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| 1 | +# Model Card: Anyfile-Agent |
| 2 | + |
| 3 | +Anyfile-Agent is a retrieval-based assistant that helps users search and analyze their own documents with the aid of a large language model. |
| 4 | + |
| 5 | +## Model Details |
| 6 | +- **Type**: Orchestrates document indexing and retrieval with calls to an external LLM (Google Gemini via `langchain-google-genai`). |
| 7 | +- **Languages**: Primarily English; effectiveness may vary for other languages depending on the language model. |
| 8 | +- **License**: MIT (see [LICENSE](LICENSE)). |
| 9 | +- **Source**: <https://github.com/codinglabsong/anyfile-agent> |
| 10 | + |
| 11 | +## Intended Use |
| 12 | +- **Primary uses**: Searching personal documents, extracting structured summaries, and answering questions via natural language. |
| 13 | +- **Users**: Individuals or teams who want a local assistant for their files. Requires a valid Google Gemini API key. |
| 14 | +- **Out-of-scope uses**: Do not use the agent for generating legal, medical, or safety‑critical advice. It should not be used to process data that violates privacy regulations or third‑party terms of service. |
| 15 | + |
| 16 | +## Data and Training |
| 17 | +Anyfile-Agent does not train a new model. It indexes user-provided documents locally and sends text chunks to a Google Gemini model for embedding and chat responses. The quality of answers depends on that service and the content of the uploaded data. |
| 18 | + |
| 19 | +## Evaluation |
| 20 | +The repository provides unit tests for the indexing utilities and retrieval tools (`pytest` in the `tests/` directory). Functionality was also validated with example documents as shown in [README.md](README.md). |
| 21 | + |
| 22 | +## Ethical Considerations |
| 23 | +See [ETHICS.md](ETHICS.md) for guidance on responsible use and limitations. Users are responsible for complying with applicable laws and the terms of the language model service. |
| 24 | + |
| 25 | +## Limitations |
| 26 | +- The LLM may generate incorrect or biased outputs. |
| 27 | +- OCR and parsing may be imperfect for some file formats. |
| 28 | +- SQL execution is limited to read-only queries in DuckDB and may fail for complex schemas. |
| 29 | + |
| 30 | +## Citation |
| 31 | +If you use this project in your research or product, please cite it as: |
| 32 | +``` |
| 33 | +@software{anyfile_agent, |
| 34 | + author = {codinglabsong}, |
| 35 | + title = {Anyfile-Agent}, |
| 36 | + year = {2025}, |
| 37 | + url = {https://github.com/codinglabsong/anyfile-agent} |
| 38 | +} |
| 39 | +``` |
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