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# Environment Variables Reference
> **Last Updated**: 2025-12-06
Complete reference for all environment variables used by DeepBoner.
## Quick Reference
| Variable | Required | Default | Description |
|----------|----------|---------|-------------|
| `OPENAI_API_KEY` | No* | - | OpenAI API key |
| `HF_TOKEN` | No | - | HuggingFace token |
| `NCBI_API_KEY` | No | - | NCBI/PubMed API key |
| `LLM_PROVIDER` | No | `openai` | LLM backend |
| `MAX_ITERATIONS` | No | `10` | Max search iterations |
| `LOG_LEVEL` | No | `INFO` | Logging level |
*At least one of OPENAI_API_KEY or HF_TOKEN is needed for full functionality.
## LLM Configuration
### OPENAI_API_KEY
OpenAI API key for premium features.
```bash
OPENAI_API_KEY=sk-proj-xxxx
```
- **Format:** Starts with `sk-` or `sk-proj-`
- **Source:** https://platform.openai.com/api-keys
- **Effect:** Enables OpenAI GPT-5 as the LLM backend
### ANTHROPIC_API_KEY
Anthropic API key (reserved for future use).
```bash
ANTHROPIC_API_KEY=sk-ant-xxxx
```
### LLM_PROVIDER
Explicitly select LLM provider.
```bash
LLM_PROVIDER=openai # Use OpenAI
LLM_PROVIDER=huggingface # Use HuggingFace
```
- **Default:** `openai`
- **Note:** Auto-detection uses OPENAI_API_KEY presence
### OPENAI_MODEL
OpenAI model name.
```bash
OPENAI_MODEL=gpt-5
OPENAI_MODEL=gpt-4o
```
- **Default:** `gpt-5`
### HUGGINGFACE_MODEL
HuggingFace model for free tier.
```bash
HUGGINGFACE_MODEL=Qwen/Qwen2.5-7B-Instruct
```
- **Default:** `Qwen/Qwen2.5-7B-Instruct`
- **Warning:** Large models (70B+) route to unreliable third-party providers
### HF_TOKEN
HuggingFace API token.
```bash
HF_TOKEN=hf_xxxx
```
- **Source:** https://huggingface.co/settings/tokens
- **Effect:** Enables gated models and higher rate limits
## Embedding Configuration
### OPENAI_EMBEDDING_MODEL
OpenAI embedding model for premium RAG.
```bash
OPENAI_EMBEDDING_MODEL=text-embedding-3-small
OPENAI_EMBEDDING_MODEL=text-embedding-3-large
```
- **Default:** `text-embedding-3-small`
- **Requires:** `OPENAI_API_KEY`
### LOCAL_EMBEDDING_MODEL
Local sentence-transformers model.
```bash
LOCAL_EMBEDDING_MODEL=all-MiniLM-L6-v2
LOCAL_EMBEDDING_MODEL=all-mpnet-base-v2
```
- **Default:** `all-MiniLM-L6-v2`
- **Note:** Downloaded on first use
## External Services
### NCBI_API_KEY
NCBI API key for higher PubMed rate limits.
```bash
NCBI_API_KEY=xxxx
```
- **Source:** https://www.ncbi.nlm.nih.gov/account/settings/
- **Effect:** 10 requests/second instead of 3
### CHROMA_DB_PATH
ChromaDB storage location.
```bash
CHROMA_DB_PATH=./chroma_db
CHROMA_DB_PATH=/data/vectors
```
- **Default:** `./chroma_db`
- **Note:** Directory is created if it doesn't exist
## Agent Configuration
### MAX_ITERATIONS
Maximum search-judge loop iterations.
```bash
MAX_ITERATIONS=10
MAX_ITERATIONS=5 # Faster but less thorough
MAX_ITERATIONS=20 # More thorough
```
- **Default:** `10`
- **Range:** `1` to `50`
### ADVANCED_MAX_ROUNDS
Maximum multi-agent coordination rounds.
```bash
ADVANCED_MAX_ROUNDS=5
```
- **Default:** `5`
- **Range:** `1` to `20`
### ADVANCED_TIMEOUT
Timeout for advanced mode in seconds.
```bash
ADVANCED_TIMEOUT=600 # 10 minutes
ADVANCED_TIMEOUT=300 # 5 minutes
```
- **Default:** `600.0`
- **Range:** `60.0` to `900.0`
### SEARCH_TIMEOUT
Per-search operation timeout in seconds.
```bash
SEARCH_TIMEOUT=30
```
- **Default:** `30`
## Logging
### LOG_LEVEL
Logging verbosity.
```bash
LOG_LEVEL=DEBUG # Verbose
LOG_LEVEL=INFO # Normal
LOG_LEVEL=WARNING # Errors and warnings
LOG_LEVEL=ERROR # Errors only
```
- **Default:** `INFO`
## Gradio Configuration
### GRADIO_SERVER_NAME
Server bind address.
```bash
GRADIO_SERVER_NAME=0.0.0.0 # All interfaces
GRADIO_SERVER_NAME=127.0.0.1 # Localhost only
```
- **Default:** Set in Dockerfile for containers
### GRADIO_SERVER_PORT
Server port.
```bash
GRADIO_SERVER_PORT=7860
```
- **Default:** `7860`
## Python Configuration
### PYTHONPATH
Python module search path.
```bash
PYTHONPATH=/app
```
- **Note:** Set automatically in Docker
## .env File Format
```bash
# Comments start with #
KEY=value # No quotes needed for simple values
KEY="value" # Quotes for values with spaces
KEY='value' # Single quotes also work
# Empty lines are ignored
# Multi-line values not supported - use single line
```
## Security Notes
1. **Never commit .env files** - They're in .gitignore
2. **Use secrets for production** - HuggingFace Secrets, Docker secrets
3. **Rotate keys regularly** - Especially for production
4. **Limit permissions** - Use read-only keys where possible
## Validation
Variables are validated on application startup:
```python
# Invalid values raise ValidationError
MAX_ITERATIONS=100 # Error: must be 1-50
LOG_LEVEL=TRACE # Error: invalid level
```
## Debugging
Check loaded configuration:
```bash
LOG_LEVEL=DEBUG uv run python -c "
from src.utils.config import settings
print(f'Provider: {settings.llm_provider}')
print(f'Has OpenAI: {settings.has_openai_key}')
print(f'Has HF: {settings.has_huggingface_key}')
print(f'Max Iterations: {settings.max_iterations}')
"
```
## Related Documentation
- [Configuration Reference](configuration.md)
- [Getting Started - Configuration](../getting-started/configuration.md)
- [Deployment - Docker](../deployment/docker.md)
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