MCP Server Quality Scores
Independent quality analysis of 33641 public MCP servers
Last updated 20 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19101 |
agent-lsp
Claim
Stateful LSP runtime for AI agents — 50+ tools across 30+ languages via MCP.
|
A 90 3⁄3 | ||||||||
| 19102 |
PropProfessor MCP
Claim
Standalone Model Context Protocol server for PropProfessor, plus a small query …
|
A 90 3⁄3 | ||||||||
| 19103 |
Standalone MCP server that gives AI agents full GUI control over macOS — screen…
|
A 90 3⁄3 | ||||||||
| 19104 |
Local-first CLI + MCP server: Any file → AI-ready Markdown + JSON
|
A 90 3⁄3 | ||||||||
| 19105 |
15 semantic GDScript analysis tools via Godot's built-in LSP: navigation, refer…
|
A 90 3⁄3 | ||||||||
| 19106 |
immich-photo-manager
Claim
Turn your self-hosted Immich photo library into a conversation — natural langua…
|
A 90 3⁄3 | ||||||||
| 19107 |
AI-powered image editing through Photopea with 34 tools for documents, layers, …
|
A 90 3⁄3 | ||||||||
| 19108 |
A content exploration toolkit that helps LLMs surface high signal, unsummarized…
|
A 90 3⁄3 | ||||||||
| 19109 |
Local symbol ground truth MCP server for Unicode lookup and code-symbol linting.
|
A 90 3⁄3 | ||||||||
| 19110 |
Control Classic Mac OS (System 7-9) from AI agents via shared folder protocol.
|
A 90 3⁄3 | ||||||||
| 19111 |
97% token reduction for AI coding sessions — zero deps, 21 languages, MCP server
|
A 90 3⁄3 | ||||||||
| 19112 |
Persistent memory MCP server for AI coding agents (Claude Code, Codex, Gemini C…
|
A 90 3⁄3 | ||||||||
| 19113 |
Local memory for Claude Code. Semantic recall across session history with zero …
|
A 90 3⁄3 | ||||||||
| 19114 |
Apple Reminders CLI and MCP server with section support and iCloud sync
|
A 89 3⁄3 | ||||||||
| 19115 |
mirobody
Claim
Your Data, Your AI — Health, Finance & More. Open Source, Privacy-First.
|
A 89 3⁄3 | ||||||||
| 19116 |
MCP server registry and marketplace - discover, install, activate tools on dema…
|
A 89 3⁄3 | ||||||||
| 19117 |
BOSS Zhipin recruitment workflow for AI agents. 49 MCP tools for job search, we…
|
A 89 3⁄3 | ||||||||
| 19118 |
Mistral AI MCP server: chat, OCR, Voxtral audio, Codestral FIM, vision, agents,…
|
A 89 3⁄3 | ||||||||
| 19119 |
ArifOS — Constitutional MCP kernel for governed AI execution. AAA architecture:…
|
A 89 3⁄3 | ||||||||
| 19120 |
Description: Persistent local memory for Claude, Cursor and Codex. 13 MCP tools…
|
A 89 3⁄3 | ||||||||
| 19121 |
Save up to 40% on agent token costs with code graphs: call graphs, dependency g…
|
A 89 3⁄3 | ||||||||
| 19122 |
Connect any MCP-compatible AI client (Claude Code, Cursor) to your Unity Editor…
|
A 89 3⁄3 | ||||||||
| 19123 |
ToolTrust Scanner
Claim
Scans MCP servers for prompt injection, data exfiltration, and privilege escala…
|
A 89 3⁄3 | ||||||||
| 19124 |
Turn any codebase into an AI-readable neural map — with proof. Every claim link…
|
A 89 3⁄3 | ||||||||
| 19125 |
Unified MCP & Skill management gateway, shared across AI agents, 99% context to…
|
A 89 3⁄3 | ||||||||
| 19126 |
Deterministic SHACL-based assessment and comparison for digital passport data m…
|
A 89 3⁄3 | ||||||||
| 19127 |
Pirsch Analytics with natural language queries and trend analysis
|
A 89 3⁄3 | ||||||||
| 19128 |
Converts Figma to Markdown. Strips out visual noise to drastically reduce LLM t…
|
A 89 3⁄3 | ||||||||
| 19129 |
Wrap any CLI as a Model Context Protocol server - schema auto-inferred from --h…
|
A 89 3⁄3 | ||||||||
| 19130 |
tailtest-cline is a Cline plugin that automatically generates and runs tests ev…
|
A 89 3⁄3 | ||||||||
| 19131 |
Translates a lockfile diff into a human-readable upgrade plan for npm and PyPI.
|
A 89 3⁄3 | ||||||||
| 19132 |
Static linter for AI prompts: contradictions, redundancy, ambiguity, and fluff.
|
A 89 3⁄3 | ||||||||
| 19133 |
API governance for AI coding assistants. Breaking changes, policies, cross-mode…
|
A 89 3⁄3 | ||||||||
| 19134 |
dreamgraph
Claim
DreamGraph is a graph-first cognitive layer (graph → MCP → CLI → dashboard → ex…
|
A 89 3⁄3 | ||||||||
| 19135 |
Provides AI assistants with secure, read-only access to ShadowGit repositories …
|
A 89 3⁄3 | ||||||||
| 19136 |
CSV-first analytics for Google Ads + Meta Ads: reporting, anomaly detection, bu…
|
A 89 3⁄3 | ||||||||
| 19137 |
GOLEM-3DMCP implements the Model Context Protocol to give AI agents direct, pro…
|
A 89 3⁄3 | ||||||||
| 19138 |
Search, compare, and install self-evolving AI Agent Genes ranked by Arena fitne…
|
A 89 3⁄3 | ||||||||
| 19139 |
Supercharged Claude Code Official Telegram plugin — threading, voice messages 2…
|
A 89 3⁄3 | ||||||||
| 19140 |
MCP security server for AI coding agents. 12 tools: pre-install guardian, vulne…
|
A 88 3⁄3 | ||||||||
| 19141 |
Omega Brain MCP Server. Hardened AI execution pipeline prioritizing NAEF logic …
|
A 88 3⁄3 | ||||||||
| 19142 |
MCP server that exposes agent-memory-daemon to any MCP-compatible client — Kiro…
|
A 88 3⁄3 | ||||||||
| 19143 |
claude-ollama-mcp
Claim
Lets Claude query and manage a local Ollama server — list models, inspect them,…
|
A 88 3⁄3 | ||||||||
| 19144 |
Peer-to-peer mesh for AI coding agents - connect Claude Code, Opencode, Codex, …
|
A 88 3⁄3 | ||||||||
| 19145 |
companies-house
Claim
MCP server and CLI for the UK Companies House API. Search, filings, officers, d…
|
A 88 3⁄3 | ||||||||
| 19146 |
resonant-mind
Claim
Persistent cognitive infrastructure for AI systems. 27 MCP tools — semantic mem…
|
A 88 3⁄3 | ||||||||
| 19147 |
Read-only WHOOP v2 data for MCP clients, with local SQLite cache and CSV/JSONL/…
|
A 88 3⁄3 | ||||||||
| 19148 |
Local-first Claude Code cost analyzer. Per-tool spend, daily trends, optimizati…
|
A 88 3⁄3 | ||||||||
| 19149 |
misterclaw
Claim
MiSTerClaw — MCP remote control for MiSTer-FPGA. Launch games, search ROMs, tak…
|
A 88 3⁄3 | ||||||||
| 19150 |
Telegram personal-account MCP (MTProto user-auth). Read DMs, send messages, sea…
|
A 88 3⁄3 | ||||||||