MCP Server Marketplace: 800+ AI Tools
MCPize hosts 800+ Model Context Protocol servers for AI assistants, automation, databases, and search. One-click install for Claude, Cursor, VS Code, and any MCP client. One subscription gives you a single API key across every paid server.
os_automation_mcp
MCP server for OS Automation providing tools for searching and managing automation data.
home_automation_mcp
MCP server for Home Automation providing tools for searching, retrieving, and listing home automation items.
Legacy Java to Spring Boot Refactoring Engine
Automatically refactor monolithic Java/Jakarta EE codebases into decoupled, containerized Spring Boot 3.4 microservices using precise AST boundary discovery, Maven dependency resolution, and automated PR generation.
Kafka Schema Drift Auto-Fixer
Automatically fix TypeScript, Go, and Python microservices when Kafka schemas change. Connects to Confluent Registry, rewrites DTO models, regenerates test mocks, and opens PRs in seconds.
marketing_mcp
MCP server for marketing tools, including search, data retrieval, and item listing capabilities.
travel_transportation_mcp
MCP server for Travel & Transportation services with built-in rate limiting, circuit breakers, and payment gate support.
research_mcp
An MCP server for research tasks, providing tools for searching and retrieving research data.
Competitor Monitor
Monitor competitor websites for price drops, new products, promotions, and content changes directly from AI clients.
goldbean
GoldBean API — 23 Baidu AI APIs: OCR, TTS, ASR, Translation, NLP, Face Detection, Image Generation, HelixFold — free tier available
PayBridge Exotics
Production-grade exotics MCP: commodities, freight derivatives, RWA tokenization, parametric insurance, NSFR/LCR risk for AI agents.
crypto-price-alerts
Real-time cryptocurrency price alerts and market data. 6 tools for getting live prices, market overviews, Top 20 rankings, setting price threshold alerts (above/below), listing alerts, and deleting alerts. Supports 20+ tokens including BTC, ETH, SOL, JUP, BONK, DOGE, and more.
solana-mcp-server
MCP server providing Solana blockchain data including balances, account info, SPL tokens, block height, transaction history, and SOL/USD price. Built with FastMCP 3.4.2. 6 tools for AI agents needing real-time Solana data.
PayBridge Payments
Production-grade payments MCP: cross-border rails, BNPL, virtual cards, intent generation, state channels, smart invoices for AI agents.
vigía EDGAR — Always-on SEC EDGAR watcher
Always-on SEC EDGAR watcher: ~45s alerts on Form 4 / 8-K. Free: 1 ticker. Pro $29: unlimited.
Country Data Mcp
MCP server for country data mcp — zero auth, public APIs
OpenAPI Lint API
Lint OpenAPI 2/3/3.1 specs with Spectral official ruleset.
Fetch & Extract Markdown API
Turn any article URL into clean, LLM-ready markdown.
URL Alive Check API
Is this link dead? HEAD/GET probe with status, redirects and latency.
JSON Schema Validation API
Validate any JSON against draft-07 or 2020-12 JSON Schema with human-readable errors.
JSON Repair API
Fix malformed JSON from LLMs, scrapers and logs in one call.
Factur-X Toolkit — French e-invoice validation API
Validate, parse, repair and generate French Factur-X / EN16931 electronic invoices before the September 2026 B2B mandate.
PayBridge Treasury
Production-grade treasury MCP: FX hedging, carry trade, tax routing, liquidity stress, structured products, treasury automation for AI agents.
boe-mcp
MCP server for the Spanish official gazettes (BOE and BORME) open data APIs
ProposalCraft
## What it does ProposalCraft is an MCP server for freelancers and consultants. Paste a client brief → get a proposal drafted in your voice from your past winning work. No templates. No generic output. Learns from what has already worked for you. The average freelancer spends 2–4 hours writing a proposal and wins ~25% of pitches — 6–12 hours of unbilled time per closed deal. ProposalCraft turns that into 30 seconds. ## Key tools - **analyze_brief** — surfaces budget signals, red flags, scope
ProposalCraft
MCP server that drafts winning proposals in your voice from a client brief
calc
44 tools for exact, auditable math that never lies. Exact decimal & financial math (compound interest, loans & amortization, NPV/IRR/XIRR, CAGR/ROI, depreciation, full TVM: PMT/FV/PV/NPER/RATE, APR<->APY), unit conversion, dates / business-days / holidays, statistics (percentiles, quartiles, mode, correlation), cryptographically-secure RNG, and an exact-decimal expression evaluator. Audit receipt per call, no network, no PII.
verify
12 tools that catch the failure JSON-Schema can't: AI output that's the right type but the wrong number — or simply hallucinated. JSON-Schema validation, real check-digit format checks (IBAN, Luhn, ISBN, EAN, ISIN, VIN, SWIFT/BIC, VAT...), arithmetic consistency (line items sum to total), date ordering, a business-rule DSL, and source grounding. Deterministic, no network, audit receipt per call.
docgen
26 tools that turn data or markup into real, polished files your AI agent can hand straight to users: pixel-perfect PDF, Excel with LIVE formulas + charts, Word, PowerPoint, branded invoice/report/proposal templates, charts, QR & barcodes, fillable PDF forms, and a full PDF toolkit (merge/split/rotate/encrypt/watermark). Deterministic, no PII, nothing stored.
PulseLayer
Paid crypto market data for AI agents — 17 MCP tools powered by Coinbase public feeds. Momentum scans, RSI, volatility, ADX trends, market breadth, BTC context, regime checks, support/resistance, and correlation. Pay per call with USDC via x402 (Solana mainnet).
Spectra
Generates high-quality unit tests for source code and proves it with a coverage before/after report on every run. Free tools: suggest_edge_cases, check_quota. Paid tools: generate_tests, analyze_coverage.
Medical Trend
A Clinical Decision Support System that processes medical reports using AI-powered analysis, multi-language translation, and temporal trend tracking.
Medical Trend
A Clinical Decision Support System combining Flutter web frontend with FastAPI backend for processing medical reports, including AI-powered analysis, multi-language support, and temporal trend tracking.
Crypto Market Data
Read-only crypto market data MCP server (price, funding rates, open interest, long/short, order book, candles) across major exchanges via CCXT.
rebar-recurrence
MCP server: RFC-5545 RRULE recurrence math â expand, next, describe, validate. Pure, stateless compute; never throws on a bad rule.
rebar-semver
MCP server: semantic-version math, compare, satisfies, parse, sort, increment, diff, range-match, validate. Pure compute, deterministic where LLMs guess.
rebar-finance
Market hours, trading-day math, option-symbol parsing, and Black-Scholes greeks — the deterministic finance math LLMs get wrong, offline, no market-data API key.
ATS Tailor
🎉 LIVE — ATS Resume Tailor analyzes job descriptions for ATS compatibility, red flags, salary benchmarks, and keywords.
rebar-datetime
Deterministic business-day, holiday & timezone math for 100+ countries — the reliable date logic LLMs hallucinate. No API key, instant answers.
llm-cost-router-mcp
Advise LLM model routing & cost BEFORE the call: estimate_cost, recommend_model, should_offload_local. Pure logic, no API keys, $0 to run. Offload to free local Ollama or pick the cheapest capable cloud model.
Crypto Tax
by BiG Labs
Reconcile your crypto 1099-DA inside Claude — the only paid crypto-tax MCP that does it. Import CSVs from Coinbase, Kraken, Binance. Calculate cost basis (FIFO / LIFO / HIFO). Compare your actual gains against broker-reported 1099-DA forms via the compare_1099da tool. 10 tools, CPA-ready exports. Free: 50 txns / 1 exchange. Pro $19/mo: unlimited txns. Tax $49/mo: full 1099-DA reconciliation. Streamable HTTP, SHA-256 Bearer auth, open source (MIT).
Crypto Portfolio
by BiG Labs
Track your crypto portfolio across every exchange and wallet — all from inside Claude. Add holdings, get live P&L, daily history, and market context via 7 tools backed by CoinGecko (13K+ coins). Free tier: 3 holdings, 30-day history. Pro $19/mo: unlimited holdings, 365-day history, CSV export. The free funnel of the BiG Labs crypto stack — pairs with Crypto Tax for full-cycle coverage. Streamable HTTP, SHA-256 Bearer auth, per-user SQLite, open source (MIT).
Yonga.io Turkey EV Charging API
by Kozmoz
MCP server providing 9 tools from Yonga.io Turkey EV Charging API **Yonga Turkey EV Charging MCP** gives AI agents structured, enriched access to Turkey's electric-vehicle charging landscape. Data is sourced from EPDK (official), Google Maps, and open platforms, then geocoded and normalised.
Email Deliverability Auditor
Find out why your emails go to spam. Checks SPF, DKIM, DMARC, MX, SMTP, and blacklists for your domain in plain English with a graded report.
sentiment-analyzer
Real-time developer sentiment from Hacker News. Track trends, compare competitors, and understand your audience. $29/month Pro.
Web Scrape
MCP server that lets AI agents search the web and extract clean Markdown content — no ads, no clutter, just the text your LLM needs
AI CTO
AI CTO acts as an on-demand technical executive for founders and engineering leads. Use recommendStack, estimateCost, and generateScalingRoadmap to model infrastructure expenses, design database schemas, and define MVP scopes. From auditing infrastructure waste to generating full PRDs and API specifications, this server delivers data-backed validation for your architectural and budgetary strategy.
YouTube Research
Turn hours of YouTube research into seconds. 14 tools: multi-query search, windowed transcripts, 30-video batch metadata, 500-comment mining — all structured, no guessing.
YouTube Channel Intelligence
24 tools for YouTube research, SEO, competitor spying, monetization, script analysis, and channel strategy — all inside Claude.
ProData AI
Professional data analysis tool integrated with Claude's Model Context Protocol, featuring AutoML training, time series forecasting, dataset analysis, feature importance, and report generation.
Clear Screen
Screen any person or company against 12 US federal & state sanctions and exclusion lists (OFAC, OIG LEIE, SAM, Medicaid) — fuzzy matching, confidence scores, one call.
Quickstart Resources
A collection of example MCP servers and clients, including a weather server and an LLM-powered chatbot client.
Singapore Proxy
Browse the web as if you were on a Singapore mobile network. Provides Singapore-localized Google searches, geo-locked content access, and mobile IP rotation for AI agents.
mail-summary-tracker
An MCP server that connects to Gmail and delivers AI-readable email summaries grouped by category — Promotions, Work, Finance, Social, Updates, and more — with tools to get counts, unread overviews, and filtered email lists by date range.
Google Search Console MCP Server for SEO Analytics
google-search-console, search-console-api, seo, technical-seo, seo-analytics, url-inspection, sitemap-managementGoogle Search Console MCP server for SEO analytics, URL inspection, sitemap management, and property administration via secure OAuth.
SaaS Health & Security Auditor
Know if your site is down, your cert is expiring, or Stripe is having issues before your users do.
Viral Radar
Cross-platform viral content finder MCP server. Research-only: aggregates and ranks trending posts across Reddit, Hacker News, and X by a unified virality score. Reddit and Hacker News work with no setup; X/Twitter requires your own twitterapi.io API key.
FDA Safety Alert Monitor
Enable developers and data analysts to integrate real-time FDA safety data directly into their applications. Use search_drug_recalls and search_device_recalls to track enforcement actions, or query search_adverse_events to analyze patient outcomes and reactions. This server provides programmatic access to the openFDA API to help you monitor medical product safety with precision.
Clinical Calculator Engine
Eliminate LLM calculation errors with this auditable MCP server for clinical decision support. It provides local, deterministic execution of eGFR, CHA2DS2-VASc, MELD 3.0, CURB-65, qSOFA, HAS-BLED, and Wells criteria. Designed for healthcare developers and clinical informatics teams, this server ensures accurate, source-cited risk stratification without external API dependencies or latency.
HIPAA Compliance Auditor
Automate HIPAA compliance for your development lifecycle by auditing code and configurations against the Security Rule, Privacy Rule, and 2026 NPRM requirements. Use tools like detect_phi_commits to prevent data leakage and check_baa to validate vendor agreements. Generate audit-ready reports with risk scoring and remediation steps to ensure your infrastructure meets 45 CFR standards.
Syllabus to Study Plan
Turn any course syllabus — PDF, DOCX, HTML, or text — into a personalised day-by-day study schedule, automatically pushed to Google Calendar and Notion.
PayBridge
PayBridge doesn't move money — it moves intelligent information so money moves as efficiently as possible. 74 connectors · 119 tools · 40+ countries. OFAC/EU/UN sanctions compliance, optimal multi-hop routing, DeFi yield, FX & commodity hedging, IFRS 9 accounting, M&A due diligence, and macro-aware path selection. Non-custodial by design.
nexacore
NexaCore provides developers and data engineers with a universal runtime for high-dimensional holographic hypervector computing. By encoding complex datasets directly into hyperdimensional space, you can perform high-speed algebraic operations without the overhead of traditional transformation layers. Use this server to build memory-efficient, scalable vector representations for advanced analytical pipelines.
AegisOps MCP
AegisOps MCP is an enterprise AI runtime governance and autonomous operations security platform for Model Context Protocol (MCP) agents. It secures AI tool execution with adaptive policy enforcement, risk analysis, approval workflows, autonomous remediation, audit logging, compliance controls, and real-time operational intelligence.
CheapRouter
An MCP server that routes LLM completion requests to the cheapest available provider, selecting dynamically based on token price, region, latency, and availability.
mcp-x-intelligence
Search viral content on X/Twitter, analyze any account, get trending topics by country, and discover niche leaders - all from Claude, Cursor, Windsurf or any MCP-compatible AI agent. Powered by twitterapi.io. Read-only research tools, no posting.
Klaviyo Email Ops MCP
Email marketing ops for Claude — control Klaviyo profiles, campaigns, flows, lists, segments, metrics, and templates through natural language.
FakeSpotter
AI-Powered Forensic Suite for digital evidence authentication, deepfake detection, and document integrity verification.
intelligence-agent
Search the web from any AI agent — get AI-generated summaries with ranked results. Real-time data, zero infrastructure. Powered by Dev Toubkal.
jester-dna
by VibeDNA
20-source research engine (Reddit, HN, IndieHackers, ProductHunt, GitHub, Substack, papers, YouTube + more). Auto-ingests YouTube transcripts free (caption scraping + local Whisper fallback). Returns raw aggregated content + systematic brief (clusters, contradictions, money signals, niche gaps) — Claude synthesizes in your chat on subscription tokens. No double-billing. BYOK Exa + Firecrawl for deep crawl. Powers the free public engine at vibedna.ai/jester.
System Design Quiz
System Design Interview Coach — generates quiz questions (MCQ & open-ended) and evaluates your answers with rubric-based scoring across 7 topics including load balancing, caching, databases, and distributed systems.
Code Security Scanner
Scan local codebases for hardcoded secrets, vulnerable dependencies, and insecure code patterns. Supports 24+ secret patterns, 45+ CVEs, and 20+ insecure code patterns across Python, JavaScript, TypeScript, Go, Rust, Java, and more.
