#validation

Validate startup ideas before your build agent scaffolds code. One MCP tool, validate_idea, returns a 10-dimension Venture Readiness Score (0–100, computed deterministically in code), an evidence brief tagged by source (observed / inferred / missing / AI / user-claim), a kill / pivot / test / build verdict, and live signal from Reddit, GitHub, Hacker News, Stack Overflow, and dev.to. Calibrates to the user's declared founder skill graph and assigns 1–3 archetypes with structural cautions. Designed to sit BEFORE code-scaffolding in a build-agent flow.

stdio MCP server from @archrad/deterministic—same engine as the archrad CLI. Validates architecture IR (structural + IR-LINT), merges local PolicyPack YAML, checks export drift vs generated files on disk, and returns static archrad_suggest_fix guidance per built-in rule code. No cloud account required; runs locally in Cursor, Claude Desktop, and other MCP hosts. Apache-2.0. Docs: docs/MCP.md in the repo.

Official MCP server for IdeaBob.com — AI-powered idea scoring, 9-dimension Opportunity Score, technical moat analysis, pressure testing, and competitor research for AI/LLM/startup ideas. ### Connection Details - **URL**: `https://umxgvoxlxznnpdvkgnaj.supabase.co/functions/v1/mcp` - **Type**: Remote HTTP / Supabase Edge Function - **Auth**: Bearer token (users generate their own token on ideabob.com) ### Features / Tools - `score_idea` - `pressure_test` - `validate_market_fit` - `generate_competitor_analysis` - etc. ### Website https://ideabob.com ### Additional Info Free tier available. Users must sign up at ideabob.com to get their personal token.

MCP server providing European data validation and formatting tools for AI agents. Tools included: - validate_nif: Validates Portuguese NIF (tax identification numbers) using the official algorithm - validate_iban: Validates IBAN numbers for 18 European countries - get_vat_rate: Returns VAT/IVA rates for all EU countries (standard, reduced, super-reduced rates) - get_portugal_holidays: Returns Portuguese public holidays for any given year - format_number_european: Formats numbers according to European locale conventions (PT, ES, FR, DE, and more) Perfect for AI agents handling European invoicing, tax compliance, financial document processing, and business automation. Endpoint: https://mcp-europe-tools-production.up.railway.app/mcp

Access Versium's B2B2C identity graph directly through your AI agent. Generate targeted lead lists, enrich records with contact and firmographic data, validate emails, and size audiences — all through natural language. No manual exports or API coding required. Requires an active Versium REACH subscription with API access.

MailboxValidator MCP server validates email addresses using MailboxValidator API to ensure your mailing list is clean and to reduce email bounces during marketing campaigns. With a free MailboxValidator API key, users can query up to 300 emails per month. If more queries are required, users can opt for a paid API plan instead. https://www.mailboxvalidator.com/plans#api

x402 micropayment API for AI agents. Validates SMS-capable phone numbers. Pay per call with USDC on Base.

x402 micropayment API for AI agents. Validates and formats phone numbers. Pay per call with USDC on Base.

x402 micropayment API for AI agents. Validates postal addresses worldwide. Pay per call with USDC on Base.

MCP server for email address validation — syntax check, MX record verification, disposable email detection, role-based detection. Pay-per-use via x402 protocol (USDC on Base). Use this when you need to validate email addresses before sending.

Make your AI agents cheaper, faster, and more reliable. 5 products, 14 MCP tools, 1 API key. Task deduplication, cost prediction, output validation, behavioral governance, and shared failure intelligence. Anonymous demo mode — try all tools without a key. 1,000 free credits/month, no card required. https://plith.ai/.well-known/mcp/server-card.json

5 APIs behind one MCP server: task deduplication (DedupQ), cost prediction (BurnRate), output validation (QualityGate), behavioral governance (GuardRail), shared failure intelligence (PitfallDB). No signup needed. 1,000 free credits/month.

Superhuman exploratory data analysis. Finds novel, statistically validated patterns in any tabular dataset — the feature interactions, subgroup effects, and conditional relationships that LLMs and manual exploration miss. Every finding comes with p-values, effect sizes, and academic literature citations. Multiple novel scientific discoveries made. Free for public data.

Validate German and European e-invoices (ZUGFeRD, Factur-X, XRechnung) against EN 16931. Returns structured JSON with errors, warnings and concrete fix suggestions. Free API key available at zugferd-validator.de.

