33 MCP tools for LLM fine-tuning via Claude. 180 tests passing. Integrates Unsloth (2x faster, 80% less memory) with RunPod GPU management.
Enable Claude to orchestrate LLM fine-tuning workflows without manual Python scripting.
cd unsloth-mcp-server
npm install && npm run build
npm test # 180 tests passing
Add to Claude Code MCP settings:
{
"mcpServers": {
"unsloth-server": {
"command": "node",
"args": ["/path/to/build/index.js"]
}
}
}
| Component | Status |
|---|---|
| MCP tools (33) | Working |
| Test suite (180) | Passing |
| RunPod pod management | Working |
| Knowledge capture | Working |
| Checkpoint management | Working |
| GRPO training | Dtype compatibility issues |
| SFT training | Environment-dependent |
Building toward Go-To-Market Engineer through hands-on projects:
| Skill Area | What I Learned |
|---|---|
| Developer tooling | Built MCP server that developers actually use - learned API design for DX |
| Cost optimization | Implemented budget tracking, alerts - understand unit economics of GPU compute |
| Infrastructure automation | RunPod API integration - programmatic cloud GPU provisioning |
| Testing discipline | 180 tests with Jest - shipping quality that earns trust |
| Technical documentation | Writing docs that reduce support burden |
| Product iteration | v2.0 → v2.3.0 based on real usage feedback |
Node.js/TypeScript, MCP SDK, Python/Unsloth, Jest, RunPod API
TypeScript
59.1%
JavaScript
24.2%
HTML
7.9%
Python
7.8%
33 MCP tools for LLM fine-tuning via Claude. 180 tests passing. Integrates Unsloth (2x faster, 80% less memory) with RunPod GPU management.
Enable Claude to orchestrate LLM fine-tuning workflows without manual Python scripting.
cd unsloth-mcp-server
npm install && npm run build
npm test # 180 tests passing
Add to Claude Code MCP settings:
{
"mcpServers": {
"unsloth-server": {
"command": "node",
"args": ["/path/to/build/index.js"]
}
}
}
| Component | Status |
|---|---|
| MCP tools (33) | Working |
| Test suite (180) | Passing |
| RunPod pod management | Working |
| Knowledge capture | Working |
| Checkpoint management | Working |
| GRPO training | Dtype compatibility issues |
| SFT training | Environment-dependent |
Building toward Go-To-Market Engineer through hands-on projects:
| Skill Area | What I Learned |
|---|---|
| Developer tooling | Built MCP server that developers actually use - learned API design for DX |
| Cost optimization | Implemented budget tracking, alerts - understand unit economics of GPU compute |
| Infrastructure automation | RunPod API integration - programmatic cloud GPU provisioning |
| Testing discipline | 180 tests with Jest - shipping quality that earns trust |
| Technical documentation | Writing docs that reduce support burden |
| Product iteration | v2.0 → v2.3.0 based on real usage feedback |
Node.js/TypeScript, MCP SDK, Python/Unsloth, Jest, RunPod API
TypeScript
59.1%
JavaScript
24.2%
HTML
7.9%
Python
7.8%