CyberSentry
Real-time AI security posture analysis for coding agents. Seven expert tools: secret scanning, supply chain CVE checking, SBOM generation, compliance mapping across 8 frameworks, OWASP LLM Top-10 auditing, Ghost Secret scanning, and AI attack surface mapping. Built by Carlos A. Russell, CISSP · CISM · CISA · CGEIT.
Flight Watch MCP
Public aircraft, airport, route, and airspace summaries for informational agent workflows.
Flight Availability Watch MCP
Flight availability and pricing intelligence with safe booking handoff links.
Europe Rail Watch MCP
European rail station, departure, journey, and transport-source intelligence for agents.
Global Radiation Watch MCP
Public radiation measurements and monitoring-source links for agent workflows.
Shodan Search MCP
Defensive Shodan search and host intelligence for authorized exposure review.
Vulnerability Intel MCP
Defensive CVE, NVD, and GitHub advisory intelligence for authorized vulnerability review.
EU Parliament Watch MCP
Monitor European Parliament press releases, legislative sources, agenda links, and public updates.
EU Commission Watch MCP
Monitor European Commission press releases, policy announcements, and EU source links.
Corporate Money Trail MCP
Follow public company ownership, filings, identifiers, and due-diligence source links.
seedance-mcp
Seedance AI 视频生成 MCP Server - 让 Claude Code 直接生成 AI 视频
TruthLens
AI Hallucination Detector — Formally verified trust scoring for LLM outputs. Analyze AI-generated text for hallucination risk with no API keys, no LLM calls. Fast, local, and formally verified in Lean 4.
Sacred Texts MCP
Respectful retrieval tools for Quran, Bible, Torah/Tanakh, Bhagavad Gita, and sacred-text research links.
Sports Events Results MCP
Sports event discovery, fixture lookup, team context, and public results links for agents.
Public Health Watch MCP
Agent-ready MCP for WHO/public-health outbreak monitoring, source links, and informational briefings.
Customer Support MCP
Generate FAQs, write support responses, build knowledge bases, and analyze support tickets.
Resume & Career MCP
Write resume bullets, cover letters, LinkedIn profiles, and prepare for job interviews with AI.
Product Launch Kit MCP
Write Product Hunt posts, landing page copy, launch emails, and full launch strategies.
Newsletter & Email Writer MCP
Write email newsletters, drip sequences, A/B test subject lines, and analyze email metrics.
SEO Content Writer MCP
Write SEO-optimized articles, optimize content, generate meta tags, and build keyword strategies.
Wikipedia Retrieval MCP
Search Wikipedia, fetch summaries, list sections, and retrieve bounded article extracts with source URLs.
Scientific Math Calculator MCP
Safe deterministic math tools for expressions, constants, conversions, statistics, equations, and vectors.
Earthquake Events Watch MCP
Monitor USGS earthquake feeds, historical event queries, nearby events, and public hazard context.
agent-messaging-mcp
An agent that can't talk to other agents is just an expensive script. Async messages, proposals, threaded conversations — agent-to-agent, over MCP. The inbox layer for multi-agent systems: send it, forget it, your agent picks it up when it's ready.
agent-hire-mcp
Your agent has a budget and a to-do list — now it can hire. Post tasks, take bids from other agents, lock payment in escrow, release on completion. Disputes handled, because agents argue too. The job market for AI, running on MCP.
Waves and Tides MCP
Marine weather, wave forecasts, and tide-research links for coastal planning workflows.
Lunar Phases MCP
Calculate moon phases, lunar events, and moon visibility context for astronomy workflows.
ISS Passages MCP
Predict International Space Station flyovers for any observer with structured skywatching windows.
Satellite Pass MCP
Predict visible satellite and ISS passes using public orbital data.
Launch Watch MCP
Track upcoming rocket launches, launch windows, agencies, and mission status.
Ephemeris MCP
Planet, Moon, Sun, and sky-position calculations for astronomy and observability workflows.
Space Weather MCP
NOAA space weather conditions, Kp index, solar wind, and aurora context for agents.
Area Weather MCP
Hyperlocal current weather and forecasts using public Open-Meteo data.
Microcopy UX Fixer MCP
Rewrite and audit UI buttons, errors, empty states, and form labels for clearer product UX.
Release Notes Packager MCP
Convert change lists into clear release notes, changelogs, migration guides, and audience-fit summaries.
Support Macro Builder MCP
Generate consistent customer-support macros for refunds, escalations, follow-ups, and upsells.
Launch Copy Critic MCP
Audit launch headlines, value propositions, CTAs, and differentiation for startup copy.
WordPress Media Manager
The wordpress-media-manager server enables developers to programmatically audit and manage WordPress media libraries. Use list_media and get_media_item to query assets, find_unused_media to identify orphaned files, and find_missing_alt_text to automate accessibility compliance checks. This tool provides direct insight into your media architecture, helping you clean up storage and improve content metadata.
OSS Monetizer MCP
Turn open-source projects into buyer personas, pricing ladders, launch copy, and monetization plans.
Schedule Optimizer
MCP server: Calendar AI that finds focus blocks, batches meetings, optimizes for global teams
Notion Workspace Automation
MCP server that analyzes, cleans, and rebuilds Notion workspaces
seo-audit-mcp
A professional SEO auditing MCP server that provides deep analysis of technical SEO, on-page elements, schema markup, performance, content quality, local SEO, and AI search visibility.
Jñāpakam
Jñāpakam provides AI developers with a lightweight, local-first persistence layer for stateful agents. By leveraging a SQLite backend, it enables your agents to store, retrieve, and consolidate long-term context across sessions. Use store_memory, retrieve_memory, and consolidate_memory to maintain a lean, searchable knowledge base without the overhead of external vector database services.
Domain SSL Inspector Mcp
MCP server that audits any domain — DNS, SSL cert, security headers, email DNS (SPF/DKIM/DMARC), subdomains, and redirect chain — in a single tool call. 100% free APIs.
agent-contract
A Model Context Protocol (MCP) server for creating, managing, and enforcing binding agreements between AI agents with formal deliverables, deadlines, penalties, and a full lifecycle state machine.
Security Headers
Security auditing MCP server: checks SSL/TLS certificates, security headers (HSTS, CSP, CORS, etc.), and generates vulnerability reports with severity scoring.
Code Tools
A utility MCP server providing JSON formatting, Base64/URL encoding, hashing, JWT decoding, regex testing, timestamp conversion, text transforms, color conversion, diff generation, and random generation.
Email Deliverability MCP
The goal of the MCPize Email Deliverability & Spam Score project is to help businesses, marketers, and outreach teams improve email deliverability by detecting issues that cause emails to land in spam folders. The platform analyzes email subject lines, body content, formatting patterns, and sender domain authentication records such as SPF, DKIM, and DMARC to identify potential risks before emails are sent.
brand-monitor
Monitor domain, SSL certificate, and social media handle availability across platforms. Get alerts before your domains expire, SSL certs break, or brand usernames get squatted. Includes WHOIS expiry checks, SSL cert inspection, handle availability on Twitter/GitHub/Instagram, and website uptime monitoring. Essential for businesses managing multiple brand assets.
domain-intel
Website intelligence for AI agents. Given any URL, returns tech stack (CMS, frameworks, analytics, CDN), hosting provider, security posture (HSTS, CSP, SSL), email security config (SPF, DKIM, DMARC), SEO metadata, social media profiles, and DNS records. Uses only standard HTTP/DNS/WHOIS protocols — no scraping.
web-network-tools
MCP server providing web tools: DNS lookup, WHOIS, SSL checker, HTTP status checker. Uses only public APIs and standard network tools. No scraping.
UK Care Fees Advisor
UK Care Fees Advisor helps families, care providers and professionals understand likely care home costs, self-funding responsibilities and local authority funding routes in England. The server provides estimates based on care type and location, explains funding thresholds in plain English and suggests practical next steps for families navigating adult social care.
edgar-insider
SEC EDGAR insider-trading intelligence for AI agents. Search filings, parse Form 4 insider transactions into structured data, and detect cluster-buying signals — multiple distinct insiders making open-market purchases within a rolling window, a stronger signal than noisy single-insider trades.
jp-lead-hunter-mcp
日本のGoogle Map高評価・HP無し店舗を自動発見。業種×地域×評価でフィルタしてCold Email文まで生成。
jp-biz-doc-mcp
議事録→タスク抽出・見積書・提案書・メール返信を日本語で自動化するMCP。Claude Desktopから呼び出すだけで日本のビジネス文書を瞬時に生成。
state-intel-mcp
by MCP Crush
State Intel MCP gives AI agents direct access to US state legislation across all 50 state legislatures, powered by the OpenStates API v3. Ask in plain language: “Track Indiana bills about short-term rentals” or “What property tax bills changed last week?” Your agent searches bills, reads action timelines and votes, finds legislators, and looks up committees and hearings — without a FiscalNote subscription.
GoHighLevel Agency Ops
The only GoHighLevel MCP built for agencies. Multi-location switching, dry-run writes, snapshot deployment, and cross-location reporting.
LedgerIQ 1099 & W-2 Compliance Checker
MCP server with 4 tools from LedgerIQ 1099 & W-2 Compliance Checker
LedgerIQ Financial Ratio Analyzer
MCP server with 4 tools from LedgerIQ Financial Ratio Analyzer
LedgerIQ Journal Entry Assistant
MCP server with 4 tools from LedgerIQ Journal Entry Assistant
LedgerIQ Deduction Finder
MCP server with 4 tools from LedgerIQ Deduction Finder
LedgerIQ Payroll Tax Estimator
MCP server with 4 tools from LedgerIQ Payroll Tax Estimator
LedgerIQ Depreciation Calculator
MCP server with 4 tools from LedgerIQ Depreciation Calculator
LedgerIQ Entity Structure Analyzer
MCP server with 4 tools from LedgerIQ Entity Structure Analyzer
LedgerIQ Depreciation Calculator
MCP server with 4 tools from LedgerIQ Depreciation Calculator
LedgerIQ Entity Structure Analyzer
MCP server with 4 tools from LedgerIQ Entity Structure Analyzer
LedgerIQ Tax Deadline Tracker
AI-powered tax deadline tracker for accountants and CPAs. Tracks filing deadlines, estimated tax dates, extension info, and late penalties.
Freshdesk Ops Intelligence MCP
The only Freshdesk MCP with native SLA breach detection. Dry-run writes, multi-channel analytics, canned response authoring, and weekly ops digest — built for growing support teams.
LegalKit
Legal tools powered by CourtListener and Congress.gov: contract analysis, drafting, case research, deadlines, billing review, jurisdiction analysis, and deposition prep. Built for lawyers and legal professionals.
advisoriq-mcp
AI tools for financial advisors — investment screening, retirement planning, portfolio analysis, and more.
mortgage-advisor-mcp
Mortgage advisor MCP for loan officers and mortgage brokers — payment calculator, affordability estimator, DTI checker, PMI, closing costs, loan type recommender, rate buydown analyzer, and document checklist.
Gorgias Revenue Ops MCP
The only production-grade Gorgias MCP. Shopify order context on every ticket, dry-run writes, SLA breach radar, revenue-weighted triage, and NL macro authoring are built for D2C support teams.
payout-calc-mcp
Prop firm payout calculator. Calculate exact trader payouts, scaling milestones, eval break-even, and compare payout structures across Apex, FTMO, TopstepTrader, Bulenox, MyFundedFutures, Earn2Trade, TradeDay.
prop-rules-mcp
Check trader account compliance against prop firm rules. Supports Apex, FTMO, TopstepTrader, Bulenox, MyFundedFutures. Returns pass/fail, drawdown remaining, max position size, consistency rule status.
Competitor Intel MCP
Automated competitor analysis, pricing benchmarking, and market gap research for SaaS founders.
Cold Outreach MCP
Write personalized cold emails and LinkedIn DMs that get replies. For founders and sales teams.
git-changelog-mcp
Turn git commits into polished changelogs, release notes, PR descriptions, and conventional commit messages. No more manual changelog writing.
saas-validator-mcp
SaaS idea validator MCP — validate ideas, find competitors, locate early users, score timing
AI Humanizer MCP
Remove AI writing patterns and rewrite content to sound genuinely human for any platform.
Reddit Marketing MCP
Reddit marketing toolkit for founders. Find communities, write posts that rank, and drive traffic.
mock-data-mcp
Generate realistic fake test data — users, companies, products, blog posts, and full relational datasets. Powered by Faker.js. No API key needed.
review-radar-mcp
Monitor Google reviews, analyze sentiment, draft responses, and track competitors — all via Claude. No login required. Works for any business with a Google listing.
futures-calc-mcp
Futures position sizing, P&L, and risk/reward calculator for ES, MES, NQ, MNQ, CL, GC, 6E and more. No API key required.
pinescript-mcp
Pine Script v6 generator for prop firm futures traders. Generate strategies, indicators, prop firm risk rules, and TradersPost alert messages from plain English.
HubSpot Pro
by future_ai
Orchestrates over 20 HubSpot Sales and Marketing Hub endpoints into eight composite tools that compute revenue metrics like pipelineHealth (weighted stage-entry staleness), contactEngagementScore (windowed, portal-aware), and quarterlyForecast (low/mid/high from pipeline and run-rate). Sales operations analysts and revenue teams use it to identify staleDealsList, measure dealVelocity, and score accountHealth. Applications include dailyDigest reports and finding duplicate contacts via hubspot_link and email.
Airtable Pro
by future_ai
Airtable Pro MCP server provides bulk-upsert for 1000 records, idempotent batch deletes, and injection-safe filter DSL as an alternative to Airtable's official MCP. It includes nine tools for schema inspection, querying, deduplication, updates, change tracking, schema comparison, and API gap auditing. Developers and data engineers use it for large-scale data imports, cleanups, syncing external datasets, and base migrations.
Notion Pro
by future_ai
Provides seven tools for Notion: `databaseSnapshot` captures database states, `smartSearch` queries content intelligently, `weeklyChangeLog` tracks changes, `findDuplicates` detects duplicates via Levenshtein distance, `exportPageMarkdown` outputs pages with 22+ block types, `linkAuditPage` scans for broken links using HEAD requests, and `aiContentDigest` generates TL;DR summaries, outlines, and entities. Developers, data analysts, and content managers use it to automate Notion data handling and analysis.
Cloudflare Pro
by future_ai
Provides 8 composite intelligence tools for Cloudflare, such as `dnsAuditChecks` validating SPF, DMARC, DKIM, and DNSSEC records, `r2BucketSnapshot` for object storage snapshots at $0.015/GB-month, `domainHealthCheck`, and `securityIncidentSummary`, plus access to ~3000 v4 REST endpoints via `cloudflareRaw`. DevOps engineers and security analysts use it to audit DNS configurations, review incidents, and monitor traffic patterns across domains and services.
Mailchimp Pro
by future_ai
Exposes Mailchimp Marketing API via MCP with 296 endpoints, complementing Mandrill's transactional email tools. Adds composite tools: `audienceSnapshot` for audience metrics, `campaignDeepReport` for detailed campaign analysis, `findInactiveMembers` ranked by engagement history, and `auditListHealth` with A-D benchmark grading. Developers, marketers, and analysts use it to inspect lists, track performance, and maintain audience health programmatically. Destructive actions require `confirm:true`.