IBAN validation & BIC/SWIFT lookup API for AI agents. 75+ countries, 39K+ GLEIF entries, SEPA compliance data, issuer classification (vIBAN detection), risk indicators. 3 MCP tools: validate_iban, batch_validate_iban, lookup_bic. Free during beta.

Hosted MCP email validation utility for checking email format and validation workflows through a remote MCP server.

Trust and quality infrastructure for AI agents. 250+ quality-scored capabilities for company data, compliance checks, financial validation, web extraction, and more. Every capability has a transparent SQS quality score. 5 free capabilities — no API key needed.

Validate emails from your AI coding assistant. Syntax checks, MX verification, disposable detection, developer pattern intelligence, and typo suggestions. 1,000 free validations/month.

Validate and parse CUSIP and ISIN security identifiers using official checksum algorithms. Pure computation, no external dependencies. Used by trading platforms, portfolio tools, and fintech.

Helps AI agents read and write valid TEI XML. Look up elements, check what goes where, validate documents, and apply project-specific customisations. Provides 16 tools covering element/class/macro lookup, attribute resolution across the full class hierarchy, content model expansion, nesting validation, document and single-element validation, regex search, and ODD customisation support.

A powerful MCP server for JSON operations: pretty-print, minify, validate, diff two JSON objects, query with JSONPath, transform with templates, and generate JSON Schema. 6 tools, deployed on Cloudflare Workers with Streamable HTTP transport.

REST API + MCP Server giving AI agents real-world superpowers — web search, content extraction, screenshots, weather, finance, email validation, and translation. Zero AI cost.

AI-powered startup idea validation by a specialized 9-agent crew. Get market research, competitive analysis, and go/no-go signals for your startup idea. Services from $49 to $799 with 25% affiliate commissions for referring agents.

Validate AI claims against live data: check endpoints, count competitors, test hypotheses.

Validate AI claims against live data: check endpoints, count competitors, test hypotheses.

PhysBound is a specialized "Physics Linter" for AI that deterministically validates RF and thermodynamic claims against hard physical limits, preventing hallucinations in engineering workflows.

An MCP server that provides Email, Phone and Address Validation Services from Byteplant

Enrich contacts and companies via email/LinkedIn enrichment and email validation through LeadFuze (API key required).

A comprehensive JSON Schema validation server implementing the Model Context Protocol (MCP) with support for JSON Schema Draft 2020-12, external references, schema management, and real-time streaming validation.

High-performance XML file comparison with semantic analysis capabilities. Features StAX streaming parser for memory-efficient processing of large XML files (60MB+ tested), order-agnostic semantic comparison, and multiple output formats (text, JSON, Excel). Includes 5 MCP tools for comprehensive XML analysis and comparison.

QuerySculptor is a GraphQL query builder designed for AI agents that provides 26 structured tools via the Model Context Protocol (MCP). Instead of generating complex GraphQL queries from scratch, AI agents can build queries step-by-step with real-time validation, schema introspection, and error prevention. It works with Claude, Cursor, and other MCP clients, using Redis for session management and featuring a live demo with the Pokemon API. The tool transforms the traditional error-prone approach of raw GraphQL generation into a guided, conversational workflow perfect for AI assistants and chatbots.

Python MCP Server abstracting the official mermaid-cli for ease of use

zerobounce-mcp-server

This project provides an MCP-compatible interface for the JSONBuddy Core API, enabling JSON validation against schemas via a secure HTTP-based service. The server exposes two endpoints (`/validator/validate` and `/validator/validate-simple`) for flexible schema validation scenarios. MCP clients and AI agents can integrate this API using the included `mcp.json` definition and standard API key authentication.

Analyzes user-described build features (e.g. database, API integration, tools) and extracts core server requirements like resources, tools, prompts, external systems, and transports needed for MCP.

Mirror of

Test repository for GitHub MCP server validation

A lightweight Model Context Protocol (MCP) server that enables your LLM to validate email addresses. This tool checks email format, domain validity, and deliverability using the AbstractAPI Email Validation API. Perfect for integrating email validation into AI applications like Claude Desktop.

Serveur MCP (Master Control Program) pour n8n qui fournit des outils de validation de workflows et de bonnes pratiques pour vos projets d'automatisation

A test repository for MCP server functionality