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Tag preview

Knowledge Base Q&A

92 preview 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

infiniflow/ragflow
MCP ToolsKnowledge Base Q&ARetrieval Augmentation
MCP Tool Integration Public

Scrapling

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

D4Vinci/Scrapling
MCPTool callingHost configuration
Data and AI Pipeline Public

pathway

Data and AI pipeline project for checking inputs, outputs, state, latency, recovery, and deployment boundaries.

pathwaycom/pathway
Data pipelineAI workflowState management
Vector Retrieval and RAG Public

ruflo

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

ruvnet/ruflo
Vector databaseRAGEmbeddings
Research & Knowledge Management Public

llama_index

LlamaIndex is the leading document agent and OCR platform

run-llama/llama_index
Vector Retrieval and RAG Public

milvus

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

milvus-io/milvus
Vector databaseRAGEmbeddings
Developer Workflow Public

siyuan

Developer workflow project for checking task state, code/agent collaboration, permissions, and delivery boundaries.

siyuan-note/siyuan
Developer workflowTask boardAgent collaboration
MCP Tool Integration Public

GitNexus

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

abhigyanpatwari/GitNexus
MCPTool callingHost configuration
Research & Knowledge Management Public

quivr

Opiniated RAG for integrating GenAI in your apps 🧠 Focus on your product rather than the RAG. Easy integration in existing products with customisation! Any LLM: GPT4, Groq, Llama. Any Vectorstore: PGVector, Faiss. Any Files. Anyway you want.

QuivrHQ/quivr
Research & Knowledge Management Public

LightRAG

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

HKUDS/LightRAG
Research & Knowledge Management Public

graphrag

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

microsoft/graphrag
MCP Tool Integration Public

continue

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

continuedev/continue
MCPTool callingHost configuration
Vector Retrieval and RAG Public

qdrant

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

qdrant/qdrant
Vector databaseRAGEmbeddings
MCP Tool Integration Public

smolagents

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

huggingface/smolagents
MCPTool callingHost configuration
MCP Tool Integration Public

gpt-researcher

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

assafelovic/gpt-researcher
MCPTool callingHost configuration
MCP Tool Integration Public

graphiti

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

getzep/graphiti
MCPTool callingHost configuration
Tool Connections & Integrations Public

kestra

Event Driven Orchestration & Scheduling Platform for Mission Critical Applications

kestra-io/kestra
Vector Retrieval and RAG Public

qmd

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

tobi/qmd
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.

opendataloader-project/opendataloader-pdf
MCPTool callingHost configuration
MCP Tool Integration Public

kotaemon

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

Cinnamon/kotaemon
MCPTool callingHost configuration
Vector Retrieval and RAG Public

haystack

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

deepset-ai/haystack
Vector databaseRAGEmbeddings
MCP Tool Integration Public

serena

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

oraios/serena
MCPTool callingHost configuration
Research & Knowledge Management Public

pandas-ai

Chat with your database or your datalake (SQL, CSV, parquet). PandasAI makes data analysis conversational using LLMs and RAG.

sinaptik-ai/pandas-ai
Agent SDK and Runtime Public

promptfoo

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

promptfoo/promptfoo
Agent SDKTool callsHandoffs
Self-hosted AI Workspace Public

opik

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

comet-ml/opik
Self-hosted LLMDocker deploymentModel backends
Vector Retrieval and RAG Public

cognee

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

topoteretes/cognee
Vector databaseRAGEmbeddings
LLM Application Framework Public

langchainjs

LLM application framework for checking model, prompt, tool, retrieval, and chain integration boundaries.

langchain-ai/langchainjs
LLM appsRAGTool calling
Vector Retrieval and RAG Public

weaviate

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

weaviate/weaviate
Vector databaseRAGEmbeddings
Agent SDK and Runtime Public

RagaAI-Catalyst

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

raga-ai-hub/RagaAI-Catalyst
Agent SDKTool callsHandoffs
Vector Retrieval and RAG Public

memvid

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

memvid/memvid
Vector databaseRAGEmbeddings
Personal Workspace Public

Memori

Memori is agent-native memory infrastructure. A LLM-agnostic layer that turns agent execution and conversation into structured, persistent state for production systems.