Compliance Suite
Self-contained compliance monitoring for AI agents. Performs CIS benchmarks, CVE checks, port scans, firewall audits, SSH audits with SHA-256 chained cryptographic logging. No external dependencies.
weather-mcp
Your agent shouldn't book a flight into a hurricane. Live conditions, forecasts, and severe-weather alerts for any city on Earth — one tool call, no API-key scavenger hunt. The weather context every travel, logistics, and scheduling agent is missing.
search-proxy-mcp
search-proxy-mcp MCP server proxies search queries to external engines, managing authentication, rate limits, retries, and caching. AI developers and system integrators use it to enable search in LLM agents without direct API exposure, such as for real-time data retrieval in chatbots or RAG pipelines.
Bias Detection
AI Bias Detection and Fairness Assessment for AI agents. Capabilities: quick bias scan, demographic bias detection, fairness metrics, mitigation recommendations, regulatory compliance check. Built by MEOK AI Labs.
EU AI Act Compliance
EU AI Act (Regulation 2024/1689) compliance MCP — risk classification, 42-point audit, Article 11 documentation, penalty calculator, post-Digital Omnibus timelines. By MEOK AI Labs.
WCAG Accessibility Auditor
Audits any URL for WCAG 2.2 accessibility compliance using axe-core ruleset. Generates reports with violation details and legal-risk scores for ADA and EU Accessibility Act requirements. Web developers, QA engineers, and compliance officers use it to scan sites, identify issues like missing alt text or keyboard navigation failures, and track fixes in development pipelines.
Email Deliverability Auditor
Audits any domain's SPF, DKIM, DMARC, MX records, and DNSBL status to compute a deliverability score. Email administrators and developers use it to validate configurations before launching campaigns or diagnosing bounce issues. Integrates into scripts for automated domain health checks.
GDPR Cookie Scanner
Scans any URL to detect pre-consent cookies, third-party trackers, and GDPR/CCPA compliance gaps. Outputs reports listing violations and recommendations. Used by web developers, compliance officers, and site administrators for privacy audits during site development or maintenance.
NTIS — Korea National R&D Search
MCP server for Korea's NTIS (National Science and Technology Information Service, operated by KISTI). Search national R&D projects, public announcements, programs, and research outputs.
DART — Korea FSS Disclosure (OpenDART)
MCP server for Korea's DART (Data Analysis, Retrieval and Transfer) electronic disclosure system, operated by the Financial Supervisory Service (FSS). Exposes company disclosures, company profiles, and financial statements via the OpenDART public API.
KOLAS — Korea Accredited Lab Search
MCP server for Korea's KOLAS (Korean Laboratory Accreditation Scheme) — the national accreditation body under KATS that accredits calibration, testing, inspection, medical-testing, reference-material-production, and proficiency-testing organizations under ISO/IEC 17025, ISO/IEC 17020, ISO 15189, ISO 17034, and ISO/IEC 17043.
wp-plugin-auditor
Scans WordPress plugins for vulnerabilities, malicious code, and security risks using MCP protocol. Generates detailed reports with risk assessments and fix recommendations. WordPress developers, site administrators, and security teams use it to vet plugins before deployment on production sites.
super-gmail
by VibeDNA
The Gmail MCP that finally works. Anthropic's official Gmail is read-only and returns snippets only on HTML emails. No body content even on FULL_CONTENT mode. Super Gmail fixes both. HTML-aware parsing on every read. Full send, threaded replies, drafts, labels, archive, trash. Plus an AI layer for inbox summaries, action items, and AI-drafted replies. 20 tools, freemium.
social-brain
by VibeDNA
Posts content to Instagram, Facebook, Twitter/X, and YouTube directly from Claude conversations after single account connection. Retrieves analytics, generates AI captions, manages content calendars, and schedules posts across platforms. Suited for content creators and social media managers handling multi-platform publishing without app switching.
api-balance
Tracks real-time balances for DeepSeek and OpenAI APIs, predicts exhaustion to prevent production call failures, and provides instant cost estimates for queries like 'can I afford 1000 calls?'. Developers and FinOps engineers use it to monitor costs without dashboards, configured via one environment variable. Applies to AI workloads where budget overruns risk downtime.
resend-intelligence
by VibeDNA
Provides MCP access to Resend email platform tools for managing audiences, domains, stats, and email history (free). Includes AI email writer and ranked AI subject line generation for A/B testing. Paid tools enable sending emails, contacts management, broadcasts, domain management, and AI performance analysis. Suited for marketers and developers handling email campaigns with AI assistance.
notion-intelligence
by VibeDNA
MCP server for Notion that supports working STATUS filters on databases, full CRUD operations for pages, blocks, and database entries, plus AI summarization and analysis. Fixes bugs in the official Notion MCP, which drops filters and lacks writes. Developers and data analysts use it to query filtered data, automate content updates, and extract AI insights from Notion workspaces.
TradingView
Advanced AI Trading Intelligence Framework — MCP server with walk-forward backtesting, trade logs, equity curves, 1h timeframe, sentiment, Yahoo Finance, and 30+ technical analysis tools
hotmart-intelligence
by VibeDNA
Provides programmatic access to Hotmart account data via MCP, including sales summaries, product lists, subscription metrics, refund rates, coupons, and affiliates (free tier). Paid tools enable subscription management, transaction queries, commission tracking, churn analysis, and benchmarks. Suited for digital creators and analysts automating checks on sales performance instead of manual dashboard reviews.
beehiiv-intelligence
by VibeDNA
Exposes Beehiiv's API via MCP for querying publications, subscriber counts, post statistics, growth rates, post performance, and top posts (free tier). Paid tier adds subscriber management, adding subscribers, full post lists, post creation/updates/sends, segment performance, AI subject lines, and AI subscriber health. Newsletter operators use it to fetch metrics and manage operations directly in Claude, eliminating app-switching.
kajabi-intelligence
by VibeDNA
Aggregates Kajabi business intelligence from five dashboard screens into queryable tools for revenue trends, enrollment velocity, course performance, refunds, and pipelines. Enables AI models like Claude to fetch metrics on purchases, contacts, offer access, and completion rates without manual navigation. Suited for Kajabi course creators and online educators monitoring business health.
stripe-intelligence
by VibeDNA
Provides 20 curated, tested API tools for Stripe, focusing on revenue summaries, subscription stats, MRR breakdowns, churn analysis, fraud detection, and payouts. Free tools cover charges, failed payments, products, disputes, refunds, and payment methods; paid tools include top customers, coupons, subscription lifecycle, AI revenue forecast, and AI anomaly detection. SaaS founders, revenue analysts, and developers use it to query critical business metrics without navigating 100+ raw Stripe APIs.
amazon-seller-intelligence
by VibeDNA
Fetches Amazon Seller Central data via SP-API, mapping metrics like sales summaries, inventory health, listing issues, orders, and catalog items to Claude-compatible tools. Free access covers core reports; paid tier adds reviews, pricing, shipments, settlements, and AI diagnostics. Amazon sellers and analysts use it to track margins, stock levels, and performance without navigating multiple screens.
quickbooks-mcp
by VibeDNA
Provides REST API access to QuickBooks data, allowing plain English queries via Claude for reports like P&L statements, unpaid invoices, overdue clients, invoice lists, vendors, and expense categories. Free tier offers six reports; paid tier ($19/mo) includes nine more for expense breakdowns, cash flow, invoice creation, payments, bills, balances, and AI features like anomaly detection and forecasts. Accountants and small business owners use it to retrieve financial data without multiple UI navigations.
GA4 Intelligence
by VibeDNA
This MCP server connects to the GA4 API, managing OAuth, service accounts, and property IDs with one credential for natural language queries on traffic data. It offers free access to traffic summary, top pages, sources, realtime, events, period comparison, countries, devices, and property list; paid tools add conversions, audience insights, retention, revenue, Search Console, AI anomaly detection, and conversion funnel. Data analysts and marketers use it to extract insights without direct API handling.
WooCommerce Intelligence
by VibeDNA
Connects AI models to WooCommerce stores via REST API for querying revenue, orders, inventory, top-selling products, and best customers. Free tier provides revenue summaries, order lists, and low-stock alerts; paid tier ($19/mo) adds top products by units sold and top customers by spend. E-commerce store owners and analysts use it to retrieve data without dashboard navigation, exports, or SQL queries.
Terminal History MCP
Developers: Search your zsh, bash, or fish shell history from Claude Code, Cline, Cursor, Zed, or any MCP client using tools like search_history (full-text with timestamp/CWD/exit code), recent_in_dir, failed_commands, and command_chains for multi-step sequences. Reindex after new activity. Local-only SQLite FTS5 with secrets redacted before storage.
shopify-intelligence
by VibeDNA
Connects AI models to any Shopify store via Admin API to query revenue, orders, inventory, abandoned carts, and top products without SQL, exports, or dashboard navigation. Free features include store summaries, order lists, and low-stock alerts; paid tier adds abandoned cart recovery and top products by revenue analysis. Suited for e-commerce store owners, managers, and analysts needing instant data access.
MedTerms
Medical terminology intelligence for AI agents — ICD-10-CM lookup, MedDRA hierarchy and SOC mapping, RxNorm drug concepts, CTCAE v5.0 grading, and cross-terminology mapping. Built by a CMPP-certified PhD in Neuroscience with 10+ years in pharma medical communications. No API key required.
x402-mcp-server
x402-mcp-server is a Model Context Protocol (MCP) server with no available tools or capabilities listed. It exposes a basic MCP endpoint for protocol-level interactions. Developers testing MCP client libraries or validating server compliance would connect to it for handshake and session management checks.
woocommerce-whisperer
Provides read-only access to WooCommerce store analytics, enabling queries for revenue, top products, pending orders, top customers, and refunds via AI agents. Developers and store managers use it to fetch e-commerce metrics programmatically. Applications include dashboard integrations and automated reporting.
PubMed Search
Search PubMed and summarize biomedical literature — designed for AI health agents.
Medical Writer's AI Toolkit
The medical writer's everyday toolkit — 33 expert prompts for the steps you repeat on every paper: outlines, abstracts, methods reviews, references, lay summaries. Built by a CMPP-certified PhD.
japan-number-mcp
by nagarex
Converts Arabic numerals to kanji and daiji representations, reverses to Arabic, formats yen amounts in Japanese style, and generates readings. Developers use it for localizing apps with accurate Japanese numerals; financial software teams handle yen displays; content creators process Japanese text documents.
japan-calendar-mcp
by nagarex
Supplies five tools for Japanese calendar operations: `is_holiday` checks if a date is a national holiday, `next_business_day` finds the subsequent business day excluding weekends and holidays, `get_holidays` lists holidays for a year, `business_days_between` counts workdays between dates, and `japanese_era` identifies the era like Reiwa or Heisei. Developers integrate it into finance apps for accurate accrual periods, HR systems for payroll, or scheduling tools for Japan-specific deadlines.
UK Business Intelligence
Grants access to UK business data including company registrations, financial filings, directors, and ownership details via MCP. AI agents query structured datasets for analysis. Data analysts, financial researchers, and developers integrate it for UK market applications.
upwork-bidcraft
Generate personalized, high-converting Upwork proposals from any job post in seconds.
Real-Time Stock Crypto Signals
Real-Time Stock Crypto Signals MCP server—38 tools for quantitative traders and data analysts. Fetch live stock/ETF prices with Revolut flags via get_price, bulk prices and top crypto movers via get_prices_bulk and crypto_top_movers (Binance), and insider clusters via get_insider_clusters (SEC EDGAR)—no API keys needed. Cross-reference filings with Revolut tradables using cross_reference_insider_revolut and track portfolios via get_accounts and get_account_balance.
Billomat MCP Server
Connect your Billomat account to Claude and automate invoicing, client management, and offers — all via AI. Supports listing and creating clients, invoices, and offers. Requires your own Billomat account: provide your BillomatID (subdomain) and API key as request headers (X-Billomat-Subdomain, X-Billomat-Api-Key). Free to get started at billomat.net.
MCP LatAm Business Suite
Latin American business compliance suite for AI agents — 28 tools covering tax ID validation (CPF, CNPJ, RFC, RUT, CUIT, CUIL, NIT, CC), banking validation (PIX, CLABE, CBU), VAT/IVA rules, e-invoicing requirements (NF-e, CFDI, DTE, Factura Electrónica), payment terms, public holidays, working day calculations, and invoice schema validation across Brazil, Mexico, Chile, Argentina, and Colombia.
Mailbox Manager
A Gmail-connected MCP server that lets clients search, read, and manage emails via Google OAuth.
security-auditor
Scan your codebase for secrets, PII, hardcoded passwords, dependency vulnerabilities, and compliance violations (SOC2, HIPAA, GDPR, ISO27001) — directly from your AI workflow. Get SARIF-format reports with risk scores and grades.
MCP Europe Business Suite
European business compliance suite for AI agents — 28 tools for tax ID validation (PT/ES/FR/DE/IT/UK/NL/BE), IBAN verification, EU VAT rates, e-invoicing rules, B2B payment terms, working day calculations, and invoice/VAT helpers across 18+ European countries.
APIsage
APIsage is a plug-and-play API doctor —instantly checking endpoints, diagnosing failures, infer API docs, identifying security/performance issues, and generating tests so you can debug and ship faster.
mcp-workshop
Pure-compute utilities for AI agents: chunk text by tokens, extract JSON from messy LLM output, validate against JSON Schema, analyze logs, convert timestamps across timezones, compute hashes and encodings. No API keys, no setup, no external dependencies — every tool runs on pure compute. Built to compose: extract JSON, validate it, chunk the result, hash the chunks. The tool list grows based on what users actually request via request_tool.
AI Agent Marketing Math + Real-time Signals
Deterministic marketing math and live demand signals for AI agents. This MCP server provides hallucination-free KPI forecasting, constrained budget optimization, and real-time market telemetry via Reddit and Wikipedia engagement data allowing agents to perform precision-critical planning without external API overhead.
AI GitHub Bug Manager
Track, search, and prioritize GitHub bug issues directly from your AI assistant. This MCP server helps developers quickly find open bugs, inspect issue details, filter by labels/status, and understand what needs attention without manually browsing GitHub.
Swagger Petstore - OpenAPI 3.0
Exposes a sample Pet Store API based on OpenAPI 3.0 specification with endpoints for pet management (addpet, updatepet, findpetsbystatus, findpetsbytags), inventory/orders (getinventory, placeorder), and user operations (createuser, loginuser). Developers use it to test API clients, validate OpenAPI implementations, and prototype store-like services.
siteagent-server
siteagent-server deploys an AI-powered chatbot to any website by auto-crawling its content to answer visitor questions. It integrates via a simple 3-line JavaScript snippet and works on WordPress, Shopify, Webflow, React, or plain HTML sites. Developers and site owners use it for on-site customer support and query resolution without custom backend development.
shopify-intelligence-mcp
Analyzes Shopify stores without API keys by detecting presence, retrieving metadata like theme, currency, and country, fetching up to 2,500 products with prices and variants, listing collections, identifying 40+ apps via CDN signatures (Klaviyo, Yotpo, ReCharge), and searching products by keyword, vendor, type, or price. E-commerce analysts and marketers use it for competitor research, pricing comparisons, and tech-stack audits.
