MCP Server Directory

The Aggregate — LLM benchmark aggregate ai.theaggregate/the-aggregate

LLM rankings from public benchmarks, model comparisons and source-linked results. Updated daily.

Search AO3 and have fics read by a secondary model before they're recommended

The OpenROAD MCP server - interactive EDA sessions via Model Context Protocol

One private, local memory your AI tools share. Cross-model, on-device, never lose a session.

mobilerun io.github.droidrun/mobilerun

Control real Android and iOS devices with LLM agents — tap, swipe, type, automate flows.

Lodekeep com.lodekeep/memory

Memory MCP server for Claude Code. Correct a fact and the old version stops being recalled.

Deterministic security scanning, no model or API key, plus offline-verifiable proof a fix worked.

Kirk — Unsupervised Structural Change Detection io.github.UlyssesModel/kirk-mcp

The Kalman filter for the non-Gaussian, non-stationary world. Unsupervised structural change.

Connect Claude to a self-hosted Total CMS site: search content, read docs, manage with an API key.

Zugabot io.github.Zuga-luga/Zugabot

AI dev tools + image generation, paid per-use with USDC on Base (x402).

Convert a web page URL to clean Markdown for LLM context. Local, no external API calls.

Turn any document into a production-ready RAG dataset from Claude, Cursor, or any MCP host.

declaude io.github.tenkenco/declaude

Rewrites Claude-English into plain English, preserving meaning, code and structure.

Meltema Weather com.meltema/weather

Multi-model weather forecasts: point series, model scoreboard, and gridded fields. No auth.

Render PyTorch architecture diagrams and animated GIF reveals from trusted model source.

Local chronological memory banks you control; Claude recalls them via MCP.

Delegate heavy tasks from Claude Code to the Antigravity CLI (Gemini) with quota-aware failover.

Your Garmin golf data in Claude: GPS shots, strokes gained, club distances, health context

Managed Apache Solr for agents: hybrid BM25+kNN search, server-side embeddings, RAG answers

Forge orchestrator MCP server for Claude Code (alpha). Codex/Gemini runners are not in the alpha.

Generate and evaluate academic diagrams and plots with independent model connections.

swatgenx io.github.SWATGenX/swatgenx

SWAT+ watershed models for any river in the lower 48 states, with groundwater and PFAS data

Research Hadith, authenticity, grading, Takhrij and Sharh [commentaries] in Claude Desktop for free.

My Hot Lunchbox school lunch ordering for Claude — calendar, cart, orders, payments