MemoriLabs/Memori
Frontend Agents and Generative UI Public

ragas

Frontend agent and generative UI project for checking React/Angular integration, app actions, UI state, and UX boundaries.

vibrantlabsai/ragas
Generative UIFrontend agentsReact
Tool Connections & Integrations Public

outlines

Structured Outputs

dottxt-ai/outlines
Software Development & Delivery Public

memU

From workspace to agent memory

NevaMind-AI/memU
Vector Retrieval and RAG Public

zvec

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

alibaba/zvec
Vector databaseRAGEmbeddings
MCP Tool Integration Public

headroom

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

chopratejas/headroom
MCPTool callingHost configuration
Software Development & Delivery Public

reader

Convert any URL to an LLM-friendly input with a simple prefix https://r.jina.ai/

jina-ai/reader
MCP Tool Integration Public

humanlayer

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

humanlayer/humanlayer
MCPTool callingHost configuration
Tool Connections & Integrations Public

PocketFlow

Pocket Flow: 100-line LLM framework. Let Agents build Agents!

The-Pocket/PocketFlow
Software Development & Delivery Public

cocoindex

Incremental engine for long horizon agents 🌟 Star if you like it!

cocoindex-io/cocoindex
Observability and Evaluation Public

phoenix

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

Arize-ai/phoenix
ObservabilityEvaluationQuality metrics
Software Development & Delivery Public

MemOS

Self-evolving memory OS for LLM & AI Agents: ultra-persistent memory, hybrid-retrieval, and cross-task skill reuse, with 35.24% token savings

MemTensor/MemOS
Research & Knowledge Management Public

paper-qa

High accuracy RAG for answering questions from scientific documents with citations

Future-House/paper-qa
MCP Tool Integration Public

PraisonAI

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

MervinPraison/PraisonAI
MCPTool callingHost configuration
Self-hosted AI Workspace Public

R2R

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

SciPhi-AI/R2R
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.

weaviate/Verba
Vector databaseRAGEmbeddings
Tool Connections & Integrations Public

LaVague

Large Action Model framework to develop AI Web Agents

lavague-ai/LaVague
Vector Retrieval and RAG Public

pgai

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

timescale/pgai
Vector databaseRAGEmbeddings
MCP Tool Integration Public

UltraRAG

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

OpenBMB/UltraRAG
MCPTool callingHost configuration
MCP Tool Integration Public

Kiln

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

Kiln-AI/Kiln
MCPTool callingHost configuration
Research & Knowledge Management Public

ragapp

The easiest way to use Agentic RAG in any enterprise

ragapp/ragapp
Vector Retrieval and RAG Public

rocketride-server

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

rocketride-org/rocketride-server
Vector databaseRAGEmbeddings
Vector Retrieval and RAG Public

cozo

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

cozodb/cozo
Vector databaseRAGEmbeddings
Tool Connections & Integrations Public

nano-graphrag

A simple, easy-to-hack GraphRAG implementation

gusye1234/nano-graphrag
Customer Communication & Team Operations Public

neo

Neo.mjs is a self-evolving software organism: a professional end-to-end AI engineering team whose cross-model swarm inhabits live apps via Neural Link, Active Hybrid GraphRAG, DreamService, and self-healing loops.

neomjs/neo
Tool Connections & Integrations Public

EvoAgentX

🚀 EvoAgentX: Building a Self-Evolving Ecosystem of AI Agents

EvoAgentX/EvoAgentX
Vector Retrieval and RAG Public

prompttools

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

hegelai/prompttools
Vector databaseRAGEmbeddings
Research & Knowledge Management Public

tinysearch

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

tinysearch/tinysearch
MCP Tool Integration Public

notebooklm-mcp

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

PleasePrompto/notebooklm-mcp
MCPTool callingHost configuration
MCP Tool Integration Public

memobase

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

memodb-io/memobase
MCPTool callingHost configuration
Data Analysis & Investment Research Public

seekdb

The AI-Native Search Database. Best for agent storage, it unifies vector, text, structured, and semi-structured data into a single engine. This all-in-one database makes agents smarter, easier to run, and more stable.