Router by Pyckle™
by Pyckle
You write the query once. Router decides which model answers it — cheapest for simple questions, most capable for complex ones — and injects your codebase context automatically before sending. Supports Anthropic, OpenAI, Google Gemini, Together AI, Groq, Mistral, and Ollama. Works with any tool built on these providers including Cursor, Windsurf, and GitHub Copilot. One endpoint, every model, zero manual switching.
React Upgrade Assistant
Analyzes React project dependencies for compatibility issues, summarizes release notes from new versions, and generates phased migration plans. React developers and frontend teams use it to evaluate upgrade paths, identify breaking changes, and execute version transitions without disrupting production apps.
DB Incident
Delivers MCP access to database incident tracking and response functions. Retrieves incident details, logs new events, and updates resolutions for DB errors, outages, or breaches. Database administrators, SREs, and security teams use it for automated incident handling in production environments.
My Dev Tools
A personal MCP server for automating daily development tasks like listing projects, scaffolding from boilerplate, updating dependencies, and viewing project structures.
Stripe Founder MCP
Stripe analytics MCP server for SaaS founders. Answers MRR, churn risk, failed payments, growth metrics, customer profiles, at-risk customers, recent signups, disputes, and support context in natural JSON shaped for LLMs.
Devstory
Scans developer projects and git history to generate LinkedIn posts summarizing code changes and milestones, then publishes them automatically. Developers using Claude or Cursor can share professional updates without manual writing or posting.
MCP LatAm Tools
Essential Latin American data validation and utility tools for AI agents working with Brazilian, Mexican and Chilean business data. Covers CPF, CNPJ, PIX key validation, RFC and RUT validation, and national public holidays for Brazil, Mexico and Chile.
MCP Europe Tools
Essential European data validation and formatting tools for AI agents working with Portuguese, Spanish and European business data. Covers NIF/NIE/CIF validation, IBAN verification, VAT rates, public holidays and number formatting for 18+ European countries.
Stripe Subscription Whisperer
Ask your AI agent about your Stripe data. Get MRR, churn risks, failed payments, top customers, and cancellations — instantly.
real-time-stock-crypto-intelligence
Real-time Stock & Crypto Intelligence MCP server for traders and analysts—38 tools, 17 prompts, 5 resources. Pull live market data from Yahoo Finance, Binance, and SEC EDGAR without API keys. Detect insider clusters, track CEO/CFO trades, and integrate with Revolut banking.
Dalal Street MCP
by IndiaBank
Provides live NSE stock prices, technical signals, market overviews, portfolio analytics, and research tools via MCP, using Yahoo Finance and NSE data sources. Developers and traders can fetch real-time Indian market data to build trading bots, analytics dashboards, or automated alerts. Supports programmatic integration for monitoring stocks and generating insights without manual data pulls.
agent-workflow-mcp
MCP server for multi-step workflow orchestration — define, execute, pause, resume, and monitor complex agent workflows with dependency resolution
trace-forge-mcp
MCP server for writing structured traces, spans, and decisions — the only write-path observability MCP for EU AI Act traceability compliance
qc-validator-mcp
MCP server for runtime quality validation of AI agent outputs — hallucination detection, scope compliance, and output quality scoring
scope-guard-mcp
MCP server that enforces multi-agent scope boundaries — prevents scope drift, work duplication, and infinite delegation loops in agentic systems
compliance-shield-mcp
EU AI Act compliance audit trails and evidence generation for AI agent systems — risk classification, decision logging, gap analysis, and auditor-ready evidence packages
Humanizer
Detects and removes 24 AI writing patterns to produce naturally human text. Rule-based (free) + LLM-enhanced modes.
DesignMCP
Brand Intelligence & Design Token Server. The MCP server that gives any LLM professional-grade design system generation.
Daily Brief Engine
Daily-brief-engine MCP server generates structured daily briefs by aggregating data from news feeds, calendars, task lists, and emails. It processes inputs into concise summaries deliverable via API. Developers and managers use it for automated morning reports and team updates.
agent-reflexion-mcp
MCP server for agent self-improvement — decision logging, pattern analysis, performance tracking, and goal-based learning loops
agent-replay-mcp
MCP server for agent session recording and replay — debug non-deterministic agent behavior with session comparison and divergence detection
a2a-bridge-mcp
MCP server for agent-to-agent communication — capability discovery, task delegation, and result aggregation across MCP agents
agentic-auth-proxy-mcp
Production-ready authentication, rate limiting, and audit logging for any MCP server — add security to your MCP tools in one line
docx-forge-mcp
MCP server for creating, reading, and manipulating Word documents (.docx) — the production-grade document automation tool for AI agents
mcp-registry-mcp
MCP server for managing MCP server registries — health checks, duplicate detection, and configuration portability
agent-memorystore-mcp
MCP server providing persistent cross-session memory for AI agents — store, recall, search, and summarize memories across agent boundaries
secure-vault-mcp
MCP server for agent-native secrets management — store, rotate, and inject secrets without agents seeing raw values
agent-costcenter-mcp
MCP server for per-agent cost attribution, budget management, and spend analytics across AI agent fleets
token-lens-mcp
MCP server for analyzing and optimizing context window token usage — audit tool definitions, compress schemas, track usage, and reduce bloat
agent-guard-mcp
MCP server that detects and prevents infinite agent loops — circuit breakers, pattern detection, and stuck-agent recovery for agentic systems
Agentic Observability
Captures traces, logs, and metrics from AI agent executions in MCP environments. Developers query runtime data to debug agent behaviors, analyze decision paths, and measure performance. Suited for AI engineers optimizing autonomous systems and multi-agent workflows.
Domain Expertise
Domain Expertise MCP server (domain-expertise-mcp) equips AI models with access to specialized knowledge across technical and industry domains via the Model Context Protocol. It delivers expert-level facts, best practices, and insights for precise query handling. AI developers and researchers use it to ground responses and reduce inaccuracies in domain-specific applications.
Agent Security
Agent Security MCP server enforces security protocols for AI agents in Model Context Protocol environments. It handles agent authentication, access controls, and activity monitoring to block unauthorized actions. AI developers and security engineers use it for safe agent-tool interactions in production systems.
GCC Intelligence
Exposes GCC compiler intelligence through the MCP protocol for programmatic access to diagnostics, optimizations, and code analysis. Developers retrieve structured compiler feedback on code snippets to integrate into build systems, IDEs, and static analyzers. Data analysts use it to study compilation patterns and performance metrics.
agentic-crypto-swarm-prototype
Swarm Marketplace MCP — call paid T54 x402 SKUs (XRPL) and Base contract tools; broker settles HTTP 402 via env-configured rails. Dry-run friendly.
MetroAI — KOLAS Compliance OS
MetroAI v0.6.0 — KOLAS-compliance OS with 6 AI agents, GUM/MCM/QMC uncertainty engine, Ed25519-signed audit trail, and 9 calibration templates including TEM/SEM-EDS/AFM/OCD nano-metrology.
SQL Server Analyst
Read-only SQL Server Analyst MCP â safe schema, stored procedure, and performance analysis.
companies-houes
Provides programmatic access to UK Companies House registry data, including company searches, profiles, officers, and filing history. Developers and data analysts use it to integrate business verification into applications for compliance, KYC, and market research.
pyckle_embeddings
by Pyckle
PyckLM is a code-aware semantic embedding model that returns 512-dimensional L2-normalized float vectors. Ideal for semantic code search, clustering, and similarity — up to 64 texts per batch.
entsoe-mcp
entsoe-mcp provides MCP tools to query the ENTSO-E Transparency Platform for European electricity data, including generation by type, system load, cross-border flows, and day-ahead prices. Data analysts, energy traders, and grid operators use it to fetch historical and real-time power system metrics for modeling, forecasting, and market analysis.
juridique-mcp-server
Accès LLM au droit français : codes, jurisprudence, doctrine fiscale et conventions collectives croisés en un appel. PDF et exports intégrés.
Medical Billing
Delivers MCP interface for medical billing operations including claims submission, eligibility verification, payment posting, and reporting. Healthcare developers integrate it into EHR systems to automate revenue cycle tasks; billing analysts use it for claim tracking and reconciliation.
schema-migration-scorer
Predict risk, lock duration, and downtime for database schema migrations before you run them. Supports PostgreSQL and MySQL. Suggests zero-downtime alternatives for risky operations.
smb1001-assessor
Assess organizations against the Australian SMB1001 cybersecurity framework. Determine Bronze/Silver/Gold maturity level, identify compliance gaps, generate remediation plans, and check cyber insurance readiness.
aws-security-auditor
Scan AWS accounts for security misconfigurations, overprivileged IAM roles, public S3 buckets, and weak CloudTrail settings. Get a full security posture report with risk scoring.
ProfitSpot
ProfitSpot MCP server connects AI models to the ProfitSpot financial platform via Model Context Protocol. It enables discovery and use of profit spotting and market analytics functions. Financial developers, algorithmic traders, and quantitative analysts apply it to automate trade signal detection and portfolio analysis.
KDP Niche Scorer
Scores Kindle Direct Publishing (KDP) niches based on competition levels, search demand, and profitability estimates. Self-publishers and authors query niche viability to select book topics with high potential and low saturation. Delivers data via MCP for integration into research workflows.
Loreto
MCP server for the Loreto skill generation API — use generate_skills inside Claude Code
Git Dora
Computes DORA metrics (deployment frequency, lead time for changes, change failure rate, time to restore service), bus factor, and code churn from any Git repository. Software engineering teams and managers use it to evaluate repo health, team performance, and maintenance risks. Provides data for identifying bottlenecks in CI/CD pipelines and contributor dependencies without paid tools.
JiraBugResolver
JiraBugResolver MCP server connects AI models to Jira for bug resolution. It fetches issue details, analyzes bug reports with code snippets or logs, generates resolution steps, and updates ticket statuses. Software developers and QA engineers use it to automate triage and fixing in development pipelines.
Local CWV Onpage
Performs local SEO audits and Core Web Vitals (CWV) assessments using geocoding for location relevance, PageSpeed Insights (PSI) for performance metrics, CrUX for user experience data, on-page HTML analysis for structure issues, and audit checklists for compliance. SEO specialists, web developers, and site owners use it to diagnose visibility and speed problems on local business websites. Applications include pre-launch checks and ongoing optimization for search rankings.
Ecom Unit Economics
Computes LTV, CAC, ROAS, contribution margin, and unit economics for e-commerce businesses using API inputs, bypassing spreadsheets. E-commerce analysts and managers input sales, customer acquisition costs, and revenue data to obtain precise metrics. Applies to profitability analysis, ad performance evaluation, and pricing optimization.
Geo Landing Blueprint
by The Zahid
The Geo Landing Blueprint MCP server delivers a template for building geolocation-responsive landing pages. It supports dynamic content rendering based on IP-derived location data and device geodata. Frontend developers and full-stack engineers use it to scaffold personalized landing experiences for web apps.
pyckle-mcp
by Pyckle
pyckle-mcp gives your AI editor persistent memory of your codebase. Index once with index_codebase, then search forever with natural language via search_code. Works with Claude Code, Cursor, Windsurf, VS Code, and Zed. Additionally, indexes Obsidian vaults, Notion workspaces, and git history. Session context, dependency graphs, and autonomous iteration loops included.
Football Outcome Explainer
Analyzes football match data to generate explanations for game outcomes, covering player stats, tactical choices, and critical events. Users supply match details like scores and lineups to receive structured breakdowns. Suited for sports analysts, journalists, and developers embedding match insights in apps.
Scout Intel
Business & market intelligence MCP server for AI agents — 7 tools, 8 data sources, structured JSON with confidence scores
Healthcare Vendor Compliance
MCP server for accessing healthcare vendor compliance data via API. Supports queries for regulatory status like HIPAA adherence, audit records retrieval, and certification verification. Used by compliance officers, healthcare administrators, and developers automating vendor risk assessments.
FirstLook
by Gentry
Skip the spreadsheet for first-look deals. FirstLook brings institutional-grade CRE underwriting tools to any MCP-compatible AI assistant — cap rate benchmarking, debt metrics, rent roll analysis, stress testing, and credit risk summaries — so you can evaluate a deal in conversation. Built by a CRE portfolio manager and credit professional with years of institutional experience.
Viral Tech Pulse
Viral Tech Pulse MCP server aggregates real-time data on viral technology trends, tracking social shares, engagement rates, and trend velocity across platforms. Data analysts and marketers query this to detect emerging tech signals. Applications include competitive intelligence and content timing.
clientos-brain
Clientos-brain serves as a living memory for agency project managers and consultants. Pull rich client briefs with get_client_context before meetings, track decisions via log_decision and get_decision_trail, flag risks with flag_risk, generate weekly summaries using summarize_project_week, and detect scope creep to protect agreed scopes. Stay ahead of project dynamics with precise, actionable insights.
Httpstatus MCP Server
by HttpStatus
HttpStatus MCP Server — 24 AI-callable tools for API mocking, chaos engineering, security scanning, OpenAPI validation, distributed tracing, automation workflows, and monitoring. Works with Claude, Cursor, ChatGPT, and any MCP client.
Quote Margin Lab
quote-margin-lab-mcp MCP server handles quote processing and margin computations in financial lab environments. It exposes API endpoints for simulating margin requirements on stock quotes and analyzing trading risks. Quantitative analysts and financial developers use it to test strategies in isolated lab setups.
Knowledge Gaps
mcp-knowledge-gaps MCP Server
Vault Health
MCP server for Obsidian vault structural health checks. Find broken wikilinks, orphaned notes, and missing frontmatter — then auto-repair them.
Hebbian Vault
MCP server for intelligent, use-adaptive Obsidian vault search. Your vault remembers what matters. Files you use strengthen. Unused files fade. Hub pages surface first. Search gets better over time.
cipher-x402-mcp
Eight MCP tools for Solana wallet scans, password-breach checks, Jito tip calculation, GitHub repo health, and FRED macroeconomic data. Seven tools are gated behind the x402 payment protocol. Agents auto-pay in USDC on Base, $0.005 to $0.25 per tool call.
Release Radar
Compiles changelog digests in a weekly newsletter format from differences in npm lockfiles and GitHub release notes. Developers and DevOps teams use it to track dependency updates and project releases across repositories without manual review. Applications include automated team reports and maintenance alerts for Node.js projects.
kaigo-harassment-ai
Analyze and respond to customer harassment (kasuhara) situations in Japanese elderly care settings. Provides harassment assessment, legal risk scoring, ready-to-use response scripts, formal notice templates, and incident report forms. Based on MHLW guidelines and 2026 Care Insurance Act amendments.
hojokin-ai
Search and analyze Japanese government subsidies for businesses. Covers Monodukuri, IT Donyu, Jizokukahojokin and more. Returns eligibility check, ranked results, and application draft.
Barzel Scripture Intelligence
Barzel Scripture Intelligence is an MCP server that makes the Bible searchable, explainable, and applicable through AI-powered natural language queries, cross-references, original Hebrew/Greek insights, translation comparisons, doctrine explanations, and devotional generation. It is designed for Bible study, sermon preparation, theological research, and faith-based guidance.
