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We verified this MCP by observing its actual behavior — tool calls, network activity, and side effects.
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We inspected the source code and checked that its capabilities match what the tool descriptions claim.
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The author of the MCP submitted it and confirmed ownership. Pairs with behavior or code for full trust.
Each MCP can earn one, two, or all three tiers independently.
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infra-advisor-mcp
by c3-yang-song
Estimates GPU requirements, training/inference costs, and cloud-vs-on-prem TCO for AI workloads using deterministic calculators.
c3-yang-song/LLM-Infra-Advisor-MCP
simple-email-mcp
by mexican75
Enables users to manage email accounts via IMAP/SMTP, including reading, searching, sending emails with attachments and calendar invites, all through natural language interactions with MCP-compatible clients.
mexican75/simple-email-mcp
Photography AI MCP
by csoai-org
Photography AI - MCP server providing AI-powered tools and automation by MEOK AI Labs
CSOAI-ORG/photography-ai-mcp
mcp-project-context-server
by darkmatterproductions
A Python MCP server that gives LLMs persistent, searchable access to project context — documentation, architecture decisions, and session notes.
DarkMatterProductions/mcp-project-context-server
slack-mcp
by annyzhou
Enables comprehensive interaction with Slack workspaces, allowing users to manage channels, send messages, and search history. It supports managing reminders, pins, reactions, and user information through the Model Context Protocol.
annyzhou/slack-mcp
nwtools-mcp
by crims0n
Provides accurate IPv4 subnet and address tools for LLMs using Python's ipaddress library. Includes CIDR parsing, overlap detection, IP classification, and more.
crims0n/nwtools-mcp
oreilly-ai-agents
by sinanuozdemir
An introduction to the world of AI Agents
sinanuozdemir/oreilly-ai-agents
odigo-elastic-s2l-mcp
by rbeg1
Connects LLMs to Elasticsearch with a Semantic-to-Lexical layer that translates technical field names into business knowledge, enabling autonomous querying without hardcoded domain logic.
rbeg1/odigo-elastic-s2l-mcp
space-mcp-server
by aiagentkarl
MCP server providing AI agents with access to NASA and space/astronomy data including APOD, Mars rover photos, near-Earth asteroids, exoplanets, Earth imagery, natural events, and space weather.
AiAgentKarl/space-mcp-server
mcpx
by rmednitzer
A Model Context Protocol server for complete shell and SSH mastery, enabling command execution, interactive sessions, file transfer, and port forwarding with auditing and policy controls.
rmednitzer/relay-shell
Repo Interrogator
by taggedzi
A local-first MCP server that enables AI tools to safely inspect and search code repositories, providing indexing, deterministic BM25 search, code outlining, and context bundles without code modification.
taggedzi/Repo-Interrogator
freee MCP Server
by unson-llc
Enables Claude to interact with freee accounting software through OAuth 2.0 authentication, supporting operations like transaction creation, account management, receipt uploads, and financial statement retrieval.
Unson-LLC/freee-mcp
scraperapi-mcp-server
by scraperapi
A local MCP server that lets AI agents bypass bot detection, geo-restrictions, and JavaScript rendering challenges when scraping the web, backed by ScraperAPI's services
scraperapi/scraperapi-mcp
TcpSocketMCP
by spaceykasey
Enables AI models to interact directly with network services via raw TCP sockets, supporting multiple concurrent connections, buffering, and automated responses.
SpaceyKasey/TcpSocketMCP
mcp-server-convert
by demo112
A Model Context Protocol server that converts documents (PDF, DOCX, HTML, etc.) to Markdown, enabling AI agents to ingest and understand document content.
demo112/mcp-server-convert
FontLab MCP Server
by dithilli
Enables AI assistants to interact with FontLab for font design and manipulation, including querying font metadata, creating/modifying glyphs, applying transformations, and exporting fonts.
Dithilli/fontlab-mcp-server
DCI MCP Server
by redhat-community-ai-tools
MCP server for DCI API enabling AI models to extract and analyze DCI jobs, components, and topics, with integrations for Google Drive, Jira, GitHub, and Red Hat support cases.
redhat-community-ai-tools/dci-mcp-server
openmcp
by openmcp-pro
Enables AI agents to automate web tasks such as browsing, clicking, typing, and taking screenshots via the Model Context Protocol.
openmcp-pro/openmcp
agentic-platform
by andysalvo
Score your agent's governance (0-100), lint MCP tool definitions, and estimate costs across all major models. Free diagnostic tools with no API key needed. Expert skill files on governance, economics, and system architecture available with free tier.
andysalvo/agentic-platform
mcp-hermes
by hermesagent
Website screenshots and chats/graphs
hermesagent/hermesforge-mcp
zotero-word-mcp
by zhangchaokai1
A Windows-based MCP server that enables the insertion of native Zotero citations and bibliographies into Microsoft Word desktop documents. It ensures references remain fully compatible with the official Zotero plugin for dynamic refreshing and ongoing manual maintenance.
