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New MCP Servers

The newest MCP servers added to the catalog, all Debugger-graded and scored before going live. Ready to plug into Claude, Cursor, or any AI agent you already use.

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Jun 8, 2026 32

Hathora

Orchestrate multiplayer game infrastructure via Hathora — manage applications, builds, deployments, and game rooms directly from your AI agent.

Grade A+ 9 tools Developer Tools Multiplayer HostingGame Servers

Hallucination Detector Prover

LLMs present fabricated information as fact. This tool forces epistemic rigor: cite verifiable sources for every claim, quantify confidence per assertion, separate facts from opinions, declare knowledge boundaries, and cross-reference for internal contradictions.

Grade A+ 1 tool Productivity Hallucination DetectionFact Checking

Grafana Cloud

Manage Grafana Cloud organizations, instances, and API keys — list stacks, manage users, and orchestrate observability infrastructure from your AI agent.

Grade A+ 9 tools Cloud Infrastructure GrafanaObservability

Gotenberg

Convert URLs, HTML, and Markdown to PDF or screenshots, and manage PDF files with tools for merging, splitting, and metadata editing.

Grade A+ 16 tools Developer Tools PDF GenerationHTML To PDF

Golioth

Manage IoT devices and projects via Golioth — list projects, register hardware, and control LightDB state directly from your AI agent.

Grade A+ 7 tools Developer Tools IOT ManagementHardware Control

Gladly

Automate customer support workflows via Gladly — manage agents, search knowledge base answers, and update content directly.

Grade A+ 20 tools Customer Support Customer ServiceAgent Management

Getform

Automate form submissions and manage responses via Getform — submit data to endpoints and list submissions directly from your AI agent.

Grade A+ 2 tools Developer Tools Form BackendEndpoint Management

Geotab

Automate fleet management via Geotab — manage devices, track trips, and monitor vehicle diagnostics directly from any AI agent.

Grade A+ 7 tools IOT Hardware TelematicsGps Tracking

Gelato Network

Automate Web3 transactions via Gelato — relay transactions, manage ERC-4337 UserOperations, and get real-time gas estimates across multiple chains.

Grade A+ 12 tools Developer Tools Web3Ethereum

Gates Platform Prover

A team built a product while competitors owned the standard. It says 'better product' instead of naming a structural moat. It sells standalone tools instead of bundling. It assumes market position is safe. That is not a platform strategy — that is a slide deck for a product no one will remember. This tool forces five Gates-level platform axes: standard ownership, developer ecosystem, bundling strategy, paranoid execution, and cross-product feedback loops.

Grade A+ 1 tool Strategy GatesPlatform

Galileo Experimental Prover

Your AI accepted a claim because 'the documentation recommends it.' That is authority deference — not evidence. Galileo did not accept Aristotle's 2,000-year claim that heavier objects fall faster. He dropped two masses from the Tower of Pisa. This tool forces authority questioning, experimental design, variable control, outcome prediction, and belief revision.

Grade A+ 1 tool Architecture Experimental MethodAuthority Questioning

Frill

Manage product feedback, roadmaps, and announcements via Frill — create ideas, list updates, and organize categories directly from your AI agent.

Grade A+ 35 tools Collaboration Product FeedbackRoadmap

Fresha

Query and analyze your Fresha salon data — list appointments, clients, locations, services, staff, and sales transactions directly from any AI agent.

Grade A+ 11 tools Customer Relationship Management AppointmentsSalon Management

Freelancer Budget Prover

A designer charged $100/hour and calculated annual income as $208,000. Then reality arrived. Billable hours dropped to 1,352 after admin, sales, and vacation. Gross: $135,200. Self-employment tax, health insurance, tools, and accounting consumed $60,685. Net take-home: $74,515. Effective hourly rate: $35.82. Three clients paid 45 days late. This tool forces five budget axes: realistic revenue, complete costs, cash flow buffers, minimum viable pricing, and profitability with scope creep analysis.

Grade A+ 1 tool Finance FreelancerBudget

Founder Vision Prover

A pitch deck said '1% of a $10B market' and 'run Facebook ads.' That is not a startup — that is a PowerPoint. This tool forces it to prove behavioral pain, calculate bottom-up TAM, show cohort retention, build a $0 CAC moat, and model unit economics that recycle capital in under 12 months.

