Borrowing it
Nothing to install: this file belongs to ScientiaCapital/unsloth-mcp-server. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/ScientiaCapital/unsloth-mcp-server/main/CLAUDE.mdgit clone --depth 1 https://github.com/ScientiaCapital/unsloth-mcp-serverWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/scientiacapital/unsloth-mcp-server/claude-md)<a href="https://agentmods.dev/instructions/scientiacapital/unsloth-mcp-server/claude-md"><img src="https://agentmods.dev/badge/instructions/scientiacapital/unsloth-mcp-server/claude-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/scientiacapital/unsloth-mcp-server/claude-md"><img src="https://agentmods.dev/badge/instructions/scientiacapital/unsloth-mcp-server/claude-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00378 | $0.00378 |
| Opus 5 | $0.00189 | $0.00189 |
| Sonnet 5 | $0.00076 | $0.00076 |
| Haiku 4.5 | $0.00038 | $0.00038 |
Grade A, and why
unsloth-mcp-server CLAUDE.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
Unsloth MCP Server
Updated: 2026-01-18 Status: 33 tools working, 180 tests passing, training has environment issues
Critical Rules
- NO OpenAI - Use Anthropic Claude or Google Gemini only
- API keys in .env only - Never hardcode
- RunPod API key stored in .env
What This Project Is
MCP server giving Claude access to Unsloth fine-tuning. 33 tools for model training, RunPod GPU management, knowledge capture, and cost tracking.
Current Status
| Component | Status |
|---|---|
| MCP tools (33) | Working |
| Test suite (180) | Passing |
| RunPod pod management | Working |
| Knowledge capture | Working |
| GRPO training | Dtype issues |
| SFT training | Environment-dependent |
Key Files
src/index.ts # Main MCP server (33 tools)
src/utils/runpod.ts # RunPod API client
src/utils/checkpoint.ts # Training checkpoints
src/utils/cost-tracker.ts # GPU cost tracking
src/knowledge/ # OCR + training data pipeline
src/__tests__/ # 180 tests
Tool Categories
- Core (12): finetune_model, load_model, export_model, etc.
- Knowledge (10): OCR, enhancement, training pair generation
- RunPod (11): Pod lifecycle, training jobs, cost estimation
Development
npm run build # Build TypeScript
npm run test # 180 tests
npm run start # Start server
Environment
RUNPOD_API_KEY=rpa_XXX
HUGGINGFACE_TOKEN=hf_XXX # Optional
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 9d ago First seen · 58 lines · 378 tokens per session scan A 495b663323fd
unsloth-mcp-server CLAUDE.md is an instructions file published in the GitHub repository ScientiaCapital/unsloth-mcp-server (2 stars, last pushed 5mo ago), licensed Apache-2.0. It adds 378 tokens to every session, about $0.0019 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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