SaaS Metrics Bench
SaaS Metrics Bench executes standardized benchmarks for core SaaS metrics including MRR growth, revenue churn, customer churn, LTV:CAC ratio, and activation rate. It processes uploaded datasets to compute scores and rank performance against industry baselines. SaaS operators, data analysts, and growth teams apply it to quantify business health objectively.
saas-unit-economics-mcp-v1
Delivers API endpoints to compute SaaS unit economics metrics including LTV, CAC, churn rate, payback period, and gross margins from input data like revenue and costs. SaaS finance teams, growth analysts, and developers use it to run cohort analysis and profitability forecasts in spreadsheets or apps.
YouTube Packaging
The YouTube Packaging MCP server (youtube-packaging-mcp) enables programmatic packaging of YouTube videos, metadata, and subtitles into bundled formats for distribution or analysis. Developers integrate it to automate content preparation for apps, streaming, or datasets. Video platform builders and content pipeline engineers use it to process YouTube assets via MCP calls.
Data Analysis Mentor
For data analysts and developers, data-mentor MCP Server lets you parseDatasetSchema to infer types from data samples, generateSqlQuery to build optimized SQL from business questions, and generateAnalysisPipeline for complete workflows from SQL to Python and visualizations. Use generatePandasCode for maintainable scripts, suggestVisualization for chart recommendations, and analyzeDataset for structured analysis plans.
YouTube Channel Intel
Retrieves detailed intelligence on YouTube channels, including subscriber counts, video lists, view metrics, and metadata via MCP protocol. Data analysts, marketers, and content strategists use it to monitor performance, analyze competitors, and inform content decisions programmatically.
@vk0/agent-cost-mcp
Local-first Claude Code cost analyzer. Parses JSONL session logs to surface per-tool spend, daily trends, and optimization hints. Zero cloud, no API key.
SLA Calculator
Computes Service Level Agreement (SLA) metrics from inputs like uptime duration, response times, and incident resolution data. Outputs achieved percentages, compliance status, and breach details. DevOps engineers, SREs, and IT operations teams use it to validate service performance against targets in automated pipelines.
UI Component Generator
⚡ Generate accessible UI components from text prompts, screenshots, or design briefs — without leaving your IDE. Get production-ready React, Vue, Svelte, and Tailwind code with ARIA labels, semantic HTML, and keyboard navigation built in. The fastest way to close the design-to-code gap.
Data Validator
The Data Validator MCP server checks data for schema compliance, type correctness, format adherence, and integrity issues. Data engineers and analysts use it to verify datasets, API payloads, and inputs before processing in analytics, ML training, or storage pipelines.
Stock Market
This MCP server delivers stock market data through protocol-compatible tools. It enables retrieval of real-time quotes, historical prices, and company details via function calls. Developers building trading bots, financial dashboards, and AI analysis tools benefit from its integration.
Air Quality
Fetches real-time, historical, and forecast air quality data including AQI, PM2.5, ozone, and NO2 levels for global locations. Data analysts, environmental researchers, and developers integrate it into apps for pollution monitoring, health alerts, and urban planning via MCP tools.
Shipping Rates
Fetches real-time shipping rates from carriers using inputs like package weight, dimensions, origin, and destination addresses. E-commerce developers integrate it to display accurate costs at checkout. Logistics applications use it for comparing carrier options and automating quotes.
Flight Prices
Retrieves real-time flight prices for specified origin and destination airports on given dates via MCP tools. Aggregates data from airlines and travel aggregators. Developers building travel apps, chatbots, and price trackers use it to fetch accurate fare information for user queries.
Patent Search
Exposes patent search capabilities via MCP protocol, allowing queries to databases like USPTO and EPO by keywords, inventors, assignees, or patent numbers. Retrieves details including abstracts, claims, and filing dates. Patent attorneys, researchers, and developers use it for prior art analysis and IP monitoring.
Solar Estimator
Computes solar PV system metrics like annual energy production, installation costs, and ROI based on location, roof area, panel specs, and local rates. Solar installers, energy analysts, and app developers use it to generate site-specific estimates for residential or commercial projects.
Crypto Position AI
Provides MCP access to cryptocurrency trading positions via Binance Futures API. Retrieves open positions, trade history, P&L metrics, and portfolio summaries. Developers building trading bots or dashboards and quantitative traders use it to fetch real-time position data for analysis and automation.
gpu-market-analyst
Pricing intelligence for GPU rentals — built for hosts who want to maximize earnings, renters who want fair deals, and spend-governance tools that need to catch agent cost blowups. Ask "what should I price my RTX 4090 at?" or "is $6/hr fair for an H100?" and get answers backed by 16+ days of historical data at 5-minute resolution. 26 GPU models tracked across vast.ai, RunPod, Lambda, io.net, and Thunder Compute. 11 tools: 8 free (live snapshots, deal finder, cross-provider comparison, free benchmark, price-sanity guardrail, GPU comparison, local collector script, feedback) + 3 Pro ($9/mo: pricing recommendations, trend analysis, full market summary). Free tier is generous: 1,000 calls/month with no card required. The first MCP server in the GPU pricing intelligence + spend-governance category.
Domain Info
Queries WHOIS records, domain availability, and registration details for specified domains via MCP tools. Developers integrate it into apps for domain validation; security analysts use it for reconnaissance and threat intel gathering.
Earthquake Alerts
Delivers real-time earthquake alerts and seismic event data via MCP tools. Enables querying recent quakes by magnitude, location, depth, and time, plus fetching active alerts. Developers building safety apps, emergency systems, and research platforms use it for timely seismic monitoring.
Nutrition Data
Exposes nutrition data via MCP protocol for querying food items' calories, macronutrients, vitamins, and minerals. Developers integrate it into diet trackers, meal planners, and health apps to fetch accurate nutritional profiles programmatically.
Smartphone Price
by sahimsalem
Retrieves current and historical prices for smartphones by model, brand, and retailer. Supports queries for price comparisons across markets and regions. Data analysts and developers use it to track pricing trends and integrate into shopping apps or market research tools.
Public Transit
Exposes public transit data through MCP-compatible tools for querying routes, schedules, stops, and real-time vehicle positions. Developers building mapping apps or mobility services use it to fetch agency-specific transit info via API calls. Data analysts access structured datasets for traffic pattern analysis.
Recipe Search
Delivers recipe search via Model Context Protocol (MCP), enabling queries for recipes by ingredients, cuisine, dietary restrictions, or meal type. Developers integrate it into AI chatbots or apps to fetch structured recipe data including steps and nutrition info. Useful for building cooking assistants or meal planners.
Pet Adoption
Implements MCP tools for a virtual pet adoption system, allowing AI models to list available pets, retrieve individual pet profiles including age, breed, and health info, and process adoptions. Developers building interactive AI chatbots or simulation apps use it to enable programmatic pet matching and adoption workflows.
Plugin Mod Compatibility Tester
Runs automated tests to check compatibility between plugins and mods, detecting conflicts, dependency mismatches, and runtime errors. Used in game server environments like Minecraft to validate combinations. Server administrators and mod developers apply it to prevent crashes and ensure stable deployments.
EV Charging
Exposes MCP tools for querying electric vehicle charging station data, including locations, real-time availability, connector types, and pricing. EV app developers and fleet managers use it to fetch infrastructure details for navigation apps and route optimization.
Vehicle Lookup
This MCP server enables lookup of vehicle details using identifiers like VINs or license plates. It returns data such as make, model, year, engine specs, trim levels, and safety ratings. Developers building automotive apps, insurance verification systems, or fleet trackers use it to fetch accurate vehicle information programmatically.
Sports Scores
Delivers live and historical sports scores data via MCP for major leagues like NBA, NFL, and soccer. Enables AI models and apps to query game results, standings, and stats programmatically. Suited for developers building sports trackers, analysts monitoring performance, and apps displaying real-time updates.
Weather Forecast
Fetches current weather conditions and forecasts via MCP tools for specified locations. Supports global queries for hourly and daily predictions. Developers and data analysts use it to integrate real-time weather data into applications, AI agents, dashboards, and automation workflows.
Hostel Prices
MCP server for retrieving hostel price data by location, dates, and filters. Enables queries for current rates across global hostels. Suited for developers building travel apps, data analysts monitoring accommodation trends, and services needing price comparisons.
Thrift Auctions
Delivers MCP tools for thrift auction platforms, supporting retrieval of active listings, submission of bids, and auction status checks. Developers integrate it to build bidding automation, while resellers track inventory opportunities from thrift store auctions.
Car Auctions
Exposes car auction data through MCP tools for querying listings, vehicle details, and bid histories. Developers integrate it to fetch real-time auction status and historical sales data. Used by automotive analysts and trading app builders for market monitoring.
Professor Ratings
Provides MCP access to professor ratings and student review data from universities. Query by professor name, institution, or department to retrieve average quality scores, difficulty ratings, review counts, and feedback summaries. Used by students for course selection, academic researchers for teaching analysis, and developers building university apps.
Self Storage
MCP server providing self-storage for AI model data persistence across sessions. Enables storing, retrieving, and managing key-value data or contexts without external dependencies. Developers building stateful AI agents and long-running LLM workflows use it to maintain memory and state.
smart-web-scraper
Provides AI-assisted web scraping to extract structured data from websites, including dynamic and JavaScript-rendered pages. It parses content semantically to output JSON or CSV formats without custom selectors. Data analysts, researchers, and developers use it for building data pipelines, monitoring sites, and collecting datasets.
railrouter-lite
MCP server providing the `route_payment` tool to direct payment transactions to optimal processors or rails based on criteria like cost, speed, or geography. Fintech developers and payment platform engineers integrate it to handle routing programmatically in applications such as e-commerce checkouts or payout systems.
SEO Content Brief
Generates SEO content briefs using a template-first system without external APIs. It populates structured templates with topics, keywords, outlines, and optimization elements for search-friendly content. SEO specialists, content marketers, and digital agencies use it to plan articles and pages.
Restaurant Menus
Exposes restaurant menu data through MCP tools for programmatic querying by restaurant name, location, or cuisine. Retrieves structured details like items, prices, and descriptions. Developers building food apps, AI recommenders, or analytics platforms use it to integrate real-time menu information.
Game Prices
Retrieves current and historical prices for video games across digital storefronts like Steam and Epic Games Store via MCP tool calls. Enables programmatic queries by game title, platform, or region. Developers building price trackers and analysts monitoring gaming market trends use it for data extraction and comparison.
Coin Prices
Retrieves real-time cryptocurrency prices for coins like BTC, ETH, and others via the MCP protocol. Enables programmatic queries for current market data. Developers building trading bots, financial dashboards, or analytics tools use it to access live prices without external APIs.
Estate Sales
MCP server that provides access to estate sales listings, auction schedules, and item inventories through tool calls. It enables searching sales by location, date, or keywords and retrieving detailed sale information. Developers building reseller apps, notification bots, or market analysis tools would use it to integrate real-time estate sale data.
Campground Finder
The @lulzasaur9192/mcp-campground-finder MCP server provides tools for querying campgrounds by location, availability, and amenities. Developers and AI agents integrate it to fetch campground data for trip planning applications. Ideal for building outdoor recreation features in chatbots or mobile apps.
School Ratings
Retrieves school ratings, performance metrics, and reviews via MCP tools. Queries data by school name, location, district, or ID. Developers, researchers, and edtech analysts use it for apps, reports, and educational insights.
Crypto Mining
MCP server enabling AI models to interface with cryptocurrency mining systems. Supports tasks like monitoring hashrates, switching pools, and profitability analysis through protocol tools. Miners and developers use it to automate rig management and integrate mining data into AI workflows.
Nonprofit Lookup
Enables lookup of nonprofit organizations by EIN, name, or location from public databases like IRS records. Returns structured data on tax status, addresses, financials, and officers. Developers use it for verifying nonprofits in donation apps, compliance checks, and research tools.
Remote Jobs
Delivers MCP access to remote job listings and search functions. Supports querying positions by keywords, location preferences, salary ranges, and role types. Developers building job aggregators, AI assistants for job hunting, and recruiters sourcing remote talent use it for programmatic data retrieval.
Sec Insider
Grants access to U.S. SEC insider trading data through MCP protocol calls. Retrieves details on insider transactions, Form 4 filings, and ownership changes for specific companies or executives. Financial analysts, investors, and compliance teams use it to track trading patterns and regulatory filings programmatically.
License Verify
Provides MCP-based access to software license verification functions. Validates license keys, checks expiration and revocation status, and retrieves associated metadata. Developers use it to enforce licensing in desktop apps, SaaS platforms, and AI agents managing subscriptions.
Clinical Trials
Delivers programmatic access to clinical trials data registries like ClinicalTrials.gov via MCP. Supports searches by condition, location, phase, status, sponsor; retrieves trial summaries, eligibility criteria, contacts, and results. Used by medical researchers, pharma developers, and healthcare data analysts for trial discovery and integration.
Review Sentiment
Performs sentiment analysis on customer reviews and feedback text using NLP models. Returns polarity scores (positive, negative, neutral) and confidence levels via API calls. Data analysts, marketers, and product managers use it to quantify user opinions from e-commerce sites, app stores, or surveys.
Deal Finder
Exposes MCP tools for querying deals, discounts, and coupons across e-commerce platforms and retailers. AI agents can search products, compare prices, and retrieve promotion details programmatically. Developers building shopping bots, price comparison apps, or deal alert systems benefit most.
Barcode Lookup
Delivers product details from barcode scans using UPC, EAN, or ISBN codes via MCP tools. Returns data like item name, manufacturer, description, and pricing. Developers building inventory systems, e-commerce scanners, or price trackers integrate it for automated lookups.
Prediction Markets
Delivers MCP access to prediction markets for querying event odds, implied probabilities, volumes, and resolutions. Developers retrieve real-time data on politics, sports, or crypto events; analysts track crowd-sourced forecasts; traders monitor arbitrage opportunities.
AI Pricing
Retrieves current pricing data for AI models and services from providers like OpenAI, Anthropic, and Google via the MCP protocol. Supplies structured details on per-token costs, fine-tuning rates, and compute fees. AI developers and ML engineers use it to estimate expenses and compare options in LLM-based projects.
Jobfit Pipeline
MCP server that computes job-fit scores matching candidate profiles to job requirements and tracks metrics across job application funnels. It quantifies candidate suitability using scoring algorithms and analyzes stages like submissions, interviews, and hires. Recruiters and HR analysts use it to evaluate hiring efficiency and identify bottlenecks in applicant pipelines.
Fatin Agro Tool
by Aj
A complete, production-ready Model Context Protocol (MCP) server designed to help farmers worldwide. This tool provides crop disease detection (AI-ready), treatment recommendations, and a global agricultural knowledge base.
AI Dev Assistant
Provides 29 AI-powered tools for software development lifecycle tasks, including code review, debugging, CI/CD pipeline management, GitHub operations, and database handling. Developers and DevOps engineers use it to analyze code, fix bugs, automate deployments, manage repositories, and query databases programmatically.
Scenario Pricing
Exposes API endpoints for defining and computing pricing scenarios based on inputs like costs, volumes, discounts, and market conditions. Outputs include revenue projections, margins, and break-even points. Financial analysts and developers integrate it into models or apps for what-if pricing simulations.
Ebenova Insights — Reddit Monitor
MCP server for Ebenova Insights — monitor Reddit and Nairaland for keywords, get AI-drafted replies, manage monitors. For Claude Desktop, Cursor, and any MCP-compatible AI assistant.
