Indexes documentation and retrieves it by vector search, with embeddings from Ollama or OpenAI.
接入配置
选择客户端,复制配置,再按项目文档补齐环境变量。
claude mcp add rag-docs-sanderkooger --env EMBEDDINGS_PROVIDER='<EMBEDDINGS_PROVIDER>' --env OLLAMA_BASE_URL='<OLLAMA_BASE_URL>' --env OPENAI_API_KEY='<OPENAI_API_KEY>' --env QDRANT_API_KEY='<QDRANT_API_KEY>' --env QDRANT_URL='<QDRANT_URL>' -- npx -y @sanderkooger/mcp-server-ragdocs~/.codex/config.toml
[mcp_servers.rag-docs-sanderkooger]
command = "npx"
args = ["-y", "@sanderkooger/mcp-server-ragdocs"]
env = { EMBEDDINGS_PROVIDER = "<EMBEDDINGS_PROVIDER>", OLLAMA_BASE_URL = "<OLLAMA_BASE_URL>", OPENAI_API_KEY = "<OPENAI_API_KEY>", QDRANT_API_KEY = "<QDRANT_API_KEY>", QDRANT_URL = "<QDRANT_URL>" }
# codex mcp add rag-docs-sanderkooger --env EMBEDDINGS_PROVIDER='<EMBEDDINGS_PROVIDER>' --env OLLAMA_BASE_URL='<OLLAMA_BASE_URL>' --env OPENAI_API_KEY='<OPENAI_API_KEY>' --env QDRANT_API_KEY='<QDRANT_API_KEY>' --env QDRANT_URL='<QDRANT_URL>' -- npx -y @sanderkooger/mcp-server-ragdocs~/.cursor/mcp.json
{
"mcpServers": {
"rag-docs-sanderkooger": {
"command": "npx",
"args": [
"-y",
"@sanderkooger/mcp-server-ragdocs"
],
"env": {
"EMBEDDINGS_PROVIDER": "<EMBEDDINGS_PROVIDER>",
"OLLAMA_BASE_URL": "<OLLAMA_BASE_URL>",
"OPENAI_API_KEY": "<OPENAI_API_KEY>",
"QDRANT_API_KEY": "<QDRANT_API_KEY>",
"QDRANT_URL": "<QDRANT_URL>"
}
}
}
}.vscode/mcp.json
{
"servers": {
"rag-docs-sanderkooger": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@sanderkooger/mcp-server-ragdocs"
],
"env": {
"EMBEDDINGS_PROVIDER": "<EMBEDDINGS_PROVIDER>",
"OLLAMA_BASE_URL": "<OLLAMA_BASE_URL>",
"OPENAI_API_KEY": "<OPENAI_API_KEY>",
"QDRANT_API_KEY": "<QDRANT_API_KEY>",
"QDRANT_URL": "<QDRANT_URL>"
}
}
}
}~/.gemini/settings.json
{
"mcpServers": {
"rag-docs-sanderkooger": {
"command": "npx",
"args": [
"-y",
"@sanderkooger/mcp-server-ragdocs"
],
"env": {
"EMBEDDINGS_PROVIDER": "<EMBEDDINGS_PROVIDER>",
"OLLAMA_BASE_URL": "<OLLAMA_BASE_URL>",
"OPENAI_API_KEY": "<OPENAI_API_KEY>",
"QDRANT_API_KEY": "<QDRANT_API_KEY>",
"QDRANT_URL": "<QDRANT_URL>"
}
}
}
}claude_desktop_config.json
{
"mcpServers": {
"rag-docs-sanderkooger": {
"command": "npx",
"args": [
"-y",
"@sanderkooger/mcp-server-ragdocs"
],
"env": {
"EMBEDDINGS_PROVIDER": "<EMBEDDINGS_PROVIDER>",
"OLLAMA_BASE_URL": "<OLLAMA_BASE_URL>",
"OPENAI_API_KEY": "<OPENAI_API_KEY>",
"QDRANT_API_KEY": "<QDRANT_API_KEY>",
"QDRANT_URL": "<QDRANT_URL>"
}
}
}
}.trae/mcp.json
{
"mcpServers": {
"rag-docs-sanderkooger": {
"command": "npx",
"args": [
"-y",
"@sanderkooger/mcp-server-ragdocs"
],
"env": {
"EMBEDDINGS_PROVIDER": "<EMBEDDINGS_PROVIDER>",
"OLLAMA_BASE_URL": "<OLLAMA_BASE_URL>",
"OPENAI_API_KEY": "<OPENAI_API_KEY>",
"QDRANT_API_KEY": "<QDRANT_API_KEY>",
"QDRANT_URL": "<QDRANT_URL>"
}
}
}
}需要的环境变量
EMBEDDINGS_PROVIDEROLLAMA_BASE_URLOPENAI_API_KEYQDRANT_API_KEYQDRANT_URL
把占位值换成你自己的密钥;不要把密钥提交到代码仓库。