PinRAG
JSON →Cited RAG MCP: PDFs, GitHub, YouTube, Discord exports, local files, one shared index.
Install
pip install 'pinrag[vision]'`). Tools · 6
- add_document_tool Add a document to the RAG index
- query_tool Query the RAG index with support for document_id, tag, document_type, PDF page_min/page_max, and response_style (thorough or concise) filtering
- list_documents_tool List all indexed documents
- remove_document_tool Remove a document from the index
- set_document_tag_tool Set a tag on a document
- list_collections_tool List all collections
Environment variables
OPENROUTER_API_KEYGITHUB_TOKENPINRAG_WEB_RATE_LIMIT_PER_HOSTPINRAG_YT_PROXY_HTTP_URLPINRAG_YT_PROXY_HTTPS_URLOPENAI_API_KEYANTHROPIC_API_KEYOPENROUTER_APP_URLOPENAI_BASE_URLCEREBRAS_API_KEYPINRAG_CEREBRAS_BASE_URLLANGSMITH_API_KEY
Links
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