Find MCP servers that
actually work.

QueueSim

com-queuesim-public

Run M/M/c queue simulations and four scenarios (call center, ER, coffee shop, single server).

SCModeling

com-scmodeling-public

Supply-chain network design via simulation, optimization, and greenfield analysis.

True Value Rankings

com-truevaluerankings-tvr-mcp

Cryptocurrency fundamentals research and education. Model-derived scores and valuation estimates.

mcp

one-everstake-mcp

MCP server connecting AI agents to non-custodial staking data across 130+ networks.

Govbase

com-govbase-govbase

U.S. federal policy data — bills, Congress members, voting records, and civic info.

Philidor DeFi Vault Risk Analytics

io-philidor-defi-vaults

Search 700+ DeFi vaults, compare risk scores, analyze protocols. No API key needed.

college-baseball

com-blazesportsintel-college-baseball

Live NCAA DI college baseball scores, standings, schedules, rankings, and sabermetrics.

mcp

ai-llmse-mcp

Public MCP server for the LLM Search Engine

olympus-bets-analytics

com-olympus-bets-olympus-bets-analytics

Quant sports-betting analytics: free projections, live track record, methodology (12 leagues).

opsera

io-opsera-opsera

Opsera AI Agent MCP server providing authenticated DevOps automation over SSE

swiss-living-index

ch-swisslivingindex-swiss-living-index

Official Swiss living-cost & relocation data for all 26 cantons — taxes, rent, premiums, jobs.

AI Business System Advisor

io-github-tenkai2018-ai-business-system-advisor-mcp

Find the safest first AI workflow before investing in AI agents or automation.

GrantSonar

io-github-romulusfoundry-grantsonar

Search verified-open US grants (federal, state, foundation). Read-only MCP for AI agents.

Renzo MCP Server

com-renzoprotocol-mcp

MCP server for Renzo protocol data, including chains, vaults, operators, and ezETH metrics.

RevenueScope: Japanese EC RPS Benchmarks

io-github-toshihiroshishido-revenuescope-mcp

Ask AI for verified Japan EC RPS benchmarks (5 industries, growing). For non-analytics users.

document-processing

ai-filegraph-document-processing

Extract text from documents, manipulate PDFs, and perform OCR on images.

mcp

com-googleapis-monitoring-mcp

Gain visibility into the performance, availability, and health of your apps and infrastructure.

memxus

com-memxus-memxus

Multi-platform AI memory for individuals, groups and teams. One save, recall everywhere.

origin-sec-registry

io-github-skswave-origin-sec-registry

SEC-verified company data for AI. 8K+ companies, 1.19M filings. Origin chain provenance.

PeerPush

com-peerpush-peerpush

Find, compare, and discover software, SaaS, and AI tools - pricing, alternatives, and trends.

ReliaSim

com-reliasim-public

Reliability and bottleneck simulation for manufacturing lines; run experiments, sweep buffers.

Root Data Public Directory

ai-rootdata-public-directory

Public Root Data dental analytics directory for DSOs, dental practices, blog, and FAQ tools.

SpecProof

ai-specproof-specproof-mcp

SpecProof: Search standards specs with MCP-ready precision.

health

ai-aviado-health

Supplement research, biomarker effects, drug interactions, and brand quality data

DaedalMap Volcanic Activity

com-daedalmap-volcanoes

Global volcanic eruptions from the Smithsonian Global Volcanism Program: VEI, location, dates.

Jungle Cleaner

com-junglecleaner-mcp

Lowers your AWS bill by helping you clean up and optimize your setup

QSimHealth

com-qsimhealth-public

Healthcare staffing simulator — ED, walk-in clinic, and appointment office DES tools.

V³ News

news-v3-desk

Cited geopolitical events, multi-perspective briefs, and live breaking news from V³ News.

blast-radius

ai-blast-radius-blast-radius

Blast Radius tools for AI strategy, diligence, and market updates.

developer-tools-mcp-server

com-thenextgennexus-developer-tools-mcp-server

Search GitHub, npm, PyPI, StackOverflow, ArXiv from one MCP — built for coding agents.

koreanpulse

io-github-whdrnr2583-cmd-koreanpulse

Korean equities in English: DART filings, activist & foreign-holder classification, KRX news.

mcp

ai-roc-mcp

ROC biometrics & computer vision: face, LPR, OCR, pedestrian, vehicle, gun detection.

mcp

com-getcims-mcp

Manage 230M+ influencers, track campaigns, and access real-time CIMS analytics via AI agents

DaedalMap Tsunami Data

com-daedalmap-tsunamis

Global tsunami events from NOAA NCEI, 2000 BC-present: wave height, runups, and counts.

Earlywire — Marketing & Growth Intelligence

com-barisasa-earlywire-wire

Marketing, growth & SEO intel: 120+ practitioner sources, judged daily, with citable summaries.

EzBiz Social Media Analytics

com-ezbizservices-social-media

AI-powered social media intelligence: profile analysis, engagement scoring, and trend detection.

Quality QR

io-github-silly-geese-quality-qr

Create and manage trackable QR codes with scan tracking, analytics, and dynamic URL updates.

SwarmSync.AI

io-github-swarmsync-ai-conduit-mcp

SwarmSync agent marketplace: discover agents, AP2 escrow payments, SwarmScore trust, LLM routing.

picoads

xyz-picoads-picoads

Micro ad network for AI agents.

pricewatcha

io-github-pricewatcha-pricewatcha

Track prices & price history on any online shop, with alerts and an API

seo-mcp

com-metricspot-seo-mcp

Six tools for SEO and AI-readability audits. 91 checks, 11 score modules.

FRED Economic Data

com-olyport-fred

GDP, unemployment, CPI, interest rates, and 800K+ economic time series from the Federal Reserve

Google Analytics (unofficial)

com-safe-mcp-google-analytics-unofficial

Connect Google Analytics to ChatGPT. Query GA4 data in plain English and get instant insights.

LION - Trend Intent MCP + Marketplace Visibility Audit

app-netlify-gleaming-cassata-d41682-lion-mcp

x402-paid MCP data: trend feed + visibility audit. USDC/Base. No API key. No PII.

Ninar AI

ai-ninar-ninar

Audit your brand's visibility across ChatGPT, Gemini, Claude, Perplexity + 6 more engines.

PreReason

com-prereason-mcp

Pre-reasoned Bitcoin & macro financial briefings for AI agents. Trend signals, regimes, 17 contexts.

PubMed / MEDLINE Literature Search

com-olyport-pubmed

Search biomedical literature, get article details, find related articles, and explore MeSH terms

Workopia — Job Search

io-github-workopia-workopia-mcp

Search 6.3M+ live jobs from companies' own career pages, plus resume tailoring & cover letters.