--- title: "cc-switch vs linkedin-mcp-server" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/farion1231-cc-switch-vs-stickerdaniel-linkedin-mcp-server" tools: ["farion1231-cc-switch", "stickerdaniel-linkedin-mcp-server"] --- # cc-switch vs linkedin-mcp-server *GraphCanon updated Jul 11, 2026* ## Verdict Pick cc-switch when cc-switch is primarily Rust; linkedin-mcp-server is Python; pick linkedin-mcp-server when linkedin-mcp-server 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. [linkedin-mcp-server](https://github.com/stickerdaniel/linkedin-mcp-server) has 2.7k stars, 475 forks, and 90 open issues, last pushed Jul 10, 2026. Figures are from public GitHub metadata via [cc-switch's repository](https://github.com/farion1231/cc-switch) and [linkedin-mcp-server's repository](https://github.com/stickerdaniel/linkedin-mcp-server). | | [cc-switch](/tools/farion1231-cc-switch.md) | [linkedin-mcp-server](/tools/stickerdaniel-linkedin-mcp-server.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 | Open-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI agent access to profiles, companies, jobs, and messages. | | Stars | 115,863 | 2,741 | | Forks | 7,759 | 475 | | Open issues | 1,863 | 90 | | Language | Rust | Python | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | MIT | Apache-2.0 | | 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) | [linkedin-mcp-server](/tools/stickerdaniel-linkedin-mcp-server.md) | | --- | --- | --- | | Days since push | 0d | 1d | | Open issues (now) | 1.9k | 90 | | Full report | [trust report](/tools/farion1231-cc-switch/trust.md) | [trust report](/tools/stickerdaniel-linkedin-mcp-server/trust.md) | ## Choose when ### Choose cc-switch if… - cc-switch is primarily Rust; linkedin-mcp-server is Python. - License: cc-switch is MIT, linkedin-mcp-server is Apache-2.0. - Tags unique to cc-switch: ai-tools, codex, desktop-app, hermes. ### Choose linkedin-mcp-server if… - linkedin-mcp-server is primarily Python; cc-switch is Rust. - License: linkedin-mcp-server is Apache-2.0, cc-switch is MIT. - Tags unique to linkedin-mcp-server: ai-agents, anthropic, chatgpt, chatgpt-desktop. ## 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 linkedin-mcp-server - 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. ## Common questions ### What is the difference between cc-switch and linkedin-mcp-server? 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. linkedin-mcp-server: Open-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI agent access to profiles, companies, jobs, and messages.. See the comparison table for live GitHub stats and shared categories. ### When should I choose cc-switch over linkedin-mcp-server? Choose cc-switch over linkedin-mcp-server when cc-switch is primarily Rust; linkedin-mcp-server is Python; License: cc-switch is MIT, linkedin-mcp-server is Apache-2.0; Tags unique to cc-switch: ai-tools, codex, desktop-app, hermes. ### When should I choose linkedin-mcp-server over cc-switch? Choose linkedin-mcp-server over cc-switch when linkedin-mcp-server is primarily Python; cc-switch is Rust; License: linkedin-mcp-server is Apache-2.0, cc-switch is MIT; Tags unique to linkedin-mcp-server: ai-agents, anthropic, chatgpt, chatgpt-desktop. ### 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 linkedin-mcp-server? 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. ### Is cc-switch or linkedin-mcp-server more popular on GitHub? cc-switch has more GitHub stars (115,863 vs 2,741). Stars measure visibility, not whether either tool fits your constraints. ### Are cc-switch and linkedin-mcp-server open source? Yes - both are open-source projects on GitHub (cc-switch: MIT, linkedin-mcp-server: Apache-2.0). ### Where can I find alternatives to cc-switch or linkedin-mcp-server? GraphCanon lists graph-backed alternatives at [cc-switch alternatives](/tools/farion1231-cc-switch/alternatives) and [linkedin-mcp-server alternatives](/tools/stickerdaniel-linkedin-mcp-server/alternatives) ([cc-switch markdown twin](/tools/farion1231-cc-switch/alternatives.md), [linkedin-mcp-server markdown twin](/tools/stickerdaniel-linkedin-mcp-server/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-stickerdaniel-linkedin-mcp-server.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, cc-switch or linkedin-mcp-server? cc-switch: Very active. linkedin-mcp-server: 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 linkedin-mcp-server? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [cc-switch trust report](/tools/farion1231-cc-switch/trust); [linkedin-mcp-server trust report](/tools/stickerdaniel-linkedin-mcp-server/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/_