Best Adapt AI Skills & MCP Servers

AI-powered Adaptive Card generator — MCP server + npm library. 9 tools: generate, validate, optimize, template, transform cards for Teams, Outlook, Copilot. Designer preview included.

Tuning Engines CLI, MCP server, and Python agent runtime adapters for governed model, agent, skill, and MCP workflows. Fine-tune open-source LLMs, run inference, manage datasets/evaluations, and connect LangGraph or Temporal while Tuning Engines handles p

Self-hosted MCP server for the ggui protocol. An HTTP/MCP binding layer over @ggui-ai/mcp-server-handlers and the reference adapters from @ggui-ai/mcp-server-core — run it via `ggui serve`.

Adaptive memory system for AI applications. Multi-strategy retrieval, cognitive scoring, knowledge graph, and self-improving ML. Connects via MCP or REST API.

Adaptive error memory and code intelligence system with Hebbian synapse network, hybrid search, and REST API

Azure Functions runtime adapter for MCP servers built with ModelFetch

Supabase runtime adapter for MCP servers built with ModelFetch

ChromaDB vector store adapter for semantic documentation search

MCP (Model Context Protocol) adapter extension for Pi coding agent fork form https://github.com/nicobailon/pi-mcp-adapter

Browser-adapted MCP TypeScript SDK - Dynamic tool registration for W3C Web Model Context API and AI agent integration

Adaptive trading intelligence system with Hebbian synapses, spreading activation, Wilson Score confidence, and adaptive calibration

Adapter workspace for making Ruflo work cleanly as a DeepSeek-TUI MCP backend.

MCP server adapter + CLI + watcher for email-agent-mcp

REPL-sharing MCP server — AI and humans co-drive the same visible terminal. 19 embedded adapters: shells (bash, pwsh, zsh, cmd), language REPLs (Python, Node, Deno, Lua, Racket, CCL/ABCL/SBCL Common Lisp, F# Interactive, jshell, Groovy, SQLite3), and debu

Netlify runtime adapter for MCP servers built with ModelFetch

Cloudflare runtime adapter for MCP servers built with ModelFetch

Metacognitive AI agent oversight: adaptive CPI interrupts for alignment, reflection and safety

Vercel runtime adapter for MCP servers built with ModelFetch

Next.js runtime adapter for MCP servers built with ModelFetch

AWS Lambda runtime adapter for MCP servers built with ModelFetch

Node.js runtime adapter for MCP servers built with ModelFetch

Bun runtime adapter for MCP servers built with ModelFetch

MCP stdio↔HTTPS shim for digitalcalculator.info financial calculators. Proxies MCP JSON-RPC to the hosted server at mcp.digitalcalculator.info/mcp. Per ADR-0044a: engine source is private; this package is a thin transport adapter only.

Core interfaces and reference storage adapters for the ggui MCP server — UiGenerator, SessionStore, BlueprintProvider, AuthAdapter, plus in-memory and SQLite implementations. The pluggable seam layer @ggui-ai/mcp-server is built on.