Grade A+ 1 tool Business & Strategy StartupVenture Capital

Formspree

Manage form submissions and automate data collection via Formspree — list entries, filter by date, and submit new data directly from your AI agent.

Grade A+ 2 tools Developer Tools Form ManagementLead Capture

Formaloo

Automate data collection and management via Formaloo — search boards, list assigned rows, and manage form blueprints directly from any AI agent.

Grade A+ 14 tools Collaboration No CodeDatabase

Forefront

Access Forefront AI models directly from your agent — generate chat completions, manage fine-tuning jobs, and collect LLM outputs with pipelines.

Grade A+ 10 tools Developer Tools LLMFine Tuning

Flinks

Connect to financial institutions to aggregate banking data, verify income, and perform deep transaction analysis via Flinks.

Grade A+ 15 tools Data Analytics Open BankingFinancial Data

FlightStats

Track real-time flight statuses, routes, airport departures/arrivals, and flight paths directly from your AI agent.

Grade A+ 22 tools Data Analytics Flight TrackingAirport Status

Flight Risk Assessment Prover

A dispatch office cleared a flight into known CB activity with 'proceed with caution.' The crew never returned. Flight Risk Prover forces ICAO SMS-level threat identification with METAR data, 5×5 risk quantification, Swiss Cheese barrier modeling, SHELL/IMSAFE human factors analysis, and explicit GO/NO-GO commitment — eliminating the sycophantic go-bias that kills in aviation.

Grade A+ 1 tool Safety & Compliance AviationFlight Risk

Fieldwire

Manage construction projects via Fieldwire — track tasks, organize floorplans, and coordinate field teams directly from any AI agent.

Grade A+ 17 tools Construction Construction ManagementTask Tracking

Feynman Radical Simplification Prover

Stop your AI from hiding behind jargon — force it to explain simply, build from scratch, and justify every piece of complexity.

Grade A+ 1 tool Productivity Structured ReasoningDecision Pivots

Fern

Manage and interact with Fern documentation platforms — generate access tokens, index websites for AI, and query analytics directly from your agent.

Grade F 6 tools Developer Tools DocumentationAPI Docs

Expensify

Automate expense tracking and financial reconciliation via Expensify — create reports, generate corporate card exports, and manage policies directly from any AI agent.

Grade F 12 tools Finance Accounting Expense TrackingReconciliation

Estated

Access comprehensive US property data including ownership, assessment, and structural details directly from any AI agent.

Grade F 4 tools Real Estate Property DataReal Estate API

Engagespot

Manage multi-channel notifications via Engagespot — trigger workflows, manage user profiles, and handle notification preferences directly from any AI agent.

Grade F 9 tools Communication Messaging NotificationsMulti Channel

Elvanto

Manage your Elvanto church database — search people, update profiles, and coordinate people flows directly from your AI agent.

Grade A+ 46 tools Productivity Church ManagementPeople Database

Elon Musk Physics Prover

An AI accepted every constraint as given, added layers of complexity, and automated bloated processes. That is consulting, not engineering. This tool forces the 5-Step Starbase Algorithm: question requirements, delete parts, simplify survivors, accelerate cycle time, automate last.

Grade A+ 1 tool Architecture First PrinciplesPhysics

ElectricityMap

Access real-time and forecasted electricity carbon intensity and power breakdown data for over 200 regions worldwide.

Grade A+ 8 tools Data Analytics Carbon TrackingSustainability

Elastic Path

Manage headless commerce workflows via Elastic Path — inspect carts, track purchases, and retrieve store navigation directly from any AI agent.

Grade F 9 tools Ecommerce Commerce APICart Management

Einstein Thought Experiment Prover

A team had 14 departments. Three handled 94% of workload. The other 11 existed because 'that is how we always structured it.' Nobody asked 'what is the simplest structure that preserves all functions?' Einstein imagined riding a beam of light and derived special relativity — no lab first. He reduced mass-energy to E=mc². He challenged 200 years of absolute time. This tool forces that discipline: conduct thought experiments before building, simplify to the essential, challenge inherited assumptions, verify invariance across contexts, and unify separate solutions.

Grade F 1 tool Architecture Thought ExperimentSimplification