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We verified this MCP by observing its actual behavior — tool calls, network activity, and side effects.
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Google Ads MCP
by google-marketing-solutions
Enables LLMs to interact with Google Ads accounts via tools like list_accounts and search_stream, using a standardized Model Context Protocol integration.
google-marketing-solutions/google_ads_mcp_server
Bitbucket MCP Server
by dmtr
Enables interaction with Bitbucket repositories through the Model Context Protocol, supporting code search, repository management, branch creation, pull requests, and more.
dmtr/bitbucket_mcp
Personal Finance AI MCP
by csoai-org
Personal Finance AI - MCP server providing AI-powered tools and automation by MEOK AI Labs
CSOAI-ORG/personal-finance-ai-mcp
Trivia By Api Ninjas MCP Server
by bach-ai-tools
An MCP server that enables users to retrieve trivia questions and answers across various categories through the API-Ninjas Trivia API. It supports customizable result limits and filtering by categories like science, history, and entertainment.
BACH-AI-Tools/bachai-trivia-by-api-ninjas
notebooklm-mcp
by gracelee087
An unofficial MCP server for Google NotebookLM that enables users to manage notebooks, add sources, ask questions with citations, and generate audio podcasts via a Playwright-based automation layer.
gracelee087/notebooklm-mcp-lisa
mcp-agent
by haohao-end
A modular Python framework implementing the Model Context Protocol (MCP). It features a standardized client-server architecture over StdIO, integrating LLMs with external tools, real-time weather data fetching, and an advanced RAG (Retrieval-Augmented Generation) system.
Haohao-end/mcp-agent
ProxyBase MCP
by proxybasehq
Give AI Agents Residential SOCKS5 Passports to Bypass Bot Defenses.
proxybasehq/proxybase-mcp
MCP Lab
by lpferreira33
This repository contains a modular setup for experimenting with MCP in Python. It includes both a server and a client, as well as reusable tool modules.
LPFerreira33/mcp-lab
mcp-bauplan
by marcoeg
A minimalist MCP server for interacting with Bauplan data tables and executing SQL queries against Iceberg tables stored in S3. It enables users to list tables, retrieve schemas, and run SELECT queries using standard MCP transports.
marcoeg/mcp-bauplan
pyramid-mcp
by cartaorobbin
Exposes Pyramid web application endpoints as Model Context Protocol (MCP) tools, enabling AI assistants to interact with Pyramid apps via natural language.
cartaorobbin/pyramid-mcp
Neo4j YASS MCP
by hdjebar
Production-ready MCP server for Neo4j graph databases, enabling natural language to Cypher query translation with enterprise security and async performance.
hdjebar/neo4j-yass-mcp
Wind MCP
by qmqsun
Provides AI assistants with direct access to Wind Financial Terminal data, including market data, fundamentals, screening, macro economics, and portfolio management through 23 tools and a resource.
QmQsun/Wind-MCP
vsphere-mcp
by fukui-yuto
MCP server for VMware vSphere/vCenter operations, enabling natural language control of VMs, hosts, and infrastructure.
fukui-yuto/vsphere-mcp
tm-mcp
by trafficmorph-gif
Enables AI assistants to interact with TrafficMorph for load-testing and CI-failure triage, including run management, profile lifecycle, and domain verification through natural language.
trafficmorph-gif/tm-mcp
ignition-mcp-server
by nodeblue-ai
The first AI-powered development tool for Ignition SCADA — an MCP server that lets any AI agent read, understand, and interact with your Ignition projects and gateways.
Nodeblue-AI/ignition-mcp-server
SOMA
by giskard09
Agent marketplace with human concierge. Submit service requests in natural language, get quoted in sats, pay via Lightning Network. 3 MCP tools: submit_request, check_status, list_services.
giskard09/soma
hospital-vuln-scanner-mcp
by 12211725-star
A real security scanning MCP server for medical information systems, supporting port scanning, vulnerability detection, medical system identification, and compliance report generation.
