists graph-backed alternatives at [cc-switch alternatives](/tools/farion1231-cc-switch/alternatives) and [learn-claude-code alternatives](/tools/shareai-lab-learn-claude-code/alternatives) ([cc-switch markdown twin](/tools/farion1231-cc-switch/alternatives.md), [learn-claude-code markdown twin](/tools/shareai-lab-learn-claude-code/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/farion1231-cc-switch-vs-shareai-lab-learn-claude-code.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, cc-switch or learn-claude-code? cc-switch: Very active. learn-claude-code: Active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for cc-switch and learn-claude-code? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [cc-switch trust report](/tools/farion1231-cc-switch/trust); [learn-claude-code trust report](/tools/shareai-lab-learn-claude-code/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=farion1231-cc-switch`](/api/graphcanon/graph?tool=farion1231-cc-switch) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_