MCP-RAGAnything
by SoluDevTech
Server Configuration
Describes the environment variables required to run the server.
| Name | Required | Description | Default |
|---|---|---|---|
| HOST | No | Server bind address. | 0.0.0.0 |
| PORT | No | Server port. | 8000 |
| BASE_URL | No | Override base URL for LLM. | |
| BM25_RRF_K | No | RRF constant K for hybrid search. | 60 |
| CHAT_MODEL | No | Chat completion model. | openai/gpt-4o-mini |
| MINIO_HOST | No | MinIO endpoint (host:port). | localhost:9000 |
| OUTPUT_DIR | No | Temporary directory for downloaded files. | system temp |
| MAX_WORKERS | No | Workers for folder processing. | 3 |
| BM25_ENABLED | No | Enable BM25 full-text search. | true |
| MINIO_ACCESS | No | MinIO access key. | minioadmin |
| MINIO_BUCKET | No | Default bucket name. | raganything |
| MINIO_SECRET | No | MinIO secret key. | minioadmin |
| MINIO_SECURE | No | Use HTTPS for MinIO. | false |
| VISION_MODEL | No | Vision model for image processing. | openai/gpt-4o |
| EMBEDDING_DIM | No | Embedding vector dimension. | 1536 |
| POSTGRES_HOST | No | PostgreSQL host. | localhost |
| POSTGRES_PORT | No | PostgreSQL port. | 5432 |
| POSTGRES_USER | No | PostgreSQL user. | raganything |
| BRICKS_API_KEY | No | API key for Bricks API authentication (publish). | |
| MAX_TOKEN_SIZE | No | Max token size for embeddings. | 8192 |
| ALLOWED_ORIGINS | No | CORS allowed origins. | ["*"] |
| CLASSICAL_RRF_K | No | RRF constant K for classical hybrid search. | 60 |
| DOCUMENT_PARSER | No | Document parser for LightRAG pipeline. | kreuzberg |
| EMBEDDING_MODEL | No | Embedding model. | text-embedding-3-small |
| BM25_TEXT_CONFIG | No | PostgreSQL text search configuration. | english |
| COSINE_THRESHOLD | No | Similarity threshold for vector search. | 0.2 |
| RAG_STORAGE_TYPE | No | Storage backend: postgres or local. | postgres |
| POSTGRES_DATABASE | No | PostgreSQL database name. | raganything |
| POSTGRES_PASSWORD | No | PostgreSQL password. | raganything |
| UVICORN_LOG_LEVEL | No | Uvicorn log level. | critical |
| BRICKS_API_BASE_URL | No | Bricks platform base URL. | https://analyse.bricks.co |
| BRICKS_BEARER_TOKEN | No | Bearer token for Bricks API authentication (list documents). | |
| OPEN_ROUTER_API_KEY | Yes | Required. OpenRouter API key for LLM access. | |
| OPEN_ROUTER_API_URL | No | OpenRouter base URL. | https://openrouter.ai/api/v1 |
| CLASSICAL_CHUNK_SIZE | No | Max characters per chunk for classical RAG. | 1000 |
| MAX_CONCURRENT_FILES | No | Concurrent file processing limit. | 1 |
| BRICKS_PUBLISH_DRY_RUN | No | When true, publish_section_version returns a payload preview. | true |
| CLASSICAL_TABLE_PREFIX | No | Prefix for PGVectorStore table names. | classical_rag_ |
| CLASSICAL_CHUNK_OVERLAP | No | Overlap characters between chunks. | 200 |
| ENABLE_IMAGE_PROCESSING | No | Process images during indexing. | true |
| ENABLE_TABLE_PROCESSING | No | Process tables during indexing. | true |
| CLASSICAL_LLM_TEMPERATURE | No | Temperature for LLM calls. | 0.0 |
| ENABLE_EQUATION_PROCESSING | No | Process equations during indexing. | true |
| CLASSICAL_RELEVANCE_THRESHOLD | No | Minimum LLM judge score. | 5.0 |
| CLASSICAL_NUM_QUERY_VARIATIONS | No | Number of multi-query variations. | 3 |
Instructions
Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.
This server publishes no instructions, or was last inspected before Glama recorded them.
Capabilities
Server capabilities have not been inspected yet.
Tools
Functions exposed to the LLM to take actions
| Name | Description |
|---|---|
No tools | |
Prompts
Interactive templates invoked by user choice
| Name | Description |
|---|---|
No prompts | |
Resources
Contextual data attached and managed by the client
| Name | Description |
|---|---|
No resources | |
This server cannot be deployed
Maintenance
ActivitySlowing
ResponsivenessNo issues