Best Rap AI Skills & MCP Servers

Turn markdown file trees into navigable, queryable knowledge graphs served via REST and MCP

Aggregate MCP server. One tool call returns a unified nature briefing covering birds, wildlife, plants, tides, streamflow, night sky, phenology, and (via @cropgraph/core) the day's planting plan.

Playwright-based same-origin documentation crawler for docs-to-mcp

Model Context Protocol server for OptHR — Compensation, Pay-Equity, Skill Gap and Rapporto Biennale agents for Claude Desktop, Cursor, and other MCP clients.

Traseq MCP server, CLI, and SDK for AI-assisted trading strategy research, SignalGraph authoring, validation, backtesting workflows, and system template composition.

🐉 Wyrm — the memory layer that makes AI assistants remember, learn from failures, execute long-running goals, and federate across every session. MCP server with 126 tools across persistent memory, counter-pattern blocking, OODA agent loop, knowledge grap

Code Graph MCP Server

Embedded OAuth 2.1 authorization server for MCP — wraps the MCP SDK auth router into NestJS

A Model Context Protocol server providing tools for HTTP requests, GraphQL queries, WebSocket connections, and browser automation

MCP server bridging Claude Code to the OpenClaw gateway management plane (cron, sessions, agents, channels, skills, config, …) via WebSocket JSON-RPC. Wraps all 128 published methods.

Official MCP (Model Context Protocol) server for UGC Copilot. Generate UGC-style video ads end-to-end (script, persona, image, video, overlay) from Claude Desktop, Cursor, Cline, Zed, or any MCP-compatible agent. Wraps the public REST API with 13 tools ac

CodeGraph MCP server — cross-language code intelligence with 42 tools, 38 languages

MCP server: search + execute OpenAPI/Discovery APIs (internal GraphQL projection), optional native GraphQL HTTP and gRPC unary sources

Local-first web intelligence MCP server for AI coding agents

HSA - Hierarchical Semantic Analysis MCP Server for AI Code Agents. Token-optimized context engine with BM25+ search, Merkle tree change detection, 84+ built-in library docs, persistent memory, and real-time dashboard.

Cross-session memory and recall for AI agents — git-synced knowledge base, knowledge graph, confidence scoring, hybrid semantic+TF-IDF search, auto-distillation with secrets scrubbing

MCP server and installer for CodeRover graph-aware code search.

MCP server for Supermodel API - code graph generation for AI agents

Code search and reference discovery MCP server for AI agents. Curated UI, agent, CRM, automation, social, publishing, and workflow sources plus live GitHub repo discovery.

Garden planning MCP server. 5,006 curated crops across 14 categories with frost-anchored planting windows, 120 crops carrying climate-specific modifiers across 6 climate types, 1,004 companion relationships, 12 rotation families, 102 succession planting c

MCP server for accessing Aha! GraphQL API

Persistent project memory for AI coding agents — semantic search, AST-aware chunking, dependency graphs, and conversation history

MCP server for fetching web content using Playwright browser

MCP server for semantic code search, memory, and context management