oceanbase/seekdb
Vector Retrieval and RAG Public

trieve

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

devflowinc/trieve
Vector databaseRAGEmbeddings
Research & Knowledge Management Public

OpenKB

OpenKB: Open LLM Knowledge Base

VectifyAI/OpenKB
MCP Tool Integration Public

edgequake

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

raphaelmansuy/edgequake
MCPTool callingHost configuration
Research & Knowledge Management Public

MiniRAG

[ACL2026] "MiniRAG: Making RAG Simpler with Small and Open-Sourced Language Models"

HKUDS/MiniRAG
MCP Tool Integration Public

webclaw

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

0xMassi/webclaw
MCPTool callingHost configuration
Vector Retrieval and RAG Public

dsRAG

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

D-Star-AI/dsRAG
Vector databaseRAGEmbeddings
LLM Application Framework Public

langmem

LLM application framework for checking model, prompt, tool, retrieval, and chain integration boundaries.

langchain-ai/langmem
LLM appsRAGTool calling
Vector Retrieval and RAG Public

qdrant-client

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

qdrant/qdrant-client
Vector databaseRAGEmbeddings
MCP Tool Integration Public

cavemem

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

JuliusBrussee/cavemem
MCPTool callingHost configuration
Agent SDK and Runtime Public

agent-memory

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

neo4j-labs/agent-memory
Agent SDKTool callsHandoffs
Security Review & Permission Governance Public

pydantic-ai-backend

File Storage & Sandbox Backends for Pydantic AI: console tools for file operations, Docker-isolated sandboxes for safe execution, and permission system with presets for access control. Enables secure multi-user handling and testing in agents via in-memory, local, or containerized storage.

vstorm-co/pydantic-ai-backend
MCP Tool Integration Public

remnic

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

joshuaswarren/remnic
MCPTool callingHost configuration
Software Development & Delivery Public

filecoin-pin

Filecoin Pin

filecoin-project/filecoin-pin
MCP Tool Integration Public

neuralmind

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

dfrostar/neuralmind
MCPTool callingHost configuration
MCP Tool Integration Public

yade-mcp

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

yusong652/yade-mcp
MCPTool callingHost configuration
MCP Tool Integration Public

nlm-memory

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

pbmagnet4/nlm-memory
MCPTool callingHost configuration
Agent SDK and Runtime Public

agentassay

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

qualixar/agentassay
Agent SDKTool callsHandoffs
MCP Tool Integration Public

coding-ethos

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

paudley/coding-ethos
MCPTool callingHost configuration
Vector Retrieval and RAG Public

CodeAtlas

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

AryanSaini26/CodeAtlas
Vector databaseRAGEmbeddings
MCP Tool Integration Public

kioku-mesh

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

h-wata/kioku-mesh
MCPTool callingHost configuration
Vector Retrieval and RAG Public

claude-memory-kit

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

LH8PPL/claude-memory-kit
Vector databaseRAGEmbeddings
MCP Tool Integration Public

toolregistry-hub

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

Oaklight/toolregistry-hub
MCPTool callingHost configuration
Vector Retrieval and RAG Public

ai-mind-map

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

shdra06/ai-mind-map
Vector databaseRAGEmbeddings
MCP Tool Integration Public

ai-omni-skills-mcp-retrieval

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

moatazhamada/ai-omni-skills-mcp-retrieval
MCPTool callingHost configuration
MCP Tool Integration Public

knitbrain

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

PDgit12/knitbrain
MCPTool callingHost configuration
Vector Retrieval and RAG Public

memex

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

nitekeeper/memex
Vector databaseRAGEmbeddings
MCP Tool Integration Public

mnemo

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

arttttt/mnemo
MCPTool callingHost configuration
MCP Tool Integration Public

open-knowledge

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

inkeep/open-knowledge
MCPTool callingHost configuration
MCP Tool Integration Public

xurgo-atlas

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

JasonCoate/xurgo-atlas
MCPTool callingHost configuration