qpd-v-mcp-ragdocs
by qpdv
A Model Context Protocol (MCP) server for semantic search and retrieval of documentation using a vector database (Qdrant). It supports adding documentation from URLs or local files and searching through them using natural language queries.
Tools
Parameters
node Configuration 1
| Parameter | Description |
|---|---|
| QDRANT_URL* | URL of your Qdrant instance |
| EMBEDDING_PROVIDER* | Choose between 'ollama' (default) or 'openai' |
| OLLAMA_URL* | URL of your Ollama instance |
node Configuration 2
| Parameter | Description |
|---|---|
| QDRANT_URL* | URL of your Qdrant instance |
| EMBEDDING_PROVIDER* | Choose between 'ollama' (default) or 'openai' |
| OPENAI_API_KEY* | Your OpenAI API key |
node Configuration 3
| Parameter | Description |
|---|---|
| QDRANT_URL* | URL of your Qdrant instance |
| EMBEDDING_PROVIDER* | Choose between 'ollama' (default) or 'openai' |
| OLLAMA_URL* | URL of your Ollama instance |
C:\Program Files\nodejs\node.exe Configuration 4
| Parameter | Description |
|---|---|
| QDRANT_URL* | URL of your Qdrant instance |
| EMBEDDING_PROVIDER* | Choose between 'ollama' (default) or 'openai' |
| OLLAMA_URL* | URL of your Ollama instance |
C:\Program Files\nodejs\node.exe Configuration 5
| Parameter | Description |
|---|---|
| QDRANT_URL* | URL of your Qdrant instance |
| EMBEDDING_PROVIDER* | Choose between 'ollama' (default) or 'openai' |
| OPENAI_API_KEY* | Your OpenAI API key |
/usr/local/bin/node Configuration 6
| Parameter | Description |
|---|---|
| QDRANT_URL* | URL of your Qdrant instance |
| EMBEDDING_PROVIDER* | Choose between 'ollama' (default) or 'openai' |
| OLLAMA_URL* | URL of your Ollama instance |
node Configuration 7
| Parameter | Description |
|---|---|
| QDRANT_URL* | URL of your Qdrant instance |
| QDRANT_API_KEY* | Your Qdrant Cloud API key |
| EMBEDDING_PROVIDER* | Choose between 'ollama' (default) or 'openai' |
| OLLAMA_URL* | URL of your Ollama instance |
node Configuration 8
| Parameter | Description |
|---|---|
| QDRANT_URL* | URL of your Qdrant instance |
| QDRANT_API_KEY* | Your Qdrant Cloud API key |
| EMBEDDING_PROVIDER* | Choose between 'ollama' (default) or 'openai' |
| OPENAI_API_KEY* | Your OpenAI API key |