Retrieval Augmentation Projects

Research & Knowledge Management Public

ragflow

RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs

MCP Tools Knowledge Base Q&A Retrieval Augmentation

Security Review & Permission Governance Public

Docker-OSX

Run macOS VM in a Docker! Run near native OSX-KVM in Docker! X11 Forwarding! CI/CD for OS X Security Research! Docker mac Containers.

Research & Knowledge Management Public

llama_index

LlamaIndex is the leading document agent and OCR platform

Research & Knowledge Management Public

LightRAG

[EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"

Data Analysis & Investment Research Public

Vane

Vane is an AI-powered answering engine.

Software Development & Delivery Public

dspy

DSPy: The framework for programming—not prompting—language models

Research & Knowledge Management Public

graphrag

A modular graph-based Retrieval-Augmented Generation (RAG) system

Agent SDK and Runtime Public

composio

Agent SDK project for checking tool calls, state, handoffs, traces, evaluation, and permission boundaries.

Agent SDKTool callsHandoffs

Vector Retrieval and RAG Public

chroma

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

gpt-researcher

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

qmd

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

opendataloader-pdf

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Observability and Evaluation Public

deepeval

Observability and evaluation project for turning logs, quality metrics, drift, or experiment results into reviewable signals.

ObservabilityEvaluationQuality metrics

MCP Tool Integration Public

headroom

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Data Analysis & Investment Research Public

deeplake

Deeplake is AI Data Runtime for Agents. It provides serverless postgres with a multimodal datalake, enabling scalable retrieval and training.

Vector Retrieval and RAG Public

deep-searcher

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Self-hosted AI Workspace Public

R2R

Self-hosted LLM web UI covering Docker deployment, auth, model backends, OAI/Ollama endpoints, and reverse proxy checks.

Self-hosted LLMDocker deploymentModel backends

Vector Retrieval and RAG Public

Verba

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

airweave

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Tool Connections & Integrations Public

LaVague

Large Action Model framework to develop AI Web Agents

Research & Knowledge Management Public

minisearch

Tiny and powerful JavaScript full-text search engine for browser and Node

Vector Retrieval and RAG Public

pgai

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

exa-mcp-server

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

infinity

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Tool Connections & Integrations Public

yacy_search_server

Distributed Peer-to-Peer Web Search Engine and Intranet Search Appliance

Research & Knowledge Management Public

tinysearch

🔍 Tiny, full-text search engine for static websites built with Rust and Wasm

MCP Tool Integration Public

notebooklm-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Research & Knowledge Management Public

Jets.js

Native CSS search engine

Vector Retrieval and RAG Public

trieve

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

google_workspace_mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Self-hosted AI Workspace Public

deep-research-web-ui

Self-hosted LLM web UI covering Docker deployment, auth, model backends, OAI/Ollama endpoints, and reverse proxy checks.

Self-hosted LLMDocker deploymentModel backends

Vector Retrieval and RAG Public

yt-fts

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

bm25s

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Research & Knowledge Management Public

ragbuilder

A toolkit to create optimal Production-readyRetrieval Augmented Generation(RAG) setup for your data

MCP Tool Integration Public

degoog

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

korvus

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Vector Retrieval and RAG Public

qdrant-client

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

Research & Knowledge Management Public

Lite & Super-fast re-ranking for your search & retrieval pipelines. Supports SoTA Listwise and Pairwise reranking based on LLMs and cross-encoders and more. Created by Prithivi Da, open for PRs & Collaborations.

Vector Retrieval and RAG Public

zoteus

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

Grok_Search_Mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Research & Knowledge Management Public

grainulation

The grainulation ecosystem. Structured research, decision-making, and knowledge management for AI agents.

Vector Retrieval and RAG Public

tela

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

webintel-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

toolregistry-hub

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

loadout

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

codebeam

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

context7

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

firecrawl-mcp-server

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

Localbrain

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

scrapingdog-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Vector Retrieval and RAG Public

searchlane

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddings

MCP Tool Integration Public

serpdive-mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

MCP Tool Integration Public

web_search_mcp

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configuration

Software Development & Delivery Public

world-model-optimizer

World Model Optimizer