OPEN SOURCE: CONTEXTCLUE GRAPH BUILDER
Turn Messy Documents into Structured Knowledge Graphs with Open Source
Convert static PDFs, reports, and tables into connected, queryable data that powers search, insights, and RAG-enabled AI assistants—all with a simple Python + FastAPI setup.
How It Works?
Extract
Pull tables, text, and entities from PDFs and docs
Structure
Configure headers, entities, and relationships to fit your domain
Query & Integrate
Serve via FastAPI or Docker; plug into apps, pipelines, or RAG systems
Why Choose ContextClue’s Graph Builder?
Make data useful
Convert static PDFs into structured, queryable data.
Find answers faster
Connect entities and relationships for instant context.
Power AI safely
Ground chatbots and RAG on verifiable company knowledge.
Scale with confidence
Open-source, API-first, and easy to integrate.
Deploy anywhere
Local dev, Docker, or embed inside your stack.
What Makes It Different?
Built for teams who need more than basic text processing—real structure, real relationships, real results.
”Structure
Build entity-relationship graphs, not brittle embeddings.
Open & extensible
Python/Poetry + FastAPI; Docker-ready.
Built for RAG
Clean graph outputs make grounding and citations straightforward.
Business-ready
Roadmap for persistence, visualization, and vector/graph DBs.
Who Benefits from Graph Builder?
Data/AI teams
Build knowledge graphs, enable semantic search, and feed RAG.
Engineering & Ops
Map systems, manuals, and specs to accelerate troubleshooting.
Business Teams
Compare products, summarize reports, and generate insights on demand.
Start Building with ContextClue Graph Builder
Open-source, API-first, and free to use. Install it today and turn your documents into knowledge graphs that scale.
How Teams Are Using Graph Builder?
Industrial & Engineering
Digital twin navigation; link components, specs, and procedures.
Maintenance & Field Ops (MRO)
Turn manuals and logs into a diagnostic knowledge base.
Analytics & BI
Summarize documents, generate reports, and query data conversationally.
Product & Catalog Intelligence
Extract specs from PDFs for comparison and enrichment.
Compliance & Legal
Structure policies and regulations for auditing and Q&A.