Zhangchaokai1/zotero-word-mcp
Agentic Retail MCP System
by sumitdeyonline
A full-stack AI application implementing a Model Context Protocol server for retail operations. It enables users to query inventory, analyze pricing elasticity, and get demand forecasts through a conversational interface connected to Firebase Firestore.
sumitdeyonline/MCPServerCleintHost
rawthink
by ygtalp
Persistent memory for Claude Code — hybrid search, knowledge graph, session lifecycle.
ygtalp/rawthink-mcp
Perplexity Universal MCP Server
by universal-mcp
Provides a standardized interface for interacting with Perplexity's tools and services through a unified API, following the MCP specification.
universal-mcp/perplexity
3commas-mcp
by severity1
A Model Context Protocol (MCP) server that integrates AI assistants with the 3Commas cryptocurrency trading platform API, enabling management of DCA bots and trading strategies through natural conversation.
severity1/3commas-mcp
Customer Support MCP Server
by ekluvtech
Enables AI-powered customer support with real-time access to CRM, ticketing, and communication tools via MCP, supporting context-aware conversations and automated actions.
ekluvtech/customersupport
Doubao MCP Agent
by taffy123d
A local skill assistant based on the Model Context Protocol that integrates with the Volcengine Doubao API to provide tools like calculators and weather queries. It features a Web interface and a modular architecture that allows developers to easily register and deploy custom local AI skills.
taffy123d/LocalSkill-MCP-Agent
Promotexter MCP Server
by johnalvero
Integrates with the Promotexter SMS API to enable sending single SMS messages and performing detailed account balance inquiries. It provides a secure way for models to manage SMS communications and track transaction costs and credits.
johnalvero/promotexter-mcp
amazon-trends-mcp
by trendsmcp
Provides Amazon search volume trends and growth signals to measure real consumer purchase intent, queryable by AI assistants.
trendsmcp/amazon-trends-mcp
Aster Finance
by kukapay
Integrates with Aster Finance API to provide cryptocurrency futures trading data including kline charts, price statistics, funding rates, order books, and recent trades formatted as Markdown tables for market analysis and trading strategies.
kukapay/aster-info-mcp
ClinicalTrials.gov
by agents100x
Conversational access to ClinicalTrials.gov with 5 tools for searching, comparing, and retrieving clinical trial data.
agents100x/clinicaltrials-mcp
ebay-mcp
by taka392
Enables interaction with eBay APIs for account verification, item search, and browsing via OAuth 2.0 authentication, with support for token refresh and sandbox/production environments.
taka392/ebay-mcp
shared-context-cache-mcp-server
by aiagentkarl
MCP server for shared context caching with trust verification -- AI agents share and verify computed results to reduce token cost and increase reliability.
AiAgentKarl/shared-context-cache-mcp-server
Coupang MCP Server
by space-cap
Enables searching and retrieving product information from Coupang (Korean e-commerce) via affiliate API, including product search, details, category bestsellers, and affiliate link generation.
space-cap/mcp-coupang-server
Tattoo Feed
by eezymacc
An MCP server that lets an LLM client browse and curate posts from a hand-picked list of Instagram tattoo artists via Instagram's Business Discovery API.
EezyMAcc/mcp-loop-build-demo
upnote-lens-mcp
by awesomehye
A hybrid MCP server that reads UpNote notes from the local SQLite database (returns actual text) and writes/opens notes via the upnote:// URL scheme, enabling search, retrieval, creation, and navigation of notes.
AwesomeHye/upnote-lens-mcp
rental ops mcp
by rumblingb
search for best places to rent
Rumblingb/rental-agent-mcp
yfinance
by ozp
A Model Context Protocol (MCP) server that provides comprehensive access to Yahoo Finance data through 18 specialized tools for pricing, financials, options, holders, and news.
ozp/yfinance-mcp
Viral Shorts
by xeron2000
An MCP server that enables discovery and analysis of trending YouTube Shorts using natural language. It provides tools to track viral metrics like Views Per Hour (VPH), identify niche trends, and summarize video content through the YouTube Data API.
Xeron2000/viral-shorts
Real Estate Listing MCP
by csoai-org
Real Estate Listing - MCP server providing AI-powered tools and automation by MEOK AI Labs
CSOAI-ORG/real-estate-listing-mcp
UGS-MCP
by zackpeters93
MCP server for controlling CNC machines via Universal GCode Sender. Lets Claude (or any MCP-compatible AI assistant) connect to a CNC machine, inspect G-code, and issue motion commands — all through the UGS Pendant REST API.
zackpeters93/ugs-mcp
Sharepoint Universal MCP Server
by universal-mcp
Provides a standardized interface for interacting with SharePoint tools and services through the Model Context Protocol, enabling management of SharePoint resources via natural language.
universal-mcp/sharepoint
mcp-phish
by pete-builds
Combines phish.net and phish.in APIs into twelve tools for setlists, songs, jam-charts, reviews, and audio.
pete-builds/mcp-phish
agentsim-mcp
by agentsimdev
MCP server that enables AI coding assistants to provision temporary US phone numbers and receive SMS OTPs for verification workflows.
agentsimdev/agentsim-mcp
BitOasis MCP Server
by bit-oasis
Enables AI assistants to interact with the BitOasis cryptocurrency exchange, including market data, account management, order placement, and deposit/withdrawal operations through natural language.
bit-oasis/bitoasis-mcp
Data Science AI MCP
by csoai-org
Data Science AI - MCP server providing AI-powered tools and automation by MEOK AI Labs
CSOAI-ORG/data-science-ai-mcp
frame-check-mcp
by lluvr
Enables structural framing analysis of documents, identifying perspectives, omissions, and reader positioning, with numerical claim verification against authoritative sources.
lluvr/frame-check-mcp
FinOpsGuard
by honeybadger-technologies
MCP agent providing cost-aware guardrails for IaC in CI/CD with advanced policy enforcement.
honeybadger-technologies/FinOpsGuard
germany-mcp-server
by aiagentkarl
MCP server providing AI agents with access to German government open data. 12 tools across 6 categories: Autobahn traffic, DWD weather, NINA disaster warnings, SMARD energy market, Bundestag parliamentary data, and pollen forecasts. All APIs are free, no keys required.
AiAgentKarl/germany-mcp-server
ClickHouse MCP Agent
by arannomante
Enables querying ClickHouse databases using natural language with AI models, supporting multiple providers and access restrictions via per-call allow-lists.
AranNomante/clickhousemcp
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