MCP Server Quality Scores
Independent quality analysis of 59221 public MCP servers
Last updated 1 hour, 20 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19151 |
kontexta
Claim
A local-first MCP server that gives AI coding agents persistent memory and cont…
|
A 89 3⁄3 | ||||||||
| 19152 |
GOLEM-3DMCP implements the Model Context Protocol to give AI agents direct, pro…
|
A 89 3⁄3 | ||||||||
| 19153 |
MCP server registry and marketplace that enables dynamic discovery, installatio…
|
A 89 3⁄3 | ||||||||
| 19154 |
Apple Reminders CLI and MCP server with section support and iCloud sync — the o…
|
A 89 3⁄3 | ||||||||
| 19155 |
Unified MCP and skill management gateway for AI agents, enabling tool discovery…
|
A 89 3⁄3 | ||||||||
| 19156 |
Provides AI assistants with secure git access to ShadowGit repositories, enabli…
|
A 89 3⁄3 | ||||||||
| 19157 |
Supercharged Claude Code Official Telegram plugin — threading, voice messages 2…
|
A 89 3⁄3 | ||||||||
| 19158 |
dreamgraph
Claim
DreamGraph is a graph-first cognitive layer (graph → MCP → CLI → dashboard → ex…
|
A 89 3⁄3 | ||||||||
| 19159 |
ToolTrust Scanner
Claim
Scans MCP servers for prompt injection, data exfiltration, and privilege escala…
|
A 89 3⁄3 | ||||||||
| 19160 |
Connect any MCP-compatible AI client (Claude Code, Cursor, Windsurf) to your Un…
|
A 89 3⁄3 | ||||||||
| 19161 |
Adversarial test generation for AI coding sessions. Detects language and framew…
|
A 89 3⁄3 | ||||||||
| 19162 |
Wrap any CLI as a Model Context Protocol server - schema auto-inferred from --h…
|
A 89 3⁄3 | ||||||||
| 19163 |
mirobody
Claim
Your Data, Your AI — Health, Finance & More. Open Source, Privacy-First.
|
A 89 3⁄3 | ||||||||
| 19164 |
Self-evolving AI Agent framework — search, compare, and install Genes ranked by…
|
A 89 3⁄3 | ||||||||
| 19165 |
Converts Figma to Markdown. Strips out visual noise to drastically reduce LLM t…
|
A 89 3⁄3 | ||||||||
| 19166 |
Translates a lockfile diff into a human-readable upgrade plan for npm and PyPI.
|
A 89 3⁄3 | ||||||||
| 19167 |
Save up to 40% on agent token costs with code graphs: call graphs, dependency g…
|
A 89 3⁄3 | ||||||||
| 19168 |
Static linter for AI prompts: contradictions, redundancy, ambiguity, and fluff.
|
A 89 3⁄3 | ||||||||
| 19169 |
Encrypted environment variable vault with AI access policies, keeping secrets s…
|
A 88 3⁄3 | ||||||||
| 19170 |
MT5-Quant
Claim
MT5 strategy development with 87 tools. Backtest, optimize, debug MQL5 EAs on m…
|
A 88 3⁄3 | ||||||||
| 19171 |
Skill, agent, MCP and harness recommendation engine for Claude Code/custom LLMs…
|
A 88 3⁄3 | ||||||||
| 19172 |
Telegram personal-account MCP (MTProto user-auth). Read DMs, send messages, sea…
|
A 88 3⁄3 | ||||||||
| 19173 |
Read-only WHOOP v2 data for MCP clients, with local SQLite cache and CSV/JSONL/…
|
A 88 3⁄3 | ||||||||
| 19174 |
h5i
Claim
Next-Gen AI-Aware Git
|
A 88 3⁄3 | ||||||||
| 19175 |
claude-ollama-mcp
Claim
Lets Claude query and manage a local Ollama server — list models, inspect them,…
|
A 88 3⁄3 | ||||||||
| 19176 |
Wraps Claude Code CLI as MCP tools (query, search, structured, sessions) with s…
|
A 88 3⁄3 | ||||||||
| 19177 |
Inline review comments for markdown specs and design docs. Agents request human…
|
A 88 3⁄3 | ||||||||
| 19178 |
Persistent memory for Claude Code grounded in computational neuroscience (41 ci…
|
A 88 3⁄3 | ||||||||
| 19179 |
Mnemoscope
Claim
Predictive context-rot scoring, Ed25519-signed agent-write journal, and working…
|
A 88 3⁄3 | ||||||||
| 19180 |
Peer-to-peer mesh for AI coding agents - connect Claude Code, Opencode, Codex, …
|
A 88 3⁄3 | ||||||||
| 19181 |
|
A 88 3⁄3 | ||||||||
| 19182 |
Controls Unreal Engine 5 editor from AI coding assistants, enabling 280 command…
|
A 88 3⁄3 | ||||||||
| 19183 |
Local-first Claude Code cost analyzer. Per-tool spend, daily trends, optimizati…
|
A 88 3⁄3 | ||||||||
| 19184 |
squeez
Claim
Hook-based token compressor for 5 AI CLI hosts (Claude Code, Copilot CLI, OpenC…
|
A 88 3⁄3 | ||||||||
| 19185 |
Deterministic IR/IR-LINT validation, policy packs, drift vs exports (archrad). …
|
A 88 3⁄3 | ||||||||
| 19186 |
Enables AI agents to render interactive Highcharts visualizations directly with…
|
A 88 3⁄3 | ||||||||
| 19187 |
Gemini 2M context cache for Claude Code — persistent; repeat queries ~8x faster…
|
A 88 3⁄3 | ||||||||
| 19188 |
skybridge
Claim
Skybridge is a full-stack TypeScript framework for MCP Apps and ChatGPT Apps. T…
|
A 88 3⁄3 | ||||||||
| 19189 |
Zettelkasten-based agent memory system with bidirectional links
|
A 88 3⁄3 | ||||||||
| 19190 |
indxr
Claim
A fast codebase indexer and knowledge wiki for AI agents.
|
A 88 3⁄3 | ||||||||
| 19191 |
Local-first agentic memory for MCP agents — 25 tools, hybrid search, GDPR, no c…
|
A 88 3⁄3 | ||||||||
| 19192 |
Webhook signature-verification audit. Stripe, GitHub, Shopify, Twilio +17. Loca…
|
A 88 3⁄3 | ||||||||
| 19193 |
Persistent agent memory via filesystem-native consolidation daemon. Agents read…
|
A 88 3⁄3 | ||||||||
| 19194 |
Zero-dependency browser automation CLI. 70+ commands, 10 test assertions, smart…
|
A 88 3⁄3 | ||||||||
| 19195 |
Pipeline task management for AI agents - stages, dependencies, artifacts, claim…
|
A 88 3⁄3 | ||||||||
| 19196 |
|
A 88 3⁄3 | ||||||||
| 19197 |
misterclaw
Claim
MiSTerClaw — MCP remote control for MiSTer-FPGA. Launch games, search ROMs, tak…
|
A 88 3⁄3 | ||||||||
| 19198 |
companies-house
Claim
MCP server and CLI for the UK Companies House API. Search, filings, officers, d…
|
A 88 3⁄3 | ||||||||
| 19199 |
Persistent semantic memory for AI agents — hybrid SQLite + FTS5 with DAG-based …
|
A 88 3⁄3 | ||||||||
| 19200 |
MCP server to query Italian statistics (ISTAT) via SDMX API — compatible with a…
|
A 88 3⁄3 | ||||||||