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Tool Integration

109 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
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
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
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

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
Vector Retrieval and RAG Public

txtai

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

neuml/txtai
Vector databaseRAGEmbeddings
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
Developer Workflow Public

encore

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

encoredev/encore
Developer workflowTask boardAgent collaboration
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
MCP Tool Integration Public

mcp-agent

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

lastmile-ai/mcp-agent
MCPTool callingHost configuration
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

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

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
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

CodeGraphContext

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

CodeGraphContext/CodeGraphContext
MCPTool callingHost configuration
Developer Workflow Public

dagu

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

dagucloud/dagu
Developer workflowTask boardAgent collaboration
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
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

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

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

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

agent-opfor

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

KeyValueSoftwareSystems/agent-opfor
MCPTool callingHost configuration
MCP Tool Integration Public

Reversecore_MCP

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

sjkim1127/Reversecore_MCP
MCPTool callingHost configuration
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.

Dianel555/paper-search-mcp-nodejs
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.

yantrikos/yantrikdb-server
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.

pinkpixel-dev/mem0-mcp
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.

danielsogl/lighthouse-mcp-server
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

EGC

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

Fmarzochi/EGC
MCPTool callingHost configuration
Software Development & Delivery Public

qualixar-os

Qualixar OS: The Universal OS for AI Agents. Claw-compatible. 12 topologies, Forge AI team designer, 24-tab dashboard, skill marketplace. PAPER: https://arxiv.org/abs/2604.06392

qualixar/qualixar-os
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
Vector Retrieval and RAG Public

mnemonic

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

danielmarbach/mnemonic
Vector databaseRAGEmbeddings
MCP Tool Integration Public

olostep-mcp-server

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

olostep/olostep-mcp-server
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
Personal Workspace Public

localharness

An open-source, model-agnostic agent harness for local LLMs. Define agents in YAML (tools, memory, deny-first permissions) and run them against any OpenAI-compatible endpoint: vLLM, Ollama, LM Studio, or llama.cpp.

ahwurm/localharness
Personal Workspace Public

TITAN

Building TITAN — the open-source AI operating system for trusted autonomous work: agents, tools, memory, approvals, receipts, voice, mission control, and SOMA. npm i -g titan-agent

Djtony707/TITAN
Vector Retrieval and RAG Public

zoteus

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

oscardvs/zoteus
Vector databaseRAGEmbeddings
MCP Tool Integration Public

sync-worktrees

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

yordan-kanchelov/sync-worktrees
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

mcp-memory-server

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

mnemoverse/mcp-memory-server
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

langsmith-cli

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

gigaverse-app/langsmith-cli
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
MCP Tool Integration Public

Grok_Search_Mcp

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

MapleMapleCat/Grok_Search_Mcp
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.

sdebruyn/fabric-dw-mcp-cli
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
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
MCP Tool Integration Public

Supersurf

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

LiquidBuiltIt/Supersurf
MCPTool callingHost configuration
Vector Retrieval and RAG Public

inspeximus

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

DanceNitra/inspeximus
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.

memtomem/memtomem-stm
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.

veracium-ai/Veracium
MCPTool callingHost configuration
MCP Tool Integration Public

daedalus

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

bgill55/daedalus
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-session-continuity-mcp

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

leesgit/claude-session-continuity-mcp
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

memgrep

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

darula-hpp/memgrep
Vector databaseRAGEmbeddings
MCP Tool Integration Public

presentation-md

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

isatimur/presentation-md
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.

robbyczgw-cla/web-search-plus-mcp
MCPTool callingHost configuration
MCP Tool Integration Public

ai-agentic-mcpscan

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

IRsoctierDT/ai-agentic-mcpscan
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.

jarmstrong158/context-keeper
MCPTool callingHost configuration
Vector Retrieval and RAG Public

contextforge-mcp

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

alfredoizdev/contextforge-mcp
Vector databaseRAGEmbeddings
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

hunch

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

davesheffer/hunch
MCPTool callingHost configuration
MCP Tool Integration Public

loadout

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

sukoji/loadout
MCPTool callingHost configuration
Vector Retrieval and RAG Public

memrust

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

AIAnytime/memrust
Vector databaseRAGEmbeddings
MCP Tool Integration Public

mnemo

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

DanceNitra/mnemo
MCPTool callingHost configuration
MCP Tool Integration Public

mnemon

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

nousergon/mnemon
MCPTool callingHost configuration
MCP Tool Integration Public

pulse

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

zbs-gg/pulse
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.

YawLabs/redis-mcp
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

a2a-dm

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

shichuanqiong/a2a-dm
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

agentsmd-memory

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

jryom/agentsmd-memory
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.

GonzaloTorreras/ai-dememory
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.

kunchenguid/chrome-devtools-axi
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.

dagonet/claude-code-toolkit
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

codebeam

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

clement-tourriere/codebeam
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.

upstash/context7
MCPTool callingHost configuration
MCP Tool Integration Public

cortex-mono

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

Craigtut/cortex-mono
MCPTool callingHost configuration
MCP Tool Integration Public

eling-agent

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

PatrickNoFilter/eling-agent
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
MCP Tool Integration Public

gnosem

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

gnosem/gnosem
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.

alphaelements/handoff-mcp
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.

aibenyclaude-coder/Kira
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

mcp

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

open-and-async/mcp
MCPTool callingHost configuration
MCP Tool Integration Public

mcp-config-audit

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

jiru-labs/mcp-config-audit
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.

Neal006/mcptail
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.

nambok/mentedb-mcp
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

scrapingdog-mcp

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

0pen1/scrapingdog-mcp
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.

serpdive/serpdive-mcp
MCPTool callingHost configuration
MCP Tool Integration Public

shapelex

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

AldoDior/shapelex
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

verifiable-memory-mcp

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

TemporalDynamics/verifiable-memory-mcp
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.

mi60dev/visionaire-engine
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.

jimmytbc/web_search_mcp
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.

rudi193-cmd/willow-mcp
MCPTool callingHost configuration