Best Model Context Protocol AI Skills & MCP Servers

Semantic search using TF-IDF vector space — cosine similarity, intent matching, document similarity.

TypeScript SDK for mpak registry - MCPB bundles and Agent Skills

Task management for multi-agent workflows — create tasks, assign to agents, track status, mark complete.

MooseRunner boosts PlayMode testing with Hot Reload, MCP for AIs, timescale control, and Task support. It enables rapid iteration, auto test reruns, full documentation and dedicated support.

MCP server for Estonian e-arveldaja (e-Financials) API

MCP server for the Coalesce Catalog Public GraphQL API; covers tables, columns, dashboards, lineage, governance, and asset metadata across the warehouse and BI layer.

Persistent SSH PTY session manager for MCP clients with actor-aware input tracking, terminal-style dashboard rendering, and automatic session cleanup.

Symbol Delta Ledger MCP Server - Cards-first code context for polyglot repositories

Node.js MCP server for GitLab code review operations with AI integration support

MCP server for Simten. Live circuit simulation with real-time browser push via WebSocket.

An MCP server enabling LLMs to write integration tests through live test environment interaction

Parallel execution coordination — run tasks concurrently, collect results, merge outputs, handle timeouts.

chamba MCP server — orchestration, workspace, worktree and Obsidian tools for any MCP-capable editor

MCP server that gives Claude Code persistent memory of your codebase, backed by Gemini's 2M-token context. Includes eager `ask`/`code` for cached repo Q&A and `ask_agentic` for agentic file access on repos that exceed the model's input-token limit.

MCP server for XMind

MCP server for Microsoft Graph Teams integration

Federal Reserve Economic Data (FRED) MCP Server - Access all 800,000+ economic time series with search, browse, and data retrieval capabilities

TypeScript runtime and CLI for connecting to configured Model Context Protocol servers.

MCP server for MarginFront. Lets AI agents (Claude, Cursor, Copilot) record usage events, query revenue / cost / MRR analytics, manage customers + subscriptions + pricing plans, browse the supported-services catalog, generate and email invoices, and manag

MCP server with 71 tools for AI-driven financial management with Actual Budget. HTTP and stdio transports for LibreChat, Claude Desktop, Cursor, VS Code, Gemini CLI

Grade any MCP server's agent-readiness in one command — stdio (10 protocol checks) AND hosted/remote servers (10 security + web agent-readiness checks). Open source, local-first, no credentials.

MCP server for jd-intel. Your AI assistant fetches and reasons over full job descriptions, no copy-paste.

GenZAgents MCP server — verify AI agents, issue receipts, and look up trust scores from any MCP-compatible client

Local MCP orchestrator for managing Codex, Claude, and Cursor worker runs through a persistent daemon, with a daemon-owned orchestration_run engine for multi-step workflows.