Ebenova Legal Docs
MCP server for the Ebenova API. Generate legal documents (NDAs, contracts, tenancy agreements), invoices, and receipts — directly from Claude Desktop, Cursor, or any MCP-compatible AI assistant.
Resume ATS
by Sahinhub
Resume ATS MCP server handles resume processing in applicant tracking systems via API calls. It parses resumes into structured data, matches candidates to jobs, and manages pipelines. Developers building HR tools and recruiters automating screening use it for programmatic candidate evaluation.
Trading Risk Metrics
Computes portfolio risk and performance metrics from CSV/JSON export files, including VaR/ES, Sharpe/Sortino ratios, drawdowns, concentration measures, and Markdown tear sheets. Processes data offline without external APIs. Quantitative analysts, portfolio managers, and traders use it to evaluate trading strategies and holdings directly from export data.
Medical Calc
Computes medical metrics including BMI, drug dosage, IV drip rates, creatinine clearance, corrected calcium, anion gap, pediatric dosing, and unit conversions. Healthcare professionals like doctors, nurses, and pharmacists use it for precise calculations during patient care, such as dosing adjustments and renal function assessments.
frontent_responsive_architect
frontent_responsive_architect MCP server generates responsive frontend architectures for web applications across various devices. It outputs layout plans, component structures, and CSS recommendations for adaptive UIs. Frontend developers and UI designers use it to build device-compatible interfaces without manual trial-and-error.
Omni-Ytube
Omni Ytube MCP server delivers API access to YouTube for video searching, metadata retrieval, and channel data querying. Developers integrate it into AI agents to fetch video details, track channels, and automate content processing. Content analysts and creators apply it for research and monitoring tasks.
SEC Filing Diff
Compares SEC filings such as 10-Ks and 10-Qs to detect changes in disclosures and generates alerts for material updates. It identifies differences in sections like risk factors, financial statements, or management discussions. Financial analysts, compliance officers, and fintech developers use it to monitor filing amendments for investment decisions or regulatory adherence.
Crypto-DeFi Calc
DeFi Calc computes key DeFi and crypto metrics: impermanent loss for liquidity pools, APY/APR conversions, token vesting schedules, staking rewards, gas estimation, portfolio P&L tracking, and DCA simulations. Crypto developers, traders, and quantitative analysts use it to model risks and returns in blockchain apps. Real-world uses include optimizing liquidity provision and forecasting investment outcomes.
Freelance Calc
Freelance Calc computes hourly rates, project pricing, invoice totals, late fees, tax withholding, income projections, and effective rates for freelancer business math. Independent contractors and solopreneurs use it to quote clients accurately, prepare invoices, and forecast earnings. Integrate via MCP into apps for automated pricing and financial tracking.
Nutrition Food MCP
Provides MCP access to search Open Food Facts (3M+ products), USDA FoodData Central, and FDA food recalls. Delivers health scoring, meal planning, nutrient comparison, and personalized daily calorie targets based on user data. Developers building fitness apps, nutrition trackers, or health platforms use it to integrate reliable food databases into applications.
meal-diary-mcp
Converts unstructured food diary text into structured meal records, nutritional estimates, weekly summaries, and dietary pattern flags. Developers integrate it into health apps to parse user logs automatically. Nutritionists and fitness trackers use it for analyzing eating habits and generating reports.
HR/Business Payroll Calc
Computes payroll elements including salary-to-hourly conversions, overtime pay, paycheck estimates, PTO accrual, employer costs, contractor vs. employee comparisons, and benefits analysis via API calls. Developers integrating into HR or finance apps, accountants, and small business owners use it for accurate payroll projections and cost modeling in business operations.
SEO Change Impact
Computes predicted effects of SEO modifications, such as title tag changes, content rewrites, or schema additions, on organic traffic and search rankings. Processes inputs like current rankings and historical data to output quantitative impact estimates. SEO analysts and digital marketers use it to preview outcomes before live site updates.
E-Commerce Calc
Calculates e-commerce profit margins, pricing strategies, break-even analysis, shipping costs, inventory turnover, ROI, and sales tax. Online sellers input sales data to get precise financial metrics for decision-making. E-commerce managers and small business owners use it to assess profitability and optimize operations.
Dev Tools Cron Date
Cron Date parses cron expressions to calculate next run times, performs business day math, handles timezone conversions, executes date arithmetic, and detects schedule overlaps. Backend developers and DevOps engineers use it to implement task schedulers, ETL pipelines, and cron-based automation without external libraries. It supports precise timing in distributed systems and job queues.
Invest Calc
Computes precise investment mathematics including compound interest, FIRE calculator, portfolio risk metrics (Sharpe/Sortino ratios), DCA simulations, dividend reinvestment, and retirement projections via MCP. Financial analysts, individual investors, and developers building fintech applications use it to perform accurate financial modeling and scenario analysis in real-time workflows.
Ab Test Stats
Delivers precise A/B test analysis through sample size calculators, statistical significance tests, and hypothesis testing that outputs exact p-values and confidence intervals. Data analysts, marketers, and product managers use it to evaluate experiment results from website variants, app features, or email campaigns, ensuring decisions rely on statistically valid data.
Regex Toolkit
Executes, tests, debugs, and explains regex patterns, outputting exact match positions, capture groups, benchmarks, and ReDoS vulnerability detection. Developers use it to validate patterns in parsing scripts, optimize matching performance in data pipelines, and scan for security risks in input validation code. Data analysts apply it for cleaning and extracting data from logs or unstructured text.
siteaudit-mcp
Instant SEO, performance, and security audits for any URL — 20+ SEO checks, security headers, SSL verification, and site comparison for AI agents
financekit-mcp
Financial Market Intelligence — stock quotes, technical analysis (RSI, MACD, Bollinger Bands), crypto prices, asset comparison, and portfolio analysis for AI agents
Mortgage Calc
Computes precise mortgage and loan calculations including amortization schedules, refinance comparisons, affordability analysis, and DTI ratios using decimal-accurate math. Developers integrate these functions into apps for real-time financial assessments. Suited for fintech platforms, real estate software, and personal finance tools handling loan modeling.
Game Deal Insights
Retrieves current and historical pricing data, discounts, and sales insights for video games across multiple platforms. Enables querying deal details, price histories, and storefront comparisons. Data analysts, developers building trackers, and gamers automating deal hunts use it for market analysis and notifications.
Revenue Dashboard MCP
by Forgyn
Revenue Dashboard MCP allows natural language queries for MRR, churn, and revenue data from Stripe, Gumroad, and Lemon Squeezy directly in Claude. Users retrieve subscription metrics like monthly recurring revenue and customer churn rates without switching applications. SaaS founders, indie hackers, and finance teams use it to monitor business performance in real time.
SLO Error Budget
Performs deterministic SLO calculations: converts nines (e.g., 99.9%) to allowable downtime, computes error budgets and burn rates, generates humanized summaries without a metrics backend. SREs and DevOps engineers use it for reliability assessments in scripts, pipelines, or planning.
ai-builder-bot-farm
Runs a farm of Minecraft bots controlled by AI agents for automated gameplay and resource gathering. Supports scaling multiple bots in shared worlds to simulate environments for AI training. AI researchers and game developers use it to test agent behaviors, collect gameplay data, and iterate on reinforcement learning models.
Mcp-file-manager
File Ops is a production-ready MCP server that empowers AI assistants with complete file management capabilities. Seamlessly read, write, search, and manipulate files across your projects with enterprise-grade security and reliability. Perfect for code editing, project scaffolding, log analysis, batch file operations, and automated workflows.
Site Audit
Audits any URL for SEO signals, Open Graph tags, readability scores, JSON-LD structured data, and social preview validation with zero API cost. SEO specialists, web developers, and content creators integrate it to programmatically check site optimization before publishing or during monitoring campaigns.
Specforge
Specforge generates software specifications, architecture diagrams, sprint plans, and agent runbooks while verifying npm dependencies for package integrity. Developers and engineering teams use it to automate project documentation and planning. Applies to AI agent development and agile software projects.
MCP Reddit Intelligence
Tap into Reddit's 100K+ subreddits with 20 tools like get_subreddit_rising, analyze_post_sentiment, score_post_virality, get_domain_posts, compare_subreddits, and get_post_comments via the official OAuth2 API. Data analysts, researchers, and developers track emerging trends, monitor comment sentiment, benchmark communities, profile users, and follow brand mentions in real time. Search posts site-wide, fetch wiki pages, and summarize user activity for precise social intelligence.
MCP Movies Entertainment
Query TMDB's 850K+ movies and 150K+ TV shows with tools like search_movies, discover_tv, get_watch_providers, and get_collection for franchise watch orders. Developers and data analysts fetch cast via get_movie_cast, trailers with get_movie_videos, reviews, IMDB lookups via find_by_imdb_id, and theater listings to build chatbots, recommendation engines, and media apps.
Trading Risk
Computes position sizes using Kelly criterion and fractional Kelly formulas, evaluates portfolio heat, and applies configurable risk guardrails based exclusively on user-supplied inputs. No market data APIs are used. Traders and quantitative analysts use it to determine safe trade allocations and monitor overall portfolio risk exposure.
SMB Quote Invoice PDF
Generates PDF documents for SMB quotes and invoices using pdfkit rendering, with built-in data validation for accuracy. Developers can integrate it into billing systems to automate PDF creation from structured data. Small business owners and accountants use it for quick, professional document output in sales and payment workflows.
Content Score
Computes numerical scores for input text using ML models, evaluating metrics like readability, SEO suitability, sentiment, and toxicity. Developers integrate it via MCP to assess user-generated content in apps; content teams apply it for pre-publish quality checks in blogs and social media.
Online Exam System
MCP server for managing online exams, questions, student assessments, and teacher review workflows. It enables programmatic creation of exams, processing of student submissions with scoring, and structured review processes. Educators, exam administrators, and developers building edtech applications use it for automated assessment handling.
github-issue-finder
Searches and retrieves GitHub issues using queries for repositories, keywords, labels, states, and assignees. Returns issue details like title, body, and metadata. Developers and repository maintainers use it to automate issue tracking, triage bugs, and check for duplicates before filing new reports.
Halal Globally
Halal Globally MCP server facilitates queries to global Halal certification databases for products, ingredients, and suppliers. It enables programmatic verification of compliance with Islamic standards across countries. Developers in food tech, e-commerce, and supply chain apps use it to integrate Halal checks.
Drug Safety Monitor
Drug Safety Monitor MCP server tracks FDA drug recalls, shortages, label changes, adverse events, and clinical trials through programmatic access. It delivers structured data for querying safety updates and monitoring changes. Pharmacists, physicians, pharmaceutical developers, and compliance teams use it to integrate real-time drug safety checks into clinical workflows or applications.
clickhouse-mcp
The clickhouse-mcp server provides MCP access to ClickHouse columnar OLAP databases, enabling AI models to execute SQL queries and manage data tables. Data analysts and engineers use it to query petabyte-scale datasets for real-time analytics, aggregations, and reporting in AI-driven pipelines.
CRM Deal Intelligence
by The Zahid
Delivers an AI CRM decision engine that scores leads and prioritizes deals using machine learning models. It processes CRM data to assign scores based on conversion likelihood and deal value. Sales operations teams and CRM developers use it to automate lead qualification and focus efforts on high-potential opportunities.
Omni-Parcel-Tracker
parcel-tracker-mcp provides MCP access to parcel tracking data from major carriers. It retrieves shipment status, delivery estimates, and tracking events using tracking numbers. Developers, logistics coordinators, and e-commerce teams use it to monitor shipments in apps and dashboards.
NextJS Commerce SEO DX
Delivers MCP-accessible SEO diagnostics and optimization functions for Next.js e-commerce applications. Enables analysis of page SEO, structured data implementation for products, and Core Web Vitals tuning. Frontend developers and SEO engineers use it to elevate online store search performance.
MCP Youtube Creator
YouTube Creator server equips content creators, marketers, and analysts to search videos with search_videos, dissect competitors via analyze_competitor_channel, uncover niche gaps using find_content_gaps, decode thumbnails with analyze_thumbnail_strategy, and generate SEO tags—all powered by your YouTube Data API v3 key. Extract audience insights from comments and track trends for data-driven video strategies.
Marketplace Listing Coach
Scores MCP marketplace listings and README sections against MCPize-friendly discovery criteria. Provides feedback on structure, keywords, and formatting to enhance searchability. MCP server developers use it to refine listings prior to submission for better ecosystem visibility.
NeuroMind AI
neuro-mcp-agent MCP server runs a neural-based agent that processes model contexts through neural inference to generate responses or actions. It handles context interpretation without predefined tools, relying on neural architectures for reasoning. AI researchers and ML engineers use it to prototype autonomous agents in MCP environments.
Architect
Architect MCP server (architect-mcp) implements Model Context Protocol for software architecture workflows. It enables AI models to maintain persistent context across sessions for design iteration and analysis. Software architects and developers use it to integrate AI into system modeling and validation processes.
database-explorer-pro
Universal database MCP server — connect to PostgreSQL, MySQL, MSSQL, SQLite, Oracle, MongoDB, Couchbase, Redis, Valkey, Elasticsearch, and DynamoDB from any AI assistant. 23 tools. 12 engines. Full CRUD.
Tax Optimizer
Tax Optimizer delivers real-time tax liability calculations for traders and freelancers using income and transaction inputs. It processes trading profits, freelance earnings, and deductions to output estimated taxes under current regulations. Traders use it to assess post-trade liabilities, while freelancers track obligations after invoicing.
Ecommerce Seller Toolkit
Ecommerce Seller Toolkit MCP server supplies API access for seller operations on online stores. Users execute functions for product handling, order management, and sales reporting via code. Ecommerce sellers and integration developers apply it to automate store maintenance tasks.
Frontend Scorecard
Computes quality scores for frontend codebases and outputs prioritized remediation plans based on metrics like performance, accessibility, and SEO. Frontend developers and QA teams use it to identify issues programmatically. Integrates into CI/CD pipelines for automated audits of web applications.
Crypto Position
Provides MCP access to cryptocurrency trading positions via crypto-position-mcp. Retrieves open positions, trade history, P&L metrics, and portfolio summaries. Developers and quantitative traders use it for bots, dashboards, and risk analysis.
Zendesk Operations and Automation
Production-safe Zendesk Support MCP: dry-run ticket updates, SLA breach radar, natural-language macro specs, and weekly ops summaries.
Digital Payment BD
The Digital Payment BD MCP server supplies Bangladesh-specific digital payment data, covering guidance, currency conversion, bank protocols, safety tips, news, and blockchain payment details. It allows programmatic retrieval of this information for integration into applications. Fintech developers and payment platforms use it for localized financial features in the Bangladesh markets.
Tender Response
Tender Response is an AI MCP server that parses RFP and tender documents, extracts key requirements, generates compliance matrices, and drafts bid content. It automates the initial stages of bid preparation from unstructured documents. Procurement specialists, bid managers, and sales teams in industries like construction and IT services use it to process multiple tenders efficiently.
n8n Workflow Generator
Connect to Claude Desktop, Cursor, Cline, or any MCP client. Describe your n8n automation in plain text — get a complete, importable workflow JSON in seconds.
