RAG-Anything MCP Server
Server Configuration
Describes the environment variables required to run the server.
| Name | Required | Description | Default |
|---|---|---|---|
| NEO4J_URI | No | Neo4j URI (default: bolt://localhost:7687). | bolt://localhost:7687 |
| MILVUS_URI | No | Milvus URI (default: rag_storage/milvus_lite.db). | rag_storage/milvus_lite.db |
| WORKING_DIR | No | Directory for RAG-Anything working files (no default, must be set). | |
| MINERU_TABLE | No | Enable table detection in MinerU (default: false). | false |
| MILVUS_DB_NAME | No | Milvus database name (default: empty). | |
| MINERU_API_KEY | No | API key for MinerU API (required when MINERU_EXECUTION_MODE=api). | |
| MINERU_FORMULA | No | Enable formula detection in MinerU (default: false). | false |
| NEO4J_DATABASE | No | Neo4j database name (default: neo4j). | neo4j |
| NEO4J_PASSWORD | No | Neo4j password (required when using Neo4JStorage). | |
| NEO4J_USERNAME | No | Neo4j username (default: neo4j). | neo4j |
| PARSER_BACKEND | No | MinerU parser backend (default: pipeline). | pipeline |
| NEO4J_WORKSPACE | No | Neo4j workspace name (default: raganything). | raganything |
| MILVUS_INDEX_TYPE | No | Milvus index type (default: AUTOINDEX). | AUTOINDEX |
| MILVUS_METRIC_TYPE | No | Milvus metric type (default: COSINE). | COSINE |
| EMBEDDING_BATCH_NUM | No | Number of items to embed in one batch (default: 4). | 4 |
| JOB_TIMEOUT_SECONDS | No | Overall timeout for a background job in seconds (default: 3600). | 3600 |
| MINERU_API_BASE_URL | No | Base URL for MinerU API (default: https://mineru.net). | https://mineru.net |
| MINERU_EXECUTION_MODE | No | MinerU execution mode: local or api (default: local). | local |
| MODEL_DOWNLOAD_POLICY | No | Model download policy: auto, never, or require-ready (default: auto). | auto |
| LIGHTRAG_GRAPH_STORAGE | No | Graph storage backend for LightRAG (default: NetworkXStorage). | NetworkXStorage |
| PARSER_TIMEOUT_SECONDS | No | Timeout in seconds for parsing a file (default: 120). | 120 |
| LIGHTRAG_VECTOR_STORAGE | No | Vector storage backend for LightRAG (default: NanoVectorDBStorage). | NanoVectorDBStorage |
| EMBEDDING_FUNC_MAX_ASYNC | No | Maximum number of concurrent embedding requests (default: 2). | 2 |
| EMBEDDING_TIMEOUT_SECONDS | No | Timeout for embedding requests in seconds (default: 180). | 180 |
| MINERU_API_TIMEOUT_SECONDS | No | Timeout for MinerU API requests in seconds (default: 1800). | 1800 |
| MULTIMODAL_TIMEOUT_SECONDS | No | Timeout for multimodal postprocessing in seconds (default: empty, meaning no limit). | |
| TEXT_INGEST_TIMEOUT_SECONDS | No | Timeout in seconds for text ingestion phase (default: 1800). | 1800 |
| MODEL_DOWNLOAD_TIMEOUT_SECONDS | No | Timeout in seconds for model downloads (default: 1800). | 1800 |
| MINERU_API_POLL_INTERVAL_SECONDS | No | Polling interval in seconds for MinerU API (default: 5). | 5 |
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 | |
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