darkzard05/rag-system-ollama — IdeaCred

Advanced local-first RAG system powered by Ollama and LangGraph. Optimized for high-performance sLLM orchestration featuring adaptive intent routing, semantic chunking, intelligent hybrid search (FAISS + BM25), and real-time thought streaming. Includes integrated PDF analysis and secure vector caching.

What's novel

Advanced local-first RAG system powered by Ollama and LangGraph. Optimized for high-performance sLLM orchestration featuring adaptive intent routing, semantic chunking, intelligent hybrid search (FAISS + BM25), and real-time thought streaming. Includes integrated PDF analysis and secure vector caching.

Score Breakdown

Innovation

3 (25%)

Craft

68 (35%)

Traction

9 (15%)

Scope

71 (25%)

Signal breakdown

Innovation

Not Fork+1

Code Novelty+0

Unique Niche+1

Concept Novelty+1

Craft

Ci+5

Tests+8

Polish+1

Releases+0

Has License+5

Code Quality+12

Readme Quality+15

Recent Activity+7

Structure Quality+5

Commit Consistency+5

Has Dependency Mgmt+5

Traction

Forks+0

Stars+6

Hn Points+0

Watchers+3

Early Traction+0

Devto Reactions+0

Community Contribs+0

Scope

Commits+8

Languages+5

Subsystems+13

Bloat Penalty+0

Completeness+7

Contributors+5

Authored Files+15

Readme Code Match+3

Architecture Depth+7

Implementation Depth+8

Evidence

Commits

225

Contributors

1

Files

388

Active weeks

36

TestsCI/CDREADMELicenseContributing

Repository

Language

Python

Stars

3

Forks

0

License

MIT