SaaS Marketing metrics calculator MCP
Calculates SaaS metrics such as CAC, LTV, payback period, ROAS, and MRR movement from user-provided inputs. Operates statelessly with no external API calls or dependencies. SaaS founders, growth analysts, and finance teams use it to assess customer acquisition efficiency and revenue health without custom spreadsheets.
Analyst SaaS Metrics
Computes deterministic MRR/ARR bridges, MRR waterfalls, NRR percentages, validation checks, and markdown table exports from user-supplied inputs without external billing APIs. SaaS finance analysts and data teams use it to derive accurate revenue metrics from spreadsheets or CSV data for cohort analysis and forecasting.
Gmail Sales Briefing
Processes Gmail data to generate sales briefings by retrieving email threads, attachments, and interaction histories. Extracts deal status, objections, and next steps for call preparation. Sales reps and developers use it to fetch context before meetings or integrate into sales apps via MCP.
Funnel Economics
Funnel Economics MCP server computes economic metrics for sales and marketing funnels, such as CAC, LTV, churn rates, and ROI via API calls. It supports funnel simulations for scenario testing. Marketers, growth analysts, and finance teams use it to evaluate channel performance and allocation decisions.
Expo Ship Check
Performs deterministic audits on Expo and React Native configuration files—app.json, eas.json, and package.json—against pinned Expo and EAS JSON Schemas, plus heuristic checklist rules for ship-readiness. Expo and React Native developers use it to validate setups before EAS builds or app submissions, catching schema violations and common misconfigurations early.
Drive Permission Auditor
Audits permission settings on Google Drive files, folders, and shared drives by retrieving access lists, roles, and sharing configurations. Security administrators, compliance officers, and IT teams use it for identifying unauthorized access risks and generating audit reports. Integrates via MCP for automated checks in enterprise environments.
Product Hunt Competitor Tracker
Fetches Product Hunt data on competitor products, including launches, daily rankings, upvotes, comments, and maker details. Product managers, marketers, and analysts use it to monitor launch performance, benchmark rivals, and detect market trends.
Similarweb Competitor Intel
Retrieves Similarweb data on competitor websites via MCP, including traffic estimates, engagement metrics, audience demographics, and digital rankings. Data analysts, marketers, and SEO specialists use it to benchmark performance, identify trends, and support data-driven decisions in competitive research.
Workspace Admin Auditor
Retrieves and analyzes audit logs of administrative actions in workspaces. Tracks permission changes, user role assignments, and security events programmatically via MCP. Workspace administrators and security analysts use it to investigate incidents and ensure compliance in collaborative platforms.
jm-studio-mcp
Implements the Model Context Protocol (MCP) endpoint for JM Studio environments. Enables LLMs to discover and invoke available studio functions through standardized API calls. Developers and AI engineers use it to integrate model-driven automation into studio project workflows.
SaaS KPI Economics
Calculates SaaS unit economics metrics such as MRR bridge, LTV, CAC payback, runway, and 2D scenario grids using only user-supplied numerical inputs. No connections to Stripe or other external APIs in version 1. SaaS founders, finance analysts, and growth teams apply it to model business viability and forecast outcomes programmatically.
MCP Wikipedia Knowledge
Data analysts and researchers: Search Wikipedia articles in any language with search_wikipedia, fetch summaries and sections via get_article_summary and get_article_sections, and query Wikidata entities with search_wikidata or custom SPARQL via query_wikidata_sparql. Uncover nearby places using search_wikipedia_nearby, featured content with get_wikipedia_featured, and related topics — no API key required.
MCP Nutrition Food
Developers and nutrition analysts: Scan barcodes with get_product_by_barcode for Open Food Facts nutrition facts, allergens, and Nutri-Scores on 3M+ products. Search USDA FoodData Central, filter diets via search_foods_by_diet, compare nutrients, check FDA recalls using search_food_recalls, and compute personalized daily targets with calculate_daily_nutrition_targets.
KDP Research Suite
The KDP Research Suite MCP server provides API access to research tools for Amazon Kindle Direct Publishing. It supports keyword volume lookup, competitor book analysis, and niche profitability estimation via programmatic calls. Self-publishing authors and book marketers use it to validate ideas and optimize listings before launch.
immo-france-mcp-server
Accédez instantanément aux données immobilières françaises : transactions DVF, diagnostics DPE, risques naturels, estimations de prix et rentabilité locative. Un seul appel remplace des heures de recherche sur 4 sites différents. Conçu pour les professionnels de l'immobilier qui veulent gagner du temps.
Trading Journal Analytics MCP
MCP server that processes trading journal data to compute performance metrics, risk statistics, and trade pattern insights. It enables programmatic querying of historical trades for backtesting and optimization. Traders, quantitative analysts, and portfolio managers use it to extract actionable data from journal entries.
Jobber
An MCP server that connects AI assistants to your Jobber account. Ask questions about your clients, jobs, quotes, and invoices in plain English — no clicking through dashboards.
MCP Research Papers
Query 250M+ papers across arXiv, OpenAlex, Semantic Scholar, and PubMed using search_all_sources for merged results with AI TL;DRs, search_arxiv by category/author, and search_pubmed for biomedicine. Build citation graphs via build_citation_graph, extract PDFs with fetch_arxiv_pdf, spot gaps using find_research_gaps, and track trends with get_trending_topics—no API key needed. Researchers, PhD students, data analysts, and developers rely on it for literature reviews, citation tracing, and knowledge mapping.
Payments Reliability Copilot
MCP server that exposes AI copilot tools for diagnosing payment transaction failures, computing reliability metrics, and suggesting optimizations. Payments engineers and fintech developers use it to monitor success rates, analyze error patterns, and prevent downtime in processing pipelines.
Nexudus
Exposes Nexudus APIs for managing bookings and coworkers in coworking spaces. Tools enable creating, updating, and querying bookings with cost details and availability checks, plus handling coworker data, team assignments, and business associations. Coworking administrators and developers building space management integrations use it to automate reservations and user management.
GitHub Repository Manager
Automate your GitHub workflow with AI. Manage issues, pull requests, projects, workflows, and security alerts directly from Claude, Cursor, or any MCP-compatible AI agent — no manual GitHub tab switching required.
Local Lead Scout
Local Lead Scout MCP server allows querying of local business directories to identify potential leads by location, industry, and size criteria. It returns business names, addresses, contacts, and websites for outreach. Sales reps and marketers use it to compile location-specific prospect lists for campaigns.
HubSpot RevOps Assistant
HubSpot RevOps Assistant MCP server enables AI models to interact with HubSpot CRM data for revenue operations. It supports querying contacts, deals, tickets, and reports to analyze pipelines and customer interactions. RevOps managers, marketers, and sales operations teams use it to fetch CRM insights and automate data tasks.
Apex Security Checker
Scans Salesforce Apex code for security vulnerabilities via MCP API calls. Detects issues including SOQL injection, CRUD/FLS enforcement failures, and unsafe dynamic code execution. Salesforce developers and security teams use it to validate code in development pipelines and pre-deployment audits.
Social Content Formatter
Formats social media drafts for X, LinkedIn, and Instagram by applying platform-specific character limits and optimizing text for readability. It processes input text to produce ready-to-post versions without any posting APIs. Content creators, social media managers, and marketers use it to prepare compliant drafts for manual publishing.
Search Console Cannibalization
Analyzes Google Search Console performance data to detect keyword cannibalization, where multiple pages from the same site compete for identical queries. Flags overlapping rankings and impression splits. SEO analysts, content strategists, and webmasters use it to restructure sites and consolidate duplicate content targets.
Gmail Followup Risk
Analyzes Gmail email threads to compute followup risk scores based on content, sender history, recency, and context cues. Returns numerical risk levels and rationale for prioritization. Developers integrate it into AI agents for automated email triage; sales reps and executives use it to focus on high-risk conversations requiring action.
Lighthouse Audit
Runs Lighthouse audits on web URLs to assess performance, accessibility, best practices, and SEO metrics. Delivers JSON reports with numerical scores, diagnostics, and improvement details. Web developers and front-end engineers use it to automate site quality evaluations in CI/CD pipelines or pre-deployment checks.
Apex Docgen
Apex Docgen MCP server generates documentation from Salesforce Apex source code, parsing classes, triggers, and methods to produce structured outputs like Markdown or HTML. Salesforce developers use it to create API references and code overviews without manual writing. Applications include CI/CD integration for auto-updating docs in team repositories.
Search Console Quick Wins
Queries Google Search Console for quick win opportunities, such as coverage errors, mobile usability issues, and Core Web Vitals failures. Returns prioritized lists of fixes to improve search rankings. SEO analysts, digital marketers, and webmasters use it to implement rapid optimizations without full audits.
Ecom Weekly Growth Report
Generates weekly growth reports for e-commerce stores by aggregating metrics such as revenue changes, order volume, customer acquisition rates, and conversion trends from integrated data sources. E-commerce managers, digital marketers, and data analysts access these reports via MCP to track performance deltas and inform business decisions without manual data processing.
WP Site Audit
Executes programmatic audits on WordPress sites to identify security vulnerabilities, outdated plugins/themes, performance bottlenecks, and configuration errors. Developers and site administrators integrate it into scripts or apps for automated site health checks across multiple installations.
Country Info
Delivers structured data on countries worldwide, including capitals, populations, currencies, languages, GDP, and geography. Developers integrate it into apps for location validation, global dashboards, or mapping services; data analysts use it for demographic reports and international comparisons.
Video Autopilot Publisher
Automates video publishing to platforms like YouTube, Instagram, and TikTok via MCP protocol. Handles upload, scheduling, and metadata assignment programmatically. Content creators and marketers use it to integrate video deployment into AI-driven production pipelines.
DevArchitect Pro
DevArchitect Pro MCP server (devarchitect-pro-mcp) enables API access to professional software architecture functions for modeling systems, generating diagrams, and scaffolding code. Software architects and senior developers use it to manage designs in large-scale projects and ensure architectural consistency across teams.
Stripe Insights
Stripe Insights MCP server provides programmatic access to Stripe's financial analytics data, including revenue recognition, churn predictions, and payment summaries. It enables querying transaction histories and business metrics via API calls. Fintech developers and data analysts use it to automate reporting and integrate insights into custom applications.
Token Fluid CSS
Converts design tokens into CSS custom properties and Tailwind configuration files. Generates fluid typography and spacing scales using clamp() functions for viewport-adaptive sizing. Frontend developers and UI engineers use it to produce responsive CSS themes from token JSON without external dependencies.
SRE Log Intelligence HTTP
Exposes HTTP endpoints for SRE log intelligence, supporting log querying, pattern matching, and insight extraction from production system logs. SRE engineers and DevOps teams use it to investigate incidents, monitor reliability metrics, and correlate events across distributed systems.
CI Pipeline Generator
The ci-pipeline-generator-mcp server generates YAML configurations for Continuous Integration (CI) pipelines based on project details like language, dependencies, and tests. It supports systems such as GitHub Actions and GitLab CI. Developers and DevOps engineers use it to create deployable pipeline files without manual authoring.
Portfilo-Performance-MCP
Delivers Model Context Protocol access to investment portfolio performance data and computations. Retrieves metrics such as historical returns, volatility, Sharpe ratios, and benchmark comparisons from portfolio files. Quantitative analysts and developers use it to automate performance analysis in trading bots and reporting systems.
Laravel Pro
Laravel Pro MCP server (laravel-pro-mcp) connects AI models to Laravel framework's professional features for PHP web development. It executes Artisan commands for scaffolding, generates models and migrations, manages Eloquent queries. PHP and Laravel developers use it for prototyping, debugging, and automating app builds.
Forecast Accuracy Auditor
Computes forecast accuracy metrics like MAE, RMSE, and MAPE by comparing predictions to actual values. Data analysts and ML engineers use it to evaluate model performance in production. Applies to sales forecasting, inventory planning, and financial projections.
Al Quran
Al Quran MCP server provides access to Quran verses, surahs, translations, and search functionality through the Model Context Protocol. Developers integrate it into AI models, apps, and chatbots to retrieve Arabic text, English translations, and metadata for religious reference and study tools.
Shopify Customer Context
Supplies AI models with Shopify customer data via Model Context Protocol, including profiles, order history, and preferences. Enables context-aware responses in e-commerce interactions. Developers and marketers use it for personalized AI agents and customer service bots.
Cold Email QA
by The Zahid
Cold Email QA MCP server analyzes cold outreach emails for spam risk, grammar errors, personalization depth, and regulatory compliance. It generates reports with scores and fixes. Email marketers, SDRs, and sales teams use it to refine templates and reduce rejection rates before campaigns launch.
MedCalc
by ProCoders
Provides API access to MedCalc's statistical functions for biomedical research, including ROC curve analysis, survival curves, method comparisons, and meta-analysis. Clinical researchers, biostatisticians, and healthcare developers use it to compute statistics programmatically in analysis pipelines and health apps.
Crypto DeFi APY TVL Analyzer
Crypto traders waste 5+ hours weekly hunting top DeFi yields across chains like Ethereum and Solana. Use get_top_yields for APY-ranked pools filtered by min TVL, compare_stablecoin_rates for USDC/USDT rates, get_protocol_tvl for protocol metrics, and get_pool_details for risk breakdowns. DeFi traders, quants, and developers optimize yields and monitor portfolios with real-time data.
DevOps Change Risk Copilot
Assesses DevOps changes by scoring release readiness based on risk factors and generates rollout guidance for safe deployments. DevOps engineers and SREs integrate it into CI/CD pipelines to evaluate changes before production. It identifies potential issues like configuration drifts or dependency conflicts to prevent outages.
Landing Page Audit
Executes automated audits on landing pages, evaluating SEO elements, page load speed, accessibility compliance, mobile responsiveness, and conversion optimization factors. Delivers detailed reports with issue identification and fixes. Digital marketers, SEO specialists, and web developers use it to refine pages before campaigns or A/B tests.
Deploy Readiness Postmortem
Provides MCP access to functions for analyzing deployment readiness failures through structured postmortems. Captures incident details from CI/CD gates, performs root cause analysis, and generates reports. DevOps engineers and SREs use it to diagnose pre-deploy issues and refine pipelines.
HTTP Security Headers
Analyze and score HTTP security headers (CSP, HSTS, CORS, cookies) with actionable fix recommendations for web applications.
Memory Orchestrator
Orchestrates persistent memory for AI models, handling storage, retrieval, and coordination of context data across sessions. Developers building stateful LLMs, agents, and chat applications use it to overcome context window limits in real-time interactions.
legal-clause-scanner-mcp
Scans input text or documents to detect and classify legal clauses such as indemnity, termination, and confidentiality provisions. Compliance officers, lawyers, and developers integrate it via MCP to automate contract analysis and risk identification in legal workflows.
Supply Chain Guardian
Supply Chain Guardian MCP server scans software dependencies for vulnerabilities and manages SBOMs to protect against supply chain attacks. It queries threat data and verifies component integrity. DevSecOps engineers and security analysts use it in CI/CD pipelines for risk mitigation.
