Web Data Extraction
Public
firecrawl
Web data extraction project for checking crawl boundaries, permissions, structured output, and recovery behavior.
Web crawlingStructured extractionPermission boundaries
Tag preview
Knowledge Base Q&A
144 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
MCP Tool Integration
Public
Scrapling
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
MCPTool callingHost configuration
Data and AI Pipeline
Public
pathway
Data and AI pipeline project for checking inputs, outputs, state, latency, recovery, and deployment boundaries.
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.
Vector databaseRAGEmbeddings
Research & Knowledge Management
Public
llama_index
LlamaIndex is the leading document agent and OCR platform
Vector Retrieval and RAG
Public
milvus
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
Vector databaseRAGEmbeddings
Developer Workflow
Public
siyuan
Developer workflow project for checking task state, code/agent collaboration, permissions, and delivery boundaries.
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.
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.
Research & Knowledge Management
Public
LightRAG
[EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"
Research & Knowledge Management
Public
graphrag
A modular graph-based Retrieval-Augmented Generation (RAG) system
MCP Tool Integration
Public
continue
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
qdrant
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
Vector databaseRAGEmbeddings
MCP Tool Integration
Public
codebase-memory-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
smolagents
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
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.
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.
MCPTool callingHost configuration
Tool Connections & Integrations
Public
kestra
Event Driven Orchestration & Scheduling Platform for Mission Critical Applications
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
MCP Tool Integration
Public
kotaemon
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
haystack
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
Vector databaseRAGEmbeddings
MCP Tool Integration
Public
serena
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
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.
Agent SDK and Runtime
Public
promptfoo
Agent SDK project for checking tool calls, state, handoffs, traces, evaluation, and permission boundaries.
Agent SDKTool callsHandoffs
Software Development & Delivery
Public
apollo-client
The industry-leading GraphQL client for TypeScript, JavaScript, React, Vue, Angular, and more. Apollo Client delivers powerful caching, intuitive APIs, and comprehensive developer tools to accelerate your app development.
Self-hosted AI Workspace
Public
opik
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
cognee
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
Vector databaseRAGEmbeddings
LLM Application Framework
Public
langchainjs
LLM application framework for checking model, prompt, tool, retrieval, and chain integration boundaries.
LLM appsRAGTool calling
Vector Retrieval and RAG
Public
weaviate
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
Vector databaseRAGEmbeddings
Agent SDK and Runtime
Public
RagaAI-Catalyst
Agent SDK project for checking tool calls, state, handoffs, traces, evaluation, and permission boundaries.
Agent SDKTool callsHandoffs
Vector Retrieval and RAG
Public
memvid
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
Vector databaseRAGEmbeddings
Software Development & Delivery
Public
floci
Light, fluffy, and always free - The AWS Local Emulator alternative
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.
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.
Generative UIFrontend agentsReact
Tool Connections & Integrations
Public
outlines
Structured Outputs
Software Development & Delivery
Public
memU
From workspace to agent memory
Vector Retrieval and RAG
Public
zvec
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
Vector databaseRAGEmbeddings
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
Software Development & Delivery
Public
reader
Convert any URL to an LLM-friendly input with a simple prefix https://r.jina.ai/
MCP Tool Integration
Public
humanlayer
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
MCPTool callingHost configuration
Tool Connections & Integrations
Public
PocketFlow
Pocket Flow: 100-line LLM framework. Let Agents build Agents!
Software Development & Delivery
Public
cocoindex
Incremental engine for long horizon agents 🌟 Star if you like it!
Observability and Evaluation
Public
phoenix
Observability and evaluation project for turning logs, quality metrics, drift, or experiment results into reviewable signals.
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
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.
Research & Knowledge Management
Public
paper-qa
High accuracy RAG for answering questions from scientific documents with citations
MCP Tool Integration
Public
PraisonAI
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
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
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
UltraRAG
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
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.
MCPTool callingHost configuration
Research & Knowledge Management
Public
ragapp
The easiest way to use Agentic RAG in any enterprise
Vector Retrieval and RAG
Public
rocketride-server
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
Vector databaseRAGEmbeddings
Vector Retrieval and RAG
Public
cozo
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
Vector databaseRAGEmbeddings
Tool Connections & Integrations
Public
nano-graphrag
A simple, easy-to-hack GraphRAG implementation
Software Development & Delivery
Public
LazyLLM
Easiest and laziest way for building multi-agent LLMs applications.
Vector Retrieval and RAG
Public
basic-memory
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
Vector databaseRAGEmbeddings
Agent SDK and Runtime
Public
MemMachine
Agent SDK project for checking tool calls, state, handoffs, traces, evaluation, and permission boundaries.
Agent SDKTool callsHandoffs
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.
Tool Connections & Integrations
Public
EvoAgentX
🚀 EvoAgentX: Building a Self-Evolving Ecosystem of AI Agents
Vector Retrieval and RAG
Public
prompttools
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
Vector databaseRAGEmbeddings
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
MCP Tool Integration
Public
memobase
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
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.
