research-add

Upload research paper PDFs into MemRAG and verify wiki ingestion output.

18|6|Updated Apr 1, 2026
One-click install
npx skills add https://github.com/minh2004pd/chatbotfullpipeline --skill research-add-minh2004pd
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: research-add
Source: https://github.com/minh2004pd/chatbotfullpipeline/tree/main/.claude/skills/research-add
Command: npx skills add https://github.com/minh2004pd/chatbotfullpipeline --skill research-add-minh2004pd

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Onboards new research papers into MemRAG by coordinating upload, wiki ingestion, and output verification.

Core Features & Use Cases

  • Prepare the paper: capture title and PDF URL or local path.
  • Upload via API: submit the PDF and obtain a document_id for tracking.
  • Wait for wiki ingestion: monitor the async ingestion task and allow time for processing.
  • Verify wiki output: confirm new summary pages, entity pages, and updated index/logs.
  • Test agent response: query the agent about the paper and check wiki usage in responses.
  • Troubleshoot: if ingestion fails, check environment configurations and server logs for clues.

Quick Start

Upload the paper PDF and follow the guided steps to verify wiki ingestion.

Frequently Asked Questions about research-add

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I onboard new research papers into MemRAG?

You onboard research papers into MemRAG by coordinating PDF upload via API, waiting for the asynchronous wiki ingestion task to finish, and verifying the generated summary and entity pages.

What is wiki ingestion for a research knowledge base?

Wiki ingestion for a research knowledge base is the asynchronous process that processes uploaded PDFs into new summary pages, entity pages, and updated index logs for agent retrieval.

How do I verify a document upload was successfully ingested?

You verify document upload and ingestion by checking log or debug endpoints for updated indexes, confirming new wiki summary pages exist, and querying the agent to check wiki usage.

Can I use MemRAG to process PDFs of varying lengths and metadata?

Yes, the onboarding process scales to research papers of varying length and metadata, guiding users through title capture, PDF upload, ingestion monitoring, and post-ingestion verification.

Why does wiki ingestion fail when uploading a PDF?

Wiki ingestion fails during PDF upload typically due to environment configuration issues; check server logs and debug endpoints to find clues and troubleshoot the asynchronous processing failure.

Do I need an upload API to add documents to a research wiki?

Yes, an upload API is required to submit the PDF and obtain a tracking document_id, which is necessary for monitoring the asynchronous wiki ingestion task and verifying the output.