AI Agents
Research Paper Reading Agent
The agent walks you through a paper section by section and builds a glossary
Intermediate16h1–2
MarkItDownRAGLLM
17/20NGO Grant Application Agent
The agent drafts grant applications from your past reports and the funder's criteria.
Intermediate18h1–3 people18/20 fit
Build NGO Grant Application Agent for small ngos and community groups in ~18h with 1–3 people. Stack: RAG + LLM + MarkItDown + Next.js.
Why it wins: High social impact with solid RAG engineering.
Build flow
01 · Problem
Small NGOs miss funding because writing tailored applications takes weeks.
02 · Solution
Index past reports, parse the funder's call, map criteria to evidence and draft each section with citations to the NGO's own documents.
03 · Build
- 1Convert documents
- 2Extract funder criteria
- 3Retrieve evidence per criterion
- 4Draft sections
04 · Demo
Upload a sample call for proposals and show a drafted section with citations.
MVP checklist
- Criteria extraction
- Evidence mapping
- Section drafts
- Citations
Tech stack
| Tech | Role | |
|---|---|---|
| RAG | Retrieval over your docs | AI |
| LLM | Language model | AI |
| MarkItDown | Docs to Markdown for LLMs | Tool |
| Next.js | Frontend + API routes | Web |
Reference repos
Open-source projects you can build on. Links checked 2026-10-31.
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