Vector Retrieval and RAG
Public
trieve
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
Vector databaseRAGEmbeddings
Research & Knowledge Management
Public
OpenKB
OpenKB: Open LLM Knowledge Base
MCP Tool Integration
Public
edgequake
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
MCPTool callingHost configuration
Research & Knowledge Management
Public
MiniRAG
[ACL2026] "MiniRAG: Making RAG Simpler with Small and Open-Sourced Language Models"
MCP Tool Integration
Public
webclaw
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
dsRAG
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
Vector databaseRAGEmbeddings
Research & Knowledge Management
Public
ragbuilder
A toolkit to create optimal Production-readyRetrieval Augmented Generation(RAG) setup for your data
LLM Application Framework
Public
langmem
LLM application framework for checking model, prompt, tool, retrieval, and chain integration boundaries.
LLM appsRAGTool calling
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
hyperDB
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
Vector databaseRAGEmbeddings
Tool Connections & Integrations
Public
semantica
Semantica 🧠 • Build AI systems that can explain, trace, and justify every decision. Knowledge graphs, context graphs, reasoning engines, provenance, and governance for production AI.
Software Development & Delivery
Public
ragflow-plus
ragflow-plus is a Doramagic preview pack compiled from public project evidence and validation signals.
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
RAGxplorer
Open-source tool to visualise your RAG 🔮
Vector Retrieval and RAG
Public
neo4j-graphrag-python
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
Vector databaseRAGEmbeddings
MCP Tool Integration
Public
arkon
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
opencode-mem
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
Vector databaseRAGEmbeddings
Research & Knowledge Management
Public
autollm
Ship RAG based LLM web apps in seconds.
Research & Knowledge Management
Public
FlashRank
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
lantern
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
Vector databaseRAGEmbeddings
MCP Tool Integration
Public
cavemem
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
MCPTool callingHost configuration
Agent SDK and Runtime
Public
agent-memory
Agent SDK project for checking tool calls, state, handoffs, traces, evaluation, and permission boundaries.
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.
MCP Tool Integration
Public
remnic
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
MCPTool callingHost configuration
MCP Tool Integration
Public
model-compose
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
MCPTool callingHost configuration
MCP Tool Integration
Public
zettelforge
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
MCPTool callingHost configuration
MCP Tool Integration
Public
yantrikdb
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
MCPTool callingHost configuration
MCP Tool Integration
Public
reporecall
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
MCPTool callingHost configuration
MCP Tool Integration
Public
karajan-code
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
MCPTool callingHost configuration
Software Development & Delivery
Public
filecoin-pin
Filecoin Pin
MCP Tool Integration
Public
memforge
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
MCPTool callingHost configuration
MCP Tool Integration
Public
kimetsu
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
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.
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.
MCPTool callingHost configuration
MCP Tool Integration
Public
aionforge-memory
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
MCPTool callingHost configuration
MCP Tool Integration
Public
omni-ai-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
unforgit
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
MCPTool callingHost configuration
MCP Tool Integration
Public
nano-brain
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
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.
MCPTool callingHost configuration
MCP Tool Integration
Public
cerebro-code-memory
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
Agent SDK and Runtime
Public
agentassay
Agent SDK project for checking tool calls, state, handoffs, traces, evaluation, and permission boundaries.
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.
MCPTool callingHost configuration
MCP Tool Integration
Public
create-vkm-kit
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
MCPTool callingHost configuration
MCP Tool Integration
Public
argus
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
CodeAtlas
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
Vector databaseRAGEmbeddings
Vector Retrieval and RAG
Public
depthfusion
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
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.
MCPTool callingHost configuration
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
Vector Retrieval and RAG
Public
claude-memory-kit
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
Vector databaseRAGEmbeddings
Vector Retrieval and RAG
Public
context-vault
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
Vector databaseRAGEmbeddings
MCP Tool Integration
Public
datoon
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
MCPTool callingHost configuration
MCP Tool Integration
Public
purmemo-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
skills-tree
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
Vector Retrieval and RAG
Public
ai-mind-map
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
Vector databaseRAGEmbeddings
MCP Tool Integration
Public
ai-orchestrator
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
MCPTool callingHost configuration
MCP Tool Integration
Public
atlas-cms
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
MCPTool callingHost configuration
MCP Tool Integration
Public
hebbrix-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
knitbrain
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
local-memory-mcp
Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.
Vector databaseRAGEmbeddings
Research & Knowledge Management
Public
neurostack
Index and search Markdown vaults as knowledge graphs to provide AI agents with persistent, structured long-term memory across sessions.
MCP Tool Integration
Public
remembug-cli
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
MARK-SDK
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
MCPTool callingHost configuration
MCP Tool Integration
Public
MnemoQ
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
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.
MCPTool callingHost configuration
MCP Tool Integration
Public
peon-mem
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
MCPTool callingHost configuration
Research & Knowledge Management
Public
pxpipe
**Cut Claude Code's input tokens by rendering bulky context as images — the same system prompt, tool docs, and history, in a fraction of the tokens.**
MCP Tool Integration
Public
saglitzdesign-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
second-brain-joplin
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
MCP Tool Integration
Public
xurgo-atlas
MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.
MCPTool callingHost configuration