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MCP Tools

74 preview projects.

Software Development & Delivery Public

gemini-cli

An open-source AI agent that brings the power of Gemini directly into your terminal.

google-gemini/gemini-cli
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
MCP Tool Integration Public

cline

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

cline/cline
MCPTool callingHost configuration
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

conductor

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

conductor-oss/conductor
Vector databaseRAGEmbeddings
Agent SDK and Runtime Public

composio

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

ComposioHQ/composio
Agent SDKTool callsHandoffs
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
Data and AI Pipeline Public

fastmcp

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

PrefectHQ/fastmcp
Data pipelineAI workflowState management
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

midscene

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

web-infra-dev/midscene
MCPTool callingHost configuration
MCP Tool Integration Public

typescript-sdk

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

modelcontextprotocol/typescript-sdk
MCPTool callingHost configuration
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
MCP Tool Integration Public

fastapi_mcp

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

tadata-org/fastapi_mcp
MCPTool callingHost configuration
MCP Tool Integration Public

mcp-use

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

mcp-use/mcp-use
MCPTool callingHost configuration
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
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
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
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

honcho

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

plastic-labs/honcho
MCPTool callingHost configuration
Agent SDK and Runtime Public

agents

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

cloudflare/agents
Agent SDKTool callsHandoffs
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

exa-mcp-server

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

exa-labs/exa-mcp-server
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.

makenotion/notion-mcp-server
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.

Pimzino/spec-workflow-mcp
MCPTool callingHost configuration
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
MCP Tool Integration Public

excel-mcp-server

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

haris-musa/excel-mcp-server
MCPTool callingHost configuration
MCP Tool Integration Public

Unity-MCP

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

IvanMurzak/Unity-MCP
MCPTool callingHost configuration
Tool Connections & Integrations Public

EvoAgentX

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

EvoAgentX/EvoAgentX
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

google_workspace_mcp

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

taylorwilsdon/google_workspace_mcp
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.

sparfenyuk/mcp-proxy
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
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
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
MCP Tool Integration Public

mem0-mcp

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

pinkpixel-dev/mem0-mcp
MCPTool callingHost configuration
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

sverklo

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

sverklo/sverklo
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.

agent-sh/agent-workspace-linux
MCPTool callingHost configuration
MCP Tool Integration Public

palinode

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

phasespace-labs/palinode
MCPTool callingHost configuration
MCP Tool Integration Public

slm-mesh

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

qualixar/slm-mesh
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.

Data-Everything/MCP-Platform
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.

nikhilkagita04/continuum
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

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
Developer Workflow Public

Velune-CLI

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

Surya-Hariharan/Velune-CLI
Developer workflowTask boardAgent collaboration
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

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
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
MCP Tool Integration Public

ms-365-admin-mcp-server

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

okapi-ca/ms-365-admin-mcp-server
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
MCP Tool Integration Public

nucleus-mcp

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

eidetic-works/nucleus-mcp
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

hecateq-openagent

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

hecateq/hecateq-openagent
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.

rnd-pro/mcp-agent-portal
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

copilot-sync

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

lvxiaoxin/copilot-sync
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.

m-velikov/cpp-quick-start-mcp
MCPTool callingHost configuration
MCP Tool Integration Public

decoy-scan

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

decoy-run/decoy-scan
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

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
MCP Tool Integration Public

add-mcp

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

neon-solutions/add-mcp
MCPTool callingHost configuration
MCP Tool Integration Public

clawskills

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

Shanksg/clawskills
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.

firecrawl/firecrawl-mcp-server
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
MCP Tool Integration Public

node804-mcp-toolkit

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

Node804/node804-mcp-toolkit
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
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
MCP Tool Integration Public

verel

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

amitpatole/verel
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