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GyanKosh Open Knowledge Archive

Open Academic Research Repository & Semantic Citation Engine

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Project Snapshot
Client

GyanKosh Open Knowledge Archive

Industry

Education

Location

New Delhi, Delhi

Service Type

Open Academic Research Repository & Semantic Citation Engine

Status

Delivered

Revisions Used

2 Rounds

Stack:Next.jsTypesensePython FastAPITailwind CSSPostgreSQL

The Challenge

Indian university researchers and graduate students struggled to discover open-access regional dissertations and digitized scientific manuscripts across fragmented university websites.

Engagement Origin

How We Started

Designed for speed and accessibility: search queries return relevant thesis chapters in under 35 milliseconds with high-contrast text rendering on 4G networks.

Key Requirements

Sub-50ms typo-tolerant full-text search across 120,000+ academic papers and manuscripts
Automated multi-format citation generator (BibTeX, APA, IEEE, MLA, Harvard)
High-speed chunked PDF streaming with mobile thumbnail previews
OAI-PMH metadata harvesting compliance for global library catalog integration

What We Delivered

Deliverable 1

Semantic academic search portal

Deliverable 2

Fast PDF viewer with section bookmarking

Deliverable 3

Instant citation generator module

Deliverable 4

University thesis submission and peer-review ingestion pipeline

Engineering Timeline

1

Typesense Search Cluster

Indexed 120,000 dissertation abstracts and full text into high-speed memory.

2

Citation Formatting Engine

Authored compliant citation parsers for all major scientific bibliographic standards.

3

Optimized PDF Streamer

Engineered byte-range request streaming allowing instant viewing of 500-page theses.

4

Open Access Interop

Configured OAI-PMH XML endpoints for Google Scholar and WorldCat crawling.

Refinement & Launch Handover

Client Sign-Off & Knowledge Transfer

Completed in 2 structured revision rounds. What was handed over:

  • Kubernetes deployment on cloud cluster with automated index backups
  • Chief Librarian catalog administration manual
  • University thesis batch ingestion script
Real Production Outcome
  • Over 120,000 Indian dissertations and research papers indexed and publicly accessible.
  • Average search query response time maintained at 32 milliseconds.
  • 28,000+ researchers and students rely on GyanKosh every month for academic references.