MCP Server Quality Scores
Independent quality analysis of 69199 public MCP servers
Last updated 3 hours, 20 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19151 |
dreamgraph
Claim
DreamGraph is a graph-first cognitive layer (graph → MCP → CLI → dashboard → ex…
|
A 89 3⁄3 | ||||||||
| 19152 |
Apple Reminders CLI and MCP server with section support and iCloud sync — the o…
|
A 89 3⁄3 | ||||||||
| 19153 |
ToolTrust Scanner
Claim
Scans MCP servers for prompt injection, data exfiltration, and privilege escala…
|
A 89 3⁄3 | ||||||||
| 19154 |
BOSS Zhipin recruitment workflow for AI agents. 49 MCP tools for job search, we…
|
A 89 3⁄3 | ||||||||
| 19155 |
Translates a lockfile diff into a human-readable upgrade plan for npm and PyPI.
|
A 89 3⁄3 | ||||||||
| 19156 |
CSV-first analytics for Google Ads + Meta Ads: reporting, anomaly detection, bu…
|
A 89 3⁄3 | ||||||||
| 19157 |
Mirobody
Claim
Lab results to LOINC codes and UCUM units, symptoms and diagnoses to ICPC-3. Of…
|
A 89 3⁄3 | ||||||||
| 19158 |
Static linter for AI prompts: contradictions, redundancy, ambiguity, and fluff.
|
A 89 3⁄3 | ||||||||
| 19159 |
Self-evolving AI Agent framework — search, compare, and install Genes ranked by…
|
A 89 3⁄3 | ||||||||
| 19160 |
Wrap any CLI as a Model Context Protocol server - schema auto-inferred from --h…
|
A 89 3⁄3 | ||||||||
| 19161 |
Deterministic SHACL-based assessment and comparison for digital passport data m…
|
A 89 3⁄3 | ||||||||
| 19162 |
Unified MCP and skill management gateway for AI agents, enabling tool discovery…
|
A 89 3⁄3 | ||||||||
| 19163 |
Provides AI assistants with secure git access to ShadowGit repositories, enabli…
|
A 89 3⁄3 | ||||||||
| 19164 |
Provides a constitutional governance framework for AI agents, offering 13 MCP t…
|
A 89 3⁄3 | ||||||||
| 19165 |
Pirsch Analytics with natural language queries and trend analysis
|
A 89 3⁄3 | ||||||||
| 19166 |
Description: Persistent local memory for Claude, Cursor and Codex. 13 MCP tools…
|
A 89 3⁄3 | ||||||||
| 19167 |
API governance for AI coding assistants. Breaking changes, policies, cross-mode…
|
A 89 3⁄3 | ||||||||
| 19168 |
Converts Figma to Markdown. Strips out visual noise to drastically reduce LLM t…
|
A 89 3⁄3 | ||||||||
| 19169 |
rbxdev-ls
Claim
Luau language server and VS Code extension for Roblox, with strict type checkin…
|
A 88 3⁄3 | ||||||||
| 19170 |
Local-first Claude Code cost analyzer. Per-tool spend, daily trends, optimizati…
|
A 88 3⁄3 | ||||||||
| 19171 |
Persistent agent memory via filesystem-native consolidation daemon. Agents read…
|
A 88 3⁄3 | ||||||||
| 19172 |
Webhook signature-verification audit. Stripe, GitHub, Shopify, Twilio +17. Loca…
|
A 88 3⁄3 | ||||||||
| 19173 |
squeez
Claim
Hook-based token compressor for 5 AI CLI hosts (Claude Code, Copilot CLI, OpenC…
|
A 88 3⁄3 | ||||||||
| 19174 |
jamjet
Claim
Durable, agent-native AI runtime with native MCP client + server and A2A suppor…
|
A 88 3⁄3 | ||||||||
| 19175 |
Pipeline task management for AI agents - stages, dependencies, artifacts, claim…
|
A 88 3⁄3 | ||||||||
| 19176 |
Encrypted environment variable vault with AI access policies, keeping secrets s…
|
A 88 3⁄3 | ||||||||
| 19177 |
|
A 88 3⁄3 | ||||||||
| 19178 |
Inline review comments for markdown specs and design docs. Agents request human…
|
A 88 3⁄3 | ||||||||
| 19179 |
Deterministic IR/IR-LINT validation, policy packs, drift vs exports (archrad). …
|
A 88 3⁄3 | ||||||||
| 19180 |
openagent
Claim
⚡️next-generation personal AI assistant powered by LLM, RAG and agent loops, su…
|
A 88 3⁄3 | ||||||||
| 19181 |
MT5-Quant
Claim
MT5 strategy development with 87 tools. Backtest, optimize, debug MQL5 EAs on m…
|
A 88 3⁄3 | ||||||||
| 19182 |
Wraps Claude Code CLI as MCP tools (query, search, structured, sessions) with s…
|
A 88 3⁄3 | ||||||||
| 19183 |
Structural codebase MCP server — navigate and edit code by symbol name, not raw…
|
A 88 3⁄3 | ||||||||
| 19184 |
Persistent memory for Claude Code grounded in computational neuroscience (41 ci…
|
A 88 3⁄3 | ||||||||
| 19185 |
Skill, agent, MCP and harness recommendation engine for Claude Code/custom LLMs…
|
A 88 3⁄3 | ||||||||
| 19186 |
Telegram personal-account MCP (MTProto user-auth). Read DMs, send messages, sea…
|
A 88 3⁄3 | ||||||||
| 19187 |
Peer-to-peer mesh for AI coding agents - connect Claude Code, Opencode, Codex, …
|
A 88 3⁄3 | ||||||||
| 19188 |
Gemini 2M context cache for Claude Code — persistent; repeat queries ~8x faster…
|
A 88 3⁄3 | ||||||||
| 19189 |
Local-first agentic memory for MCP agents — 25 tools, hybrid search, GDPR, no c…
|
A 88 3⁄3 | ||||||||
| 19190 |
Resonant Mind
Claim
MCP server providing persistent cognitive infrastructure including semantic mem…
|
A 88 3⁄3 | ||||||||
| 19191 |
indxr
Claim
A fast codebase indexer and knowledge wiki for AI agents.
|
A 88 3⁄3 | ||||||||
| 19192 |
Apple Notes Snapshot
Claim
Local-first Apple Notes backup control room for macOS with a read-only MCP surf…
|
A 88 3⁄3 | ||||||||
| 19193 |
Enables AI agents to render interactive Highcharts visualizations directly with…
|
A 88 3⁄3 | ||||||||
| 19194 |
companies-house
Claim
MCP server and CLI for the UK Companies House API. Search, filings, officers, d…
|
A 88 3⁄3 | ||||||||
| 19195 |
misterclaw
Claim
MiSTerClaw — MCP remote control for MiSTer-FPGA. Launch games, search ROMs, tak…
|
A 88 3⁄3 | ||||||||
| 19196 |
mdshare
Claim
Markdown collaboration for AI workflows. Share markdown instantly via public li…
|
A 88 3⁄3 | ||||||||
| 19197 |
MCP server connecting Claude to Metabase with 28 tools for natural language dat…
|
A 88 3⁄3 | ||||||||
| 19198 |
OpenClaw MCP Client Plugin - bridges MCP servers into OpenClaw via registerTool
|
A 88 3⁄3 | ||||||||
| 19199 |
Zero-dependency browser automation CLI. 70+ commands, 10 test assertions, smart…
|
A 88 3⁄3 | ||||||||
| 19200 |
MCP server to query Italian statistics (ISTAT) via SDMX API — compatible with a…
|
A 88 3⁄3 | ||||||||