让智能体从网址或本地文件导入文档,存入 Qdrant 向量库并做语义检索。
Setup
Choose your client, copy the config, then fill in any required environment variables.
claude mcp add rag-docs --env EMBEDDING_PROVIDER='<EMBEDDING_PROVIDER>' --env OLLAMA_URL='<OLLAMA_URL>' --env OPENAI_API_KEY='<OPENAI_API_KEY>' --env QDRANT_URL='<QDRANT_URL>' -- node C:/Users/YOUR_USERNAME/AppData/Roaming/npm/node_modules/@qpd-v/mcp-server-ragdocs/build/index.js~/.codex/config.toml
[mcp_servers.rag-docs]
command = "node"
args = ["C:/Users/YOUR_USERNAME/AppData/Roaming/npm/node_modules/@qpd-v/mcp-server-ragdocs/build/index.js"]
env = { EMBEDDING_PROVIDER = "<EMBEDDING_PROVIDER>", OLLAMA_URL = "<OLLAMA_URL>", OPENAI_API_KEY = "<OPENAI_API_KEY>", QDRANT_URL = "<QDRANT_URL>" }
# codex mcp add rag-docs --env EMBEDDING_PROVIDER='<EMBEDDING_PROVIDER>' --env OLLAMA_URL='<OLLAMA_URL>' --env OPENAI_API_KEY='<OPENAI_API_KEY>' --env QDRANT_URL='<QDRANT_URL>' -- node C:/Users/YOUR_USERNAME/AppData/Roaming/npm/node_modules/@qpd-v/mcp-server-ragdocs/build/index.js~/.cursor/mcp.json
{
"mcpServers": {
"rag-docs": {
"command": "node",
"args": [
"C:/Users/YOUR_USERNAME/AppData/Roaming/npm/node_modules/@qpd-v/mcp-server-ragdocs/build/index.js"
],
"env": {
"EMBEDDING_PROVIDER": "<EMBEDDING_PROVIDER>",
"OLLAMA_URL": "<OLLAMA_URL>",
"OPENAI_API_KEY": "<OPENAI_API_KEY>",
"QDRANT_URL": "<QDRANT_URL>"
}
}
}
}.vscode/mcp.json
{
"servers": {
"rag-docs": {
"type": "stdio",
"command": "node",
"args": [
"C:/Users/YOUR_USERNAME/AppData/Roaming/npm/node_modules/@qpd-v/mcp-server-ragdocs/build/index.js"
],
"env": {
"EMBEDDING_PROVIDER": "<EMBEDDING_PROVIDER>",
"OLLAMA_URL": "<OLLAMA_URL>",
"OPENAI_API_KEY": "<OPENAI_API_KEY>",
"QDRANT_URL": "<QDRANT_URL>"
}
}
}
}~/.gemini/settings.json
{
"mcpServers": {
"rag-docs": {
"command": "node",
"args": [
"C:/Users/YOUR_USERNAME/AppData/Roaming/npm/node_modules/@qpd-v/mcp-server-ragdocs/build/index.js"
],
"env": {
"EMBEDDING_PROVIDER": "<EMBEDDING_PROVIDER>",
"OLLAMA_URL": "<OLLAMA_URL>",
"OPENAI_API_KEY": "<OPENAI_API_KEY>",
"QDRANT_URL": "<QDRANT_URL>"
}
}
}
}claude_desktop_config.json
{
"mcpServers": {
"rag-docs": {
"command": "node",
"args": [
"C:/Users/YOUR_USERNAME/AppData/Roaming/npm/node_modules/@qpd-v/mcp-server-ragdocs/build/index.js"
],
"env": {
"EMBEDDING_PROVIDER": "<EMBEDDING_PROVIDER>",
"OLLAMA_URL": "<OLLAMA_URL>",
"OPENAI_API_KEY": "<OPENAI_API_KEY>",
"QDRANT_URL": "<QDRANT_URL>"
}
}
}
}.trae/mcp.json
{
"mcpServers": {
"rag-docs": {
"command": "node",
"args": [
"C:/Users/YOUR_USERNAME/AppData/Roaming/npm/node_modules/@qpd-v/mcp-server-ragdocs/build/index.js"
],
"env": {
"EMBEDDING_PROVIDER": "<EMBEDDING_PROVIDER>",
"OLLAMA_URL": "<OLLAMA_URL>",
"OPENAI_API_KEY": "<OPENAI_API_KEY>",
"QDRANT_URL": "<QDRANT_URL>"
}
}
}
}Environment variables
EMBEDDING_PROVIDEROLLAMA_URLOPENAI_API_KEYQDRANT_URL
Replace the placeholders with your own credentials and keep them out of version control.