Tool Connections & Integrations

MCP Tool Integration Public

markitdown

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

MCPTool callingHost configuration

Tool Connections & Integrations Public

FastChat

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

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

Agent SDK and Runtime Public

composio

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

Agent SDKTool callsHandoffs

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

Vector Retrieval and RAG Public

supermemory

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

Vector databaseRAGEmbeddings

Tool Connections & Integrations Public

kestra

Event Driven Orchestration & Scheduling Platform for Mission Critical Applications

MCP Tool Integration Public

agentscope

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

fastmcp

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

Data pipelineAI workflowState management

MCP Tool Integration Public

crush

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

MCPTool callingHost configuration

Tool Connections & Integrations Public

MaxKB

MaxKB is a Doramagic preview pack compiled from public project evidence and validation signals.

Observability and Evaluation Public

deepeval

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

ObservabilityEvaluationQuality metrics

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

MCP Tool Integration Public

typescript-sdk

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

MCPTool callingHost configuration

Tool Connections & Integrations Public

reaction

Project has been discontinued ////// Mailchimp Open Commerce is an API-first, headless commerce platform built using Node.js, React, GraphQL. Deployed via Docker and Kubernetes.

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

MCP Tool Integration Public

fastapi_mcp

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!

MCP Tool Integration Public

mcp-use

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

kreuzberg

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

Vector databaseRAGEmbeddings

MCP Tool Integration Public

mcp-agent

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

MCPTool callingHost configuration

Tool Connections & Integrations Public

agent-squad

Flexible and powerful framework for managing multiple AI agents and handling complex conversations

Tool Connections & Integrations Public

steel-browser

🔥 Open Source Browser API for AI Agents & Apps. Steel Browser is a batteries-included browser sandbox that lets you automate the web without worrying about infrastructure.

Tool Connections & Integrations Public

LaVague

Large Action Model framework to develop AI Web Agents

Data and AI Pipeline Public

marvin

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

Data pipelineAI workflowState management

MCP Tool Integration Public

XcodeBuildMCP

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

agents

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

Agent SDKTool callsHandoffs

Tool Connections & Integrations Public

RouteLLM

A framework for serving and evaluating LLM routers - save LLM costs without compromising quality

MCP Tool Integration Public

solace-agent-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

notion-mcp-server

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

MCPTool callingHost configuration

MCP Tool Integration Public

gptme

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

MCPTool callingHost configuration

MCP Tool Integration Public

spec-workflow-mcp

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

MCPTool callingHost configuration

Tool Connections & Integrations Public

yacy_search_server

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

MCP Tool Integration Public

excel-mcp-server

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

MCPTool callingHost configuration

Tool Connections & Integrations Public

nano-graphrag

A simple, easy-to-hack GraphRAG implementation

MCP Tool Integration Public

CodeGraphContext

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

MCPTool callingHost configuration

Developer Workflow Public

dagu

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

Developer workflowTask boardAgent collaboration

MCP Tool Integration Public

SimpleMem

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

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

Tool Connections & Integrations Public

EvoAgentX

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

Tool Connections & Integrations Public

fastembed

Fast, Accurate, Lightweight Python library to make State of the Art Embedding

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

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

MCP Tool Integration Public

mcp-proxy

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

MCPTool callingHost configuration

MCP Tool Integration Public

Claude-Code-Everything-You-Need-to-Know

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

MCPTool callingHost configuration

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

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

LLM Application Framework Public

langmem

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

LLM appsRAGTool calling

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.

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

MCP Tool Integration Public

pipenet

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

MCPTool callingHost configuration

MCP Tool Integration Public

metaharness

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

MCPTool callingHost configuration

MCP Tool Integration Public

agent-opfor

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

agent-memory-server

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

Vector databaseRAGEmbeddings

MCP Tool Integration Public

paper-search-mcp-nodejs

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-server

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

MCPTool callingHost configuration

MCP Tool Integration Public

mem0-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

lighthouse-mcp-server

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

MCPTool callingHost configuration

MCP Tool Integration Public

agent-workspace-linux

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

olostep-mcp-server

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

MCPTool callingHost configuration

MCP Tool Integration Public

docker-claudebox

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

MCPTool callingHost configuration

MCP Tool Integration Public

sync-worktrees

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

MCPTool callingHost configuration

MCP Tool Integration Public

MCP-Platform

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

MCPTool callingHost configuration

MCP Tool Integration Public

continuum

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

MCPTool callingHost configuration

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

mcp-memory-server

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

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.

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

wet-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

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

memorycrystal

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

MCPTool callingHost configuration

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

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

bastra-recall

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

MCP Tool Integration Public

fabric-dw-mcp-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

tela

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

Vector databaseRAGEmbeddings

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

Supersurf

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

MCPTool callingHost configuration

MCP Tool Integration Public

claude-plugins-validation

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

inspeximus

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

Vector databaseRAGEmbeddings

MCP Tool Integration Public

memtomem-stm

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

MCPTool callingHost configuration

MCP Tool Integration Public

precis-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

Veracium

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

MCP Tool Integration Public

nucleus-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

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

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

mcp-agent-portal

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

MCPTool callingHost configuration

MCP Tool Integration Public

presentation-md

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

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

web-search-plus-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

agentchat-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

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

context-keeper

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

MCPTool callingHost configuration

MCP Tool Integration Public

copilot-sync

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

MCPTool callingHost configuration

MCP Tool Integration Public

cpp-quick-start-mcp

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

MCPTool callingHost configuration

Tool Connections & Integrations Public

grok-faf-voice

Python SDK that gives xAI Grok Voice agents persistent memory across sessions, devices, and models. LiveKit-enabled. MIT licensed.

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

MCP Tool Integration Public

mnemo

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

MCPTool callingHost configuration

MCP Tool Integration Public

redis-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

a2a-dm

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

MCPTool callingHost configuration

MCP Tool Integration Public

add-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

aegisdb

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

MCPTool callingHost configuration

MCP Tool Integration Public

agentsmd-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

ai-dememory

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

MCPTool callingHost configuration

MCP Tool Integration Public

anamnesis

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

MCPTool callingHost configuration

MCP Tool Integration Public

chrome-devtools-axi

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

MCPTool callingHost configuration

Tool Connections & Integrations Public

claude-code-toolkit

Bootstrap projects with a production-ready Claude Code workflow in one command. Templates for .NET, Java, Python, Rust+Tauri, MAUI, or any language.

MCP Tool Integration Public

clawskills

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

design-context-bridge

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

MCP Tool Integration Public

gnosem

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

MCPTool callingHost configuration

MCP Tool Integration Public

handoff-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

Kira

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

MCPTool callingHost configuration

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

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

mcptail

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

MCPTool callingHost configuration

MCP Tool Integration Public

mentedb-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

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

scrapingdog-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

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

thorondor

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

valis-cli

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

Vector databaseRAGEmbeddings

MCP Tool Integration Public

verel

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

MCPTool callingHost configuration

MCP Tool Integration Public

verifiable-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

visionaire-engine

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

MCP Tool Integration Public

willow-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

xurgo-atlas

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

MCPTool callingHost configuration