12211725-star/hospital-vuln-scanner-mcp
SyntaAI SAP Security MCP Server
by syntaai
Enables AI assistants to perform real-time SAP security audits and risk assessments by analyzing user roles, system parameters, and segregation of duties via RFC integration. It provides 17 specialized tools for monitoring security compliance and generating comprehensive audit reports directly from SAP systems.
SYNTAAI/sap-security-mcp
Meta Ads MCP Server
by mikdeangelis
Enables comprehensive management of Facebook and Instagram advertising campaigns via the Meta Marketing API, supporting campaign creation, targeting optimization, and budget management. It provides tools for detailed performance reporting and creative analysis, including insights into spend, ROI, and audience breakdowns.
mikdeangelis/mcp-meta-ads
knot
by raultov
Knot is a semantic and structural codebase indexer designed for AI coding agents and developers navigating large projects. It combines vector search and graph traversal to find code by meaning, analyze impact via reverse dependencies, and explore file architectures.
raultov/knot
Exasol MCP Server with Governed SQL option
by exasol-labs
Provides LLM access to Exasol database via MCP tools, including metadata reading and data queries, with an optional on-premise text-to-SQL (Governed SQL) translation.
exasol-labs/exasol-labs-text2sql-mcp-server
Ableton Live
by chaudepark
Provides real-time control and automation of Ableton Live through a dual-component architecture consisting of a Python Remote Script and external server that communicate via socket connections, enabling session management, MIDI clip operations, and browser integration for loading instruments and effects.
chaudepark/ableton-mcp
Suno-MCP
by merozemory
Enables music generation through Suno AI, providing tools for account authentication, prompt-based track creation, and automatic downloading of audio files. It facilitates seamless AI music production workflows within Claude Desktop via Playwright-driven browser automation.
MeroZemory/suno-multi-mcp
terminal-mcp
by koushikmaji31
An agent-capable MCP server with terminal access, filesystem control, and persistent memory. It includes sandboxing, access control, activity logging, and a file-backed memory store for context across conversations.
koushikmaji31/terminal-mcp-agent
vocab-mcp
by code-byte404
A vocabulary-bank MCP server that allows users to collect unfamiliar words, organize them into decks, review with spaced repetition, and enrich with definitions and pronunciation, all stored locally.
Code-byte404/vocab-mcp
BRVM MCP Server
by dilane-kamga
Enables AI agents to access live market data from the BRVM stock exchange, supporting queries on stock prices, indices, market summaries, and company information via the Model Context Protocol.
Dilane-Kamga/brvm-mcp-server
llamator-mcp-server
by romiconez
Enables automated LLM red teaming by submitting asynchronous test runs, retrieving aggregated metrics, and accessing artifacts.
RomiconEZ/llamator-mcp-server
imap-mcp-server
by vivier
Bridges an MCP-capable agent to an IMAP4 mailbox, enabling folder exploration, message search, retrieval, keyword management, PGP/MIME decryption, and draft creation.
vivier/imap-mcp-server
gdb_mcp
by airfloats
An MCP server that enables AI assistants to control GDB debugging sessions, including breakpoint management, thread analysis, and variable inspection, using the GDB/MI protocol.
airfloats/gdb_mcp
mcp-async-repl
by jnotsknab
Async Python REPL + Shell execution for MCP. Provides persistent state, background jobs, interactive input() bridging, and crash isolation in a single server.
jnotsknab/mcp-async-repl
forsale-mcp
by isaamthalhath07
Exposes Kuwait's 4Sale marketplace to LLM agents through 62 tools for searching listings, evaluating prices, detecting scams, and more, enabling live-data-driven answers.
isaamthalhath07/4sale-mcp
MeSH MCP
by msuicaut
Connects Claude to the U.S. National Library of Medicine MeSH APIs to search and retrieve medical authority data, descriptors, and qualifiers. It enables library and metadata staff to perform subject analysis and confirm terminology within an AI-assisted cataloging workflow.
