AgentIndex icon
AgentIndex
knowledge-rag logo
knowledge-rag
★ 300
vs
yantrikdb-server logo
yantrikdb-server
★ 176

knowledge-rag vs yantrikdb-server

knowledge-rag: Knowledge RAG is a fully local, zero-cloud document retrieval system that lets Claude Code search your PDFs, markdown, code, and notebooks natively. It indexes up to 1800+ files in under 3 minutes, using hybrid search (BM25 + semantic vectors + cross-encoder reranking) via 12 MCP tools. Everything runs locally via ONNX, no Docker, Ollama, or API keys required.; yantrikdb-server: YantrikDB is a cognitive memory engine designed for AI agents that goes beyond vector databases by implementing forgetting, consolidation, and contradiction detection. It provides token-efficient recall, proactive triggers, and a comprehensive API for memory operations, making it suitable for persistent AI systems.

01

TL;DR

knowledge-rag logo
knowledge-ragRAG / Knowledge Base · ★ 300

Personal document retrieval and knowledge base for developers

Read knowledge-rag full review →
yantrikdb-server logo
yantrikdb-serverRAG / Knowledge Base · ★ 176

Running as a network server for distributed memory operations

Read yantrikdb-server full review →
02

Side-by-Side Comparison

Field
knowledge-rag logoknowledge-rag
yantrikdb-server logoyantrikdb-server
Category
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 300
★ 176
License
MIT
AGPL-3.0
Install Command
pip install knowledge-rag
pip install yantrikdb
Updated
1w ago
1w ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
bm25, chromadb, claude
agent-memory, ai-agents, anthropic
03

Features

knowledge-rag logoknowledge-rag
01Hybrid Search with BM25 + semantic vectors + cross-encoder reranking
02Optional GPU acceleration for 5-10x faster indexing
0320 format parsers (MD, PDF, DOCX, code, etc.)
04YAML configuration with domain-specific presets
0512 MCP tools for full CRUD, search, and evaluation
yantrikdb-server logoyantrikdb-server
01Forgetting with configurable half-life decay
02Consolidation of similar memories into canonical ones
03Contradiction detection across memories
04Multi-signal scoring (recency, importance, similarity, graph proximity)
05Proactive triggers and derived personality from memory patterns
04

Use Cases

knowledge-rag logoknowledge-rag
↳Personal document retrieval and knowledge base for developers
↳Security research document indexing and querying
↳Offline documentation assistant for sensitive environments
yantrikdb-server logoyantrikdb-server
↳Running as a network server for distributed memory operations
↳Serving as an MCP server for AI agents (Claude Code, Cursor, Windsurf)
↳Embedding as a library in Python or Rust applications
FAQ

FAQ

What is the difference between knowledge-rag and yantrikdb-server?
Both knowledge-rag and yantrikdb-server are in the RAG / Knowledge Base category. knowledge-rag has 300 stars, while yantrikdb-server has 176 stars.
Which is better, knowledge-rag or yantrikdb-server?
The best choice depends on your use case. Choose knowledge-rag if Personal document retrieval and knowledge base for developers, and yantrikdb-server if Running as a network server for distributed memory operations.
Is knowledge-rag free or open source?
Yes, knowledge-rag is open source on GitHub (MIT).
Is yantrikdb-server free or open source?
Yes, yantrikdb-server is open source on GitHub (AGPL-3.0).
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