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Tag preview

Evaluation Suite

58 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 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
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
Software Development & Delivery Public

prettier

Prettier is an opinionated code formatter.

prettier/prettier
Tool Connections & Integrations Public

FastChat

An open platform for training, serving, and evaluating large language models. Release repo for Vicuna and Chatbot Arena.

lm-sys/FastChat
Research & Knowledge Management Public

LightRAG

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

HKUDS/LightRAG
Software Development & Delivery Public

dspy

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

stanfordnlp/dspy
Research & Knowledge Management Public

graphrag

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

microsoft/graphrag
LLM Application Framework Public

langgraph

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

langchain-ai/langgraph
LLM appsRAGTool calling
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
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
MCP Tool Integration Public

adk-python

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

google/adk-python
MCPTool callingHost configuration
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
Agent SDK and Runtime Public

pydantic-ai

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

pydantic/pydantic-ai
Agent SDKTool callsHandoffs
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
Observability and Evaluation Public

deepeval

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

confident-ai/deepeval
ObservabilityEvaluationQuality metrics
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
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
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
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
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
Security Review & Permission Governance Public

bandit

Bandit is a tool designed to find common security issues in Python code.

PyCQA/bandit
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
Observability and Evaluation Public

evidently

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

evidentlyai/evidently
ObservabilityEvaluationQuality metrics
Research & Knowledge Management Public

feast

The Open Source Feature Store for AI/ML

feast-dev/feast
Tool Connections & Integrations Public

LaVague

Large Action Model framework to develop AI Web Agents

lavague-ai/LaVague
MCP Tool Integration Public

XcodeBuildMCP

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

getsentry/XcodeBuildMCP
MCPTool callingHost configuration
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
MCP Tool Integration Public

zep

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

getzep/zep
MCPTool callingHost configuration
Vector Retrieval and RAG Public

infinity

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

infiniflow/infinity
Vector databaseRAGEmbeddings
Research & Knowledge Management Public

agenta

The open-source LLMOps platform: prompt playground, prompt management, LLM evaluation, and LLM observability all in one place.

Agenta-AI/agenta
Tool Connections & Integrations Public

nano-graphrag

A simple, easy-to-hack GraphRAG implementation

gusye1234/nano-graphrag
Tool Connections & Integrations Public

EvoAgentX

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

EvoAgentX/EvoAgentX
Software Development & Delivery Public

OSWorld

[NeurIPS 2024] OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments

xlang-ai/OSWorld
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
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
MCP Tool Integration Public

bm25s

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

xhluca/bm25s
MCPTool callingHost configuration
Software Development & Delivery Public

kernels

Build compute kernels and load them from the Hub.

huggingface/kernels
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
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
MCP Tool Integration Public

Midas

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

vornicx/Midas
MCPTool callingHost configuration
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

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
MCP Tool Integration Public

Causal-Memory-Layer

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

safal207/Causal-Memory-Layer
MCPTool callingHost configuration
browser-automation Public

browser-agent-driver

LLM-driven browser automation with wallet extension testing. Accessibility tree + optional vision.

tangle-network/browser-agent-driver
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
MCP Tool Integration Public

oh-no-my-claudecode

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

adaline-ankit/oh-no-my-claudecode
MCPTool callingHost configuration
MCP Tool Integration Public

sanook-cli

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

Sir-chawakorn/sanook-cli
MCPTool callingHost configuration
LLM Application Framework Public

langgraphjs

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

langchain-ai/langgraphjs
LLM appsRAGTool calling
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
Software Development & Delivery Public

stagehand

An AI web browsing framework focused on simplicity and extensibility.

browserbase/stagehand
Vector Retrieval and RAG Public

valis-cli

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

Todmy/valis-cli
Vector databaseRAGEmbeddings