2501Pr0ject

2501Pr0ject/RAGnarok-AI

Local-first RAG evaluation framework for LLM applications. 100% local, no API keys required.

2 stars 1 forks 2 watchers Python GNU Affero General Public License v3.0
ai evaluation langchain llm local-first ollama python rag retrieval-augmented-generation testing
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4 Open Issues Need Help Last updated: Jan 26, 2026

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FAISS adapter 9 days ago

AI Summary: This issue proposes adding a FAISS vector store adapter to enable fast, pure local vector search using a file-based index. The adapter will implement the `VectorStoreProtocol`, support index persistence, various index types (Flat, IVF, HNSW), batch operations, and memory-mapped indexes for large datasets. It's considered a good first issue, leveraging existing patterns from other adapters.

Complexity: 2/5
enhancement good first issue adapter
2501Pr0ject/RAGnarok-AI
2

Local-first RAG evaluation framework for LLM applications. 100% local, no API keys required.

Python
#ai#evaluation#langchain#llm#local-first#ollama#python#rag#retrieval-augmented-generation#testing
Custom RAG adapter 10 days ago
enhancement good first issue adapter
2501Pr0ject/RAGnarok-AI
2

Local-first RAG evaluation framework for LLM applications. 100% local, no API keys required.

Python
#ai#evaluation#langchain#llm#local-first#ollama#python#rag#retrieval-augmented-generation#testing
Qdrant vector store adapter 10 days ago
enhancement good first issue adapter
2501Pr0ject/RAGnarok-AI
2

Local-first RAG evaluation framework for LLM applications. 100% local, no API keys required.

Python
#ai#evaluation#langchain#llm#local-first#ollama#python#rag#retrieval-augmented-generation#testing
HTML report with drill-down 10 days ago
enhancement help wanted reporter
2501Pr0ject/RAGnarok-AI
2

Local-first RAG evaluation framework for LLM applications. 100% local, no API keys required.

Python
#ai#evaluation#langchain#llm#local-first#ollama#python#rag#retrieval-augmented-generation#testing