Repo Analyst
Repo Analyst MCP server performs analysis on Git repositories, extracting code metrics, dependency graphs, commit histories, and security vulnerabilities. Developers and DevOps engineers use it to run automated audits, generate quality reports, and enforce standards in CI/CD pipelines.
Trading Signal TS
Delivers trading signals for stocks, forex, and cryptocurrencies via the MCP protocol. Developers and algorithmic traders access these signals to build automated trading bots, backtest strategies, and integrate into financial applications.
Dep Upgrade Advisor
The Dep Upgrade Advisor MCP server scans project dependencies, assesses upgrade paths, and generates reports on compatibility risks and migration steps. It processes lockfiles and manifests from package managers like npm, yarn, or pip. Developers and DevOps engineers use it to plan dependency updates without introducing regressions in production codebases.
UTM Campaign Audit
Audits UTM parameters in campaign URLs for validity, consistency, and compliance with tracking standards. Generates reports on parameter errors, duplicates, and optimization suggestions via API. Digital marketers and analytics engineers use it to verify tracking links before deployment in tools like Google Analytics.
World-of-Warcraft-mcp-server
Hey, i'm a parser on wow, i create this MCP for push the analyze the more far possible. He don' just give you numbers, he is specialised for the best optimisation possible. Provides MCP tools for World of Warcraft character optimization via BYOK. Includes character lookup to retrieve profiles and stats, Warcraft Logs analysis to parse raid performance data, and guide recommendations based on character needs. Used by WoW players, raid analysts, and developers integrating game data into apps.
WP Content Audit
by Foysal Remon
WP Content Audit MCP server (wp-content-ops-mcp) enables programmatic access to WordPress content via API calls for tasks like audit page content, check metadata, audit site links, check readability etc. It helps developers integrating AI with audit workflow to automate the QA instead of checking the posts/pages one by one.
Bangladesh Payment Orchestrator
MCP server for handling payment operations in Bangladesh via bKash and Nagad mobile financial services. It provides programmatic access to initiate transactions, check statuses, and manage payouts. Developers building e-commerce, remittance, or fintech apps for the Bangladesh market use it to integrate local payment gateways.
WooCommerce Store Manager
Exposes MCP tools for programmatic management of WooCommerce online stores, including products, orders, customers, and inventory. Developers integrate it for e-commerce automations; store admins use it to query and update store data via API calls. Real-world uses include order processing bots and product sync scripts.
Pricing Strategy
Exposes MCP endpoints for generating and optimizing pricing strategies from cost, demand, and competitor data. Computes dynamic prices and simulates revenue impacts. Revenue managers, e-commerce developers, and SaaS operators integrate it to automate pricing decisions via AI agents.
agent-window-logger-mcp
agent-window-logger-mcp helps AI developers log and analyze agent interactions. Record prompts, responses, and timestamps with log_agent_interaction; create chronological session documents via generate_session_doc; and query logs by keywords, dates, or sessions using search_logs.
Cost Guard
Tracks API call costs and enforces spending limits within MCP environments. It logs usage data, calculates expenses based on provider rates, and interrupts excessive calls to avoid overruns. Developers and AI engineers use it to manage budgets in tool-integrated workflows.
Inventory Pricing Optimizer
Inventory Pricing Optimizer MCP server computes optimal product prices using inventory levels, demand data, and cost inputs via optimization algorithms. It generates pricing recommendations to maximize revenue and reduce overstock. E-commerce developers and supply chain analysts integrate it for automated, real-time pricing in retail systems.
Smart Ecommerce Listing Optimizer
Delivers MCP-accessible functions to analyze and optimize ecommerce product listings for platforms like Amazon and Shopify. It evaluates listings for SEO gaps, readability, and conversion potential, then outputs revised titles, descriptions, bullet points, and keywords. Ecommerce sellers, marketplace managers, and developers automating catalog management use it to raise search rankings and sales.
Trading Journal Insights
Ingests trade logs from brokers and platforms to generate analytics on performance metrics, trading discipline, and coaching recommendations. Traders, portfolio managers, and financial coaches use it to upload logs via API, compute win rates, risk-adjusted returns, and behavioral insights for strategy refinement.
Social Campaign Intelligence
by The Zahid
Provides MCP access to social campaign reporting and trend signal analysis. Retrieves performance metrics like engagement and reach, and detects emerging patterns in social data. Used by marketers and data analysts to evaluate campaigns and forecast trends.
Offline Sync Engine
Offline Sync Engine MCP server manages data synchronization for offline applications by queuing local changes and applying them upon reconnection. It handles storage of pending operations and basic sync logic. Developers building mobile apps, PWAs, or desktop software use it to implement offline-first data handling without full backend dependency.
Ecom Margin Pricing
Computes profit margins, break-even points, and optimal pricing for e-commerce products using inputs like cost of goods, selling prices, discounts, and volumes. E-commerce developers and pricing analysts integrate these functions into AI models via MCP for automated financial analysis. Applications include real-time pricing adjustments and profitability forecasting.
Docker CI Lint
Runs docker-ci-lint to analyze Dockerfiles for syntax errors, best practices violations, and security issues within CI/CD pipelines. DevOps engineers and developers use it to validate configurations before building images, integrating via MCP for automated checks in GitHub Actions or Jenkins.
Shapley Attribution
Computes Shapley values to quantify feature contributions to machine learning model predictions. Supports exact and approximate attribution methods for black-box models. Data scientists and ML engineers use it to generate interpretable explanations in deployment pipelines.
SaaS Unit Economics
Computes SaaS unit economics metrics like LTV, CAC, payback period, and churn from inputs on revenue, costs, and customer cohorts. Supports scenario modeling for pricing and acquisition strategies. SaaS operators and financial analysts use it to assess model scalability and profitability.
npm-package-tracker-mcp
Fetches live npm package data including health metrics, download counts, and security advisories through MCP. Developers query package status to evaluate dependencies before use in projects. Package maintainers track their packages' performance and issues.
YouTube Title Thumbnail Optimizer
Generates optimized titles and thumbnail suggestions for YouTube videos based on SEO analysis and performance data. Analyzes keywords, trends, and viewer behavior to propose high-engagement alternatives. Content creators and marketers use it to increase video clicks and views programmatically.
config-lint-mcp
Config Lint lets DevOps engineers and developers validate YAML/JSON/JSONC files with lint_file, GitHub Actions workflows via validate_github_actions_workflow, and Docker Compose via validate_docker_compose schemas. Use detect_configs to scan directories and explain_diagnostics for concise error summaries with fixes. Integrate into CI/CD pipelines to catch syntax errors, schema violations, and custom policy issues before deployment.
WP Theme Audit
Audits WordPress themes to detect issues such as security vulnerabilities, performance problems, and code standard violations. Generates prioritized fix plans based on severity and impact. WordPress developers, theme creators, and site administrators use it for maintaining theme quality during development and updates.
Workflow Spec To Checklist
Converts structured workflow specifications, such as YAML or JSON definitions, into actionable step-by-step checklists. Outputs include task lists with dependencies and conditions for manual execution or review. Developers, project managers, and DevOps teams use it to translate automation specs into human-readable formats for implementation and auditing.
CI Pipeline Optimizer
Analyzes CI workflows and run timelines to identify bottlenecks, reduce build times, flakiness, and costs. It examines pipeline structures, execution durations, and failure patterns to recommend specific optimizations. DevOps engineers and developers use it to refine CI/CD processes in projects like GitHub Actions or Jenkins setups.
google-sheets-mcp
Converts any Google Sheet into a REST API, enabling read, query, append, update, and delete operations on rows via MCP tools. Developers integrate Sheets as a backend database in applications; data analysts automate data ingestion and reporting without Apps Script.
Restaurant Reorder Foodcost
Exposes MCP endpoints for restaurant inventory reordering and food cost calculations. Computes reorder quantities from sales and stock data, and determines cost percentages for menu items using ingredient prices. Suited for restaurant managers automating procurement and developers embedding cost tracking in POS systems.
SEO Opportunity
SEO Opportunity MCP server detects CTR gaps in search positions, identifies striking-distance keywords ranking just outside top results, issues alerts for content decay in traffic or rankings, and outputs action plans in CSV format. SEO analysts and content teams apply it to target quick ranking improvements and refresh underperforming pages.
MCP Security Proxy
mcp-shield is a security proxy for developers securing MCP agents. Block SSRF attacks, scan requests for PII and prompt injection, enforce custom policies, apply rate limits, and capture full audit logs. Compatible with any MCP client.
toolpipe-dev-tools
toolpipe-dev-tools delivers 18 computation-only developer utilities via MCP server, including JSON formatter, Base64 encoder/decoder, UUID generator, hash generator, HTML-to-Markdown converter, RAG text chunker, JSON schema validator, CSV-to-JSON converter, JWT decoder, regex tester, cron parser, and others. Developers integrate these for data manipulation, validation, and testing in scripts, AI agents, or pipelines without external API calls.
Content Performance Scorer
The Content Performance Scorer MCP evaluates text content with deterministic scores for readability, CTA presence, SEO alignment, variant ranking, and CSV batch processing. Marketers and SEO analysts use it to compare article drafts, rank A/B test variants, or audit bulk content lists for optimization decisions.
GA4 Event Taxonomy Linter
Validates GA4 event names against official taxonomy, lints UTM parameters for syntax and best practices, and automates QA checks for tracking code. Analytics engineers and marketers use it to detect naming errors and parameter issues before pushing to production. Applies to campaign tracking setups, event instrumentation reviews, and data pipeline audits.
Executive Metrics Brief
Generates deterministic executive KPI briefs from user-supplied data snapshots. It processes raw metrics data into structured, consistent summaries highlighting key performance indicators. Data analysts, executives, and business managers use it for rapid report generation in monthly reviews or performance tracking.
SaaS Metrics
by Sahinhub
Delivers programmatic access to core SaaS KPIs such as MRR, ARR, churn rate, LTV, and user acquisition metrics via the MCP protocol. Data analysts, product managers, and finance teams query this data to build custom reports, monitor growth, and feed into BI tools. Applications include automated dashboard updates and cohort analysis for SaaS operations.
Email Deliverability QA
Analyzes emails for deliverability issues including spam scores, authentication validation (SPF/DKIM/DMARC), blacklist status, and inbox placement predictions. Email marketers and developers use it to test campaigns and transactional messages before sending, reducing bounce rates and spam folder placements.
XAU Risk Journal
Bridges TradingView alerts for XAU/USD trading to perform local risk checks and log entries to an SQLite database. It processes incoming alerts, evaluates risk parameters like position sizing, and persists trade journals locally. Quantitative traders and algo developers use it to automate compliant trade execution without external dependencies.
FinOps Export Analyzer
Ingests and analyzes cloud cost export files from providers like AWS CUR, Azure, and GCP billing data. Breaks down spend by service, tag, region, and time; detects anomalies and trends. FinOps engineers and cloud finance analysts use it to audit bills and identify savings.
social-orders-inbox-mcp
social-orders-inbox-mcp MCP server provides access to inboxes for orders received via social media channels like DMs on Instagram or Facebook Messenger. It enables programmatic retrieval and management of order messages. E-commerce developers and automation engineers use it to integrate social sales into backend systems.
Actions Workflow
Actions Workflow MCP server (actions-workflow-mcp) enables programmatic interaction with GitHub Actions workflows. It supports dispatching events to trigger runs, querying run statuses, and accessing execution logs via API calls. Developers and DevOps teams use it to integrate AI agents into CI/CD pipelines for automated testing and deployment.
import-unit-economics-mcp
Imports unit economics data such as customer acquisition cost (CAC), lifetime value (LTV), and gross margins into model contexts via the MCP protocol. Developers and financial analysts use it to integrate business metrics into AI-driven analysis pipelines. Applications include profitability modeling for SaaS products and startup financial forecasting.
LLM Cost Monitor
Tracks LLM API spending across providers including OpenAI, Anthropic, and Gemini. Delivers cost calculators, model comparisons, and budget projections directly in AI development workflows. AI engineers and developers use it to monitor expenses and optimize provider selection.
LLM Cost Estimator
Estimates costs for LLM API usage by converting token counts into dollar amounts using a curated pricing catalog from major providers. Operates without needing access to billing APIs. Developers and AI engineers use it to forecast expenses for inference runs, batch processing, and model fine-tuning in production planning.
Martech Audit
Martech Audit MCP server scans public websites to detect analytics tags, ad pixels, consent signals, and implementation risks such as misfiring trackers or missing consents. It reveals the martech stack in use and flags configuration issues. Digital marketers, web developers, and compliance analysts use it for site audits, pre-launch checks, and competitor analysis.
DB Health Analyzer
Executes health checks on database instances to evaluate performance metrics, resource consumption, and error patterns. Database administrators and DevOps teams use it for programmatic diagnostics integrated into monitoring pipelines and incident response.
KYC Policy Risk
KYC Policy Risk MCP server (kyc-policy-risk-mcp) supports evaluation of risks in Know Your Customer policies. Compliance officers and fintech developers integrate it to analyze policy vulnerabilities programmatically. Applications include automated checks during customer onboarding and regulatory audits.
Webhook Payload Linter
Validates webhook JSON payloads using AJV schema validation, lints request context for errors, and verifies HMAC signatures for Stripe and Shopify. This stateless server processes requests at zero API cost. Developers handling payment webhooks use it to ensure data integrity before application logic.
nextjs-prompt-polish-mcp
Optimizes prompts for React/Next.js in AI coding workflows through beautification, compression, guardrails, token estimation, and linting. Developers refine AI inputs to generate cleaner, more secure code snippets and components. Used in prompt engineering for Next.js app development to reduce token usage and enforce best practices.
marketing-attribution-modeler-mcp
Exposes MCP endpoints for building and applying marketing attribution models to assign credit to touchpoints like ads, emails, and social media in customer journeys. Data analysts and marketing teams use it to quantify channel ROI from conversion data. Applies models such as last-click, linear, or Markov chains via API calls.
Site Health Audit
Crawls websites to detect broken links, apply SEO and mobile-friendliness heuristics, compare results across audit runs, and optionally retrieve PageSpeed metrics. SEO specialists, web developers, and site maintainers use it to identify issues, monitor changes over time, and ensure site reliability before launches or updates.
Store Teardown
Audits Shopify storefronts for UX issues, product detail pages (PDPs), trust signals, and SEO factors, then outputs a prioritized backlog of conversion rate optimization (CRO) fixes. E-commerce store owners, growth marketers, and CRO analysts use it to pinpoint barriers to sales and plan targeted improvements.
Campaign ROI Planner
Campaign ROI Planner MCP server computes return on investment for marketing campaigns using inputs like budgets, channels, and projected metrics. It generates forecasts, simulates scenarios, and recommends allocations via API calls. Campaign managers and marketing analysts use it to evaluate strategies programmatically.
AI Backend BaaS
AI Backend BaaS MCP server delivers Backend-as-a-Service infrastructure optimized for AI/ML workloads, including serverless compute for model inference and managed data storage. Developers and ML engineers use it to deploy scalable backends for AI applications without handling servers or scaling logic.
Cross Channel Ads Ops
MCP server for cross-channel advertising operations. Enables programmatic handling of ad campaigns, placements, budgets, and performance data across platforms like social, search, and display. Ad operations engineers and marketing developers use it to integrate ad management into AI-driven workflows.