Source: https://seerepo.com/r/tobi/qmd/built
Markdown source: https://seerepo.com/r/tobi/qmd/built.md
Description: qmd is a TypeScript repo. It uses AI through accelerate, gguf, sentencepiece, transformers, peft, and 5 more and makes its content with yaml.

# What is qmd built with?

qmd is a TypeScript repo. It uses AI through accelerate, gguf, sentencepiece, transformers, peft, and 5 more, makes its content with yaml, validates its data with Pydantic and Zod, is tested with Vitest, and uses SQLite, sqlite-vec, Hugging Face, and MCP. It has 62,234 written lines, with 69 test files.

Read on November 7, 2026, at commit 86d2365.

Repository: https://github.com/tobi/qmd

## Backend

### Data

- **[SQLite](https://seerepo.com/uses/sqlite)**: 1 file · [src/db.ts, line 60](https://github.com/tobi/qmd/blob/86d2365d17fc682e491c2c53d1e4a884aee8682a/src/db.ts#L60)
- **[sqlite-vec](https://seerepo.com/uses/sqlite-vec)**: 1 file

### AI

- **[accelerate](https://seerepo.com/uses/accelerate)**
- **gguf**
- **[sentencepiece](https://seerepo.com/uses/sentencepiece)**
- **[transformers](https://seerepo.com/uses/transformers)**: 12 files
- **[peft](https://seerepo.com/uses/peft)**: 10 files
- **[torch](https://seerepo.com/uses/torch)**: 10 files
- **[datasets](https://seerepo.com/uses/datasets)**: 5 files
- **trl**: 5 files
- **node-llama-cpp**: 2 files
- **trackio**: 2 files

### Services

- **[Hugging Face](https://seerepo.com/uses/hugging-face)**: 7 files · [finetune/convert_gguf.py, line 37](https://github.com/tobi/qmd/blob/86d2365d17fc682e491c2c53d1e4a884aee8682a/finetune/convert_gguf.py#L37)
- **[MCP](https://seerepo.com/uses/mcp)**: 1 file · [src/mcp/server.ts, line 15](https://github.com/tobi/qmd/blob/86d2365d17fc682e491c2c53d1e4a884aee8682a/src/mcp/server.ts#L15)

## Support

### Content

- **[yaml](https://seerepo.com/uses/yaml)**: 2 files

### Validation

- **[Pydantic](https://seerepo.com/uses/pydantic)**: 1 file
- **[Zod](https://seerepo.com/uses/zod)**: 1 file

### Testing

- **Vitest**: 57 files

### Tools

- **fast-glob**: 2 files

### Other

- **nvidia-ml-py**
- **picomatch**: 1 file
- **pyyaml**: 1 file
- **web-tree-sitter**: 1 file

## Other repos with a similar stack

- [unslothai/unsloth](https://seerepo.com/r/unslothai/unsloth/built): sqlite-vec, Hugging Face, accelerate, gguf, sentencepiece, transformers, peft, torch, datasets, trl, Pydantic · [Compare](https://seerepo.com/compare/tobi/qmd/vs/unslothai/unsloth)
- [mudler/LocalAI](https://seerepo.com/r/mudler/LocalAI/built): SQLite, Hugging Face, MCP, accelerate, sentencepiece, transformers, peft, torch, datasets, trl, yaml · [Compare](https://seerepo.com/compare/mudler/LocalAI/vs/tobi/qmd)
- [bojieli/ai-agent-book](https://seerepo.com/r/bojieli/ai-agent-book/built): Hugging Face, MCP, accelerate, sentencepiece, transformers, peft, torch, datasets, trl, Pydantic · [Compare](https://seerepo.com/compare/bojieli/ai-agent-book/vs/tobi/qmd)
- [datawhalechina/hello-agents](https://seerepo.com/r/datawhalechina/hello-agents/built): SQLite, Hugging Face, MCP, accelerate, transformers, peft, torch, datasets, Pydantic · [Compare](https://seerepo.com/compare/datawhalechina/hello-agents/vs/tobi/qmd)
- [open-webui/open-webui](https://seerepo.com/r/open-webui/open-webui/built): SQLite, Hugging Face, MCP, accelerate, sentencepiece, transformers, yaml, Pydantic · [Compare](https://seerepo.com/compare/open-webui/open-webui/vs/tobi/qmd)
- [vllm-project/vllm](https://seerepo.com/r/vllm-project/vllm/built): Hugging Face, MCP, sentencepiece, transformers, peft, torch, datasets, Pydantic · [Compare](https://seerepo.com/compare/tobi/qmd/vs/vllm-project/vllm)

## Frequently asked questions

### What language is qmd written in?

qmd is written in TypeScript, with 62,234 written lines.

### Does qmd use AI?

Yes. qmd uses AI through accelerate, gguf, sentencepiece, transformers, peft, torch, datasets, trl, node-llama-cpp, and trackio.

### What services does qmd use?

qmd uses SQLite, sqlite-vec, Hugging Face, and MCP.

The proof: [src/db.ts, line 60](https://github.com/tobi/qmd/blob/86d2365d17fc682e491c2c53d1e4a884aee8682a/src/db.ts#L60)

### Does qmd have tests?

Yes. qmd has 69 test files and is tested with Vitest.

### Which repos have a stack like qmd's?

The ones that share most of its stack: unslothai/unsloth, mudler/LocalAI, and bojieli/ai-agent-book.

## What is your repo built with?

Any public repo, with no account: https://seerepo.com/r/owner/repo/built, with the owner and name it has on GitHub.