"Chat with RAG (Retrieval-Augmented Generation)" matching MCP connectors:

Entity resolution — data mapping, SDK code generation, docs search, and error troubleshooting

Build personal interactive apps with real URLs and persistent storage, using any AI.

CometChat docs search + implementation bundles: add chat, voice, video & moderation to your app.

AppDeploy turns app ideas described in AI chat into live full-stack web applications

Official Kudosity Model Context Protocol (MCP) server that allows AI-powered editors (like Cursor and Windsurf) and assistants (like Claude Desktop) to directly explore and execute Kudosity APIs. With MCP, your AI can search API specs, generate code snippets, and run live requests; all without leaving your development environment.

Repos indexed with Moxie Docs can use our MCP to let agents fetch codebase conventions, find affected docs from changes, pull outdated docs to update, and identify orphaned docs to keep up to date. Let your agents keep your documentation accurate and updated at all times.

AI infrastructure design agent. Describe your app in plain English; Riley designs, prices, and deploys AWS or GCP infrastructure with generated Terraform.

Official MCP server providing AI assistants with direct access to Stimulsoft Reports & Dashboards developer documentation. Enables semantic search across FAQ, Programming Manual, Server Manual, User Manual, and Server/Cloud API references across all Stimulsoft platforms (.NET, WPF, Avalonia, WEB, Blazor, Angular, React, JS, PHP, Java, Python).

Vedic astrology MCP server connecting any AI to real ephemeris calculations — natal charts, Vimshottari Dasha, yogas with BPHS citations, matchmaking with Rajju/Vedha vetoes, panchanga, KP system, Lal Kitab, and numerology. OAuth 2.1. Free sandbox tier.

Rule engine with built-in simulation. 55 MCP tools for complete business rule lifecycle management.

SaaS intelligence for AI agents. 5 unified tools cover 1,000+ services with 91-96% token savings.

Educational MCP server with 17 math/stats tools, visualizations, and persistent workspace

Build a landing page from a short brief in your IDE chat and deploy it to Layero — 5 design systems × 6 structures, form submissions wired to Telegram or Google Sheets. Servers and CDN inside Russia, so pages load fast for Russian users without a VPN. Works in Claude Code, Cursor and Codex. Not to be confused with Layer0 / Edgio, or with layero.com — unrelated products.

Verified React chart generation: select, validate, repair, render, and inspect charts through MCP.

Ground your AI with deterministic mechanical engineering tools. Prevent hallucinations in dynamics, thermal fluids, and solid mechanics via strict validation.

Rams is a design reviewer for UI code. The MCP server puts the hosted engine inside a coding agent: the agent passes files to the review_files tool and gets back a 0–100 score with file:line issues and concrete fixes — accessibility, color, typography, spacing, components, UX, motion, craft, and native SwiftUI. Same engine and scoring as the Rams GitHub App. 258 rules, published at rams.ai/rules. Free tier: 30 reviews/month.

Grade MCP servers A to F with the open behavioral litmus. npm: full toolset; hosted: lookups only.

Search the official MCP registry: 17,000+ servers with trust grades, stars, tools, install config.

Describe what's going wrong with your AI; get the named technique both of you can read. No auth.

Research-backed linting + generation for agent context files (CLAUDE.md, AGENTS.md, Cursor rules).