"MCP server for transaction description enrichment using LLMs" matching MCP servers:

An MCP server that gives AI agents direct access to VMware vSphere infrastructure, enabling VM lifecycle management, snapshots, datastore operations, networking, and more via 55 typed tools built on govc.

A Model Context Protocol server that enables users to perform third-party enrichment lookups for security observables (IP addresses, domains, URLs, emails) through services like VirusTotal, Shodan, and others.

A Model Context Protocol server that performs third-party threat intelligence enrichment for various observables (IP addresses, domains, URLs, emails) using services like VirusTotal, Shodan, and AbuseIPDB.

Unified MCP server combining Hunter.io email finding with Apollo company intelligence for B2B lead enrichment.

Enables coding agents to establish exact-release library identity, search provenance-tracked API, docs, example, source, and release evidence, compare releases, and test proposed invocations in isolated capsules for Rust and Python dependency environments.

An MCP server that exposes the llms.txt file and its referenced local or external resources from a project root to provide context for AI models. It automatically parses documentation links and URLs to make them accessible as additional MCP resources.

Paid Arbitrum transaction simulation, gas estimation, approval detection and risk scoring for wallets, bots and AI agents. Pay per check with USDC through MPP or x402.

Enriches company data from a domain name, providing firmographics, socials, tech stack, and contact info via a pay-per-call x402 micropayment API.

Detects 50+ technologies on any website (CMS, JS frameworks, analytics, hosting, etc.) with confidence scores and evidence, using x402 micropayments.

Enables auditing any website for AI-answer readiness, returning a score and actionable fix list based on llms.txt, schema, sitemap, and related checks.

Enriches person profiles from email addresses, returning full name, job title, company, social links, and location. Works as a drop-in replacement for Apollo person enrichment at lower cost.

Enables AI assistants to analyze images from URLs or local files using xAI's Grok API. Provides detailed image descriptions, technical metadata extraction, and optical character recognition (OCR) capabilities.

Enriches domains into full company profiles with firmographics and buying signals.

MCP server that generates structured pull request descriptions from Jira tickets and git diffs, with secret scanning, clarification questions, and optional publishing via GitHub CLI.

A depth-first lead discovery server that finds and qualifies custom webshops, resolves the single best decision-maker contact via Prospeo, and stores qualified leads for human follow-up.

Job Description AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

Answers "what is this IP" by matching addresses against a synced local copy of Azure service tags and live reverse DNS lookups, including the reverse direction of listing every CIDR prefix for a given service-tag name. Every answer is honestly labeled with the source that produced it, a sync timestamp, and an explicit null/status when a source didn't resolve, so nothing is fabricated.

MCP server for SecretiveShell/Awesome-llms-txt. Add documentation directly into your conversation via MCP resources.

Enables multi-provider waterfall enrichment of B2B prospect data, combining firmographic details and verified decision-maker emails with automated fallback and deliverability filtering.

Enables fast, token-efficient access to large documentation files in llms.txt format through semantic search. Solves token limit issues by searching first and retrieving only relevant sections instead of dumping entire documentation.