--- title: "cc-switch vs semble" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/farion1231-cc-switch-vs-minishlab-semble" tools: ["farion1231-cc-switch", "minishlab-semble"] --- # cc-switch vs semble *GraphCanon updated Jul 12, 2026* ## Verdict Pick cc-switch when cc-switch is primarily Rust; semble is Python; pick semble when semble 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. [semble](https://minish.ai/packages/semble/introduction/) has 5.6k stars, 236 forks, and 8 open issues, last pushed Jul 8, 2026. Figures are from public GitHub metadata via [cc-switch's repository](https://github.com/farion1231/cc-switch) and [semble's repository](https://github.com/MinishLab/semble). | | [cc-switch](/tools/farion1231-cc-switch.md) | [semble](/tools/minishlab-semble.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 | Fast and Accurate Code Search for Agents | | Stars | 115,863 | 5,581 | | Forks | 7,759 | 236 | | Open issues | 1,863 | 8 | | Language | Rust | Python | | Adopt for | - | Semble is a Python-based tool that facilitates fast and accurate code search for AI agents with up to 98% fewer tokens compared to traditional grep+read methods. | | Persona | - | - | | Runtime | - | - | | License | MIT | MIT | | Categories | AI Agents, Developer Tools | AI Agents, Data & Retrieval | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [cc-switch](/tools/farion1231-cc-switch.md) | [semble](/tools/minishlab-semble.md) | | --- | --- | --- | | Days since push | 0d | 3d | | Open issues (now) | 1.9k | 8 | | Owner type | User | Organization | | Full report | [trust report](/tools/farion1231-cc-switch/trust.md) | [trust report](/tools/minishlab-semble/trust.md) | ## Decision facts: semble - **Requirements:** Operating with Python, Semble does not require Docker for its operation. - **Adopt for:** Semble is a Python-based tool that facilitates fast and accurate code search for AI agents with up to 98% fewer tokens compared to traditional grep+read methods. ## Choose when ### Choose cc-switch if… - cc-switch is primarily Rust; semble is Python. - Tags unique to cc-switch: ai-tools, claude-code, codex, desktop-app. - Also covers Developer Tools. ### Choose semble if… - semble is primarily Python; cc-switch is Rust. - Requirements: Operating with Python, Semble does not require Docker for its operation.. - Tags unique to semble: agents, code-search, embeddings, retrieval. - Also covers Data & Retrieval. - - Use Semble when you are specifically working with AI agents or models and require efficient, token-economical code search operations. ## 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 semble - - Avoid using Semble if your use case does not involve AI agents or the model-context-protocol (MCP). Competitor tools might offer better features tailored to non-agent-based code search. - - Not recommended in scenarios where token efficiency is not a concern, as competitors may provide more versatile functionalities without focusing on token reduction. ## Common questions ### What is the difference between cc-switch and semble? 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. semble: Fast and Accurate Code Search for Agents. See the comparison table for live GitHub stats and shared categories. ### When should I choose cc-switch over semble? Choose cc-switch over semble when cc-switch is primarily Rust; semble is Python; Tags unique to cc-switch: ai-tools, claude-code, codex, desktop-app; Also covers Developer Tools. ### When should I choose semble over cc-switch? Choose semble over cc-switch when semble is primarily Python; cc-switch is Rust; Requirements: Operating with Python, Semble does not require Docker for its operation.; Tags unique to semble: agents, code-search, embeddings, retrieval; Also covers Data & Retrieval; - Use Semble when you are specifically working with AI agents or models and require efficient, token-economical code search operations. ### 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 semble? - Avoid using Semble if your use case does not involve AI agents or the model-context-protocol (MCP). Competitor tools might offer better features tailored to non-agent-based code search. - Not recommended in scenarios where token efficiency is not a concern, as competitors may provide more versatile functionalities without focusing on token reduction. ### Is cc-switch or semble more popular on GitHub? cc-switch has more GitHub stars (115,863 vs 5,581). Stars measure visibility, not whether either tool fits your constraints. ### Are cc-switch and semble open source? Yes - both are open-source projects on GitHub (cc-switch: MIT, semble: MIT). ### Where can I find alternatives to cc-switch or semble? GraphCanon lists graph-backed alternatives at [cc-switch alternatives](/tools/farion1231-cc-switch/alternatives) and [semble alternatives](/tools/minishlab-semble/alternatives) ([cc-switch markdown twin](/tools/farion1231-cc-switch/alternatives.md), [semble markdown twin](/tools/minishlab-semble/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-minishlab-semble.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, cc-switch or semble? cc-switch: Very active. semble: Very 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 semble? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [cc-switch trust report](/tools/farion1231-cc-switch/trust); [semble trust report](/tools/minishlab-semble/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/_