msuicaut/mesh-mcp
FastMCP Novel Processing Tool
by imohuan
An MCP server for intelligent novel processing that enables precise token-based text segmentation and management of bulk rewriting tasks. It integrates with the Cursor editor to facilitate automated content transformation workflows and prompt management.
imohuan/novel-segmentation-mcp
KiCAD Schematic Manipulation MCP Server
by richard-luc
Enables AI tools to create, edit, and inspect KiCAD schematic files, including components, wires, labels, and sheets.
richard-luc/KiCAD-Schematic-Manipulation
monarch-mcp
by vargahis
Comprehensive Monarch Money integration with read and write support for accounts, transactions, budgets, cashflow, credit history, and more. Secure browser-based auth with tokens stored in the OS keychain. Installs in one click via .mcpb for Claude Desktop.
vargahis/monarch-mcp
ReaMCP
by danielkinahan
An MCP server that enables users to control and edit REAPER projects through a Python-based interface and a Lua bridge. It supports managing tracks, controlling transport, manipulating MIDI and audio items, and adjusting FX parameters within the digital audio workstation.
danielkinahan/ReaMCP
Mcp Rest Sample
by beaverhouse
Python sample code for MCP server + REST API (FastAPI) integration
BeaverHouse/mcp-rest-sample
File Organizer AI MCP
by csoai-org
File Organizer AI - MCP server providing AI-powered tools and automation by MEOK AI Labs
CSOAI-ORG/file-organizer-ai-mcp
SharkMCP
by spokeswomandodgecity658
Analyze network captures with natural language by connecting sharkd to LLMs via an MCP server.
Spokeswomandodgecity658/SharkMCP
local-code-mcp
by js190-prog
Safe local MCP server for Windows to list, read, search, patch, backup, and verify code files in allowed folders, with Git integration and dry-run diffs.
JS190-prog/local-code-mcp
Microsoft Entra MCP Server
by arunksingh16
A FastMCP server that provides AI assistants with access to Microsoft Entra (Azure AD) directory services. It enables LLMs to search for users, groups, and check memberships using the Microsoft Graph API.
arunksingh16/azure-entra-mcp
re-apktool
by heretek-re
MCP server for Android APK triage, providing tools to parse APK headers, list DEX classes, and decode AndroidManifest.xml using apktool or androguard backends.
Heretek-RE/re-apktool
frame-check-mcp
by clarethium
Enables structural framing analysis of documents, identifying perspectives, omissions, and reader positioning, with numerical claim verification against authoritative sources.
Clarethium/frame-check-mcp
Asana MCP Server
by jiayuuwang
A Type 4 OAuth MCP server for the Asana API, enabling AI assistants to manage workspaces, projects, tasks, comments, users, and teams.
JiayuuWang/asana-mcp
Barcode Hub
by yiivgeny
Enables barcode decoding from URLs, uploaded files, or raw bytes via HTTP and MCP, supporting formats like EAN13, QRCode, and DataMatrix.
Yiivgeny/barcode-hub
a2a-go
by theapemachine
a2a‑go is a reference Go implementation of the Agent‑to‑Agent (A2A) protocol by Google, including the proposed interoperability with the Model Context Protocol (MCP) from Anthropic.
TheApeMachine/a2a-go
coros-training-mcp
by dholliday3
Running-first MCP server for COROS that allows authoring, editing, and scheduling running workouts, plus accessing sleep, HRV, training load, and activity exports.
dholliday3/coros-training-mcp
Clinical Evidence
by alexandriashai
Aggregates clinical evidence from PubMed, ClinicalTrials.gov, and OpenFDA for biomedical literature search, trial queries, and drug information.
alexandriashai/mcp-clinical-evidence
Joblet MCP Server
by ehsaniara
Enables AI assistants to manage distributed computing jobs through the Joblet platform, supporting job orchestration, workflows, storage, networks, and monitoring.
ehsaniara/joblet-mcp-server
Json AI MCP
by csoai-org
Json AI - MCP server providing AI-powered tools and automation by MEOK AI Labs
CSOAI-ORG/json-ai-mcp
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