MCP Server Quality Scores
Independent quality analysis of 30006 public MCP servers
Last updated 2 weeks, 1 day ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 27251 |
llm-router
Claim
Subscription-aware LLM router for Claude Code. Routes tasks to 20+ providers (O…
|
— | ||||||||
| 27252 |
Clevername
Claim
AI agent governance — security scanning, BYOK routing, audit logging, and Counc…
|
— | ||||||||
| 27253 |
YADE MCP Server
Claim
MCP server for YADE — open-source DEM engine. Browse API docs, run simulations,…
|
— | ||||||||
| 27254 |
A lightweight MCP server for Stata.
|
— | ||||||||
| 27255 |
Generate production-ready n8n workflows from plain language.
Validate, test, a…
|
— | ||||||||
| 27256 |
intelligence-mcp
Claim
Agent payments ecosystem intelligence. Scans GitHub, Hacker News, and npm for a…
|
— | ||||||||
| 27257 |
mcp-server
Claim
ThinkNEO Control Plane — Enterprise AI governance MCP server with runtime guard…
|
— | ||||||||
| 27258 |
recallnest
Claim
Persistent memory MCP server for AI coding agents (Claude Code, Codex, Gemini C…
|
— | ||||||||
| 27259 |
Enables real-time web search with source citations by leveraging Perplexity AI'…
|
— | ||||||||
| 27260 |
git-leaderboard
Claim
Official MCP server for Git Leaderboard rankings, profiles, streaks, and user c…
|
— | ||||||||
| 27261 |
smith
Claim
|
— | ||||||||
| 27262 |
mcp_zoomeye
Claim
hacked by pbuff
|
— | ||||||||
| 27263 |
Ping Host MCP
Claim
Minimal MCP server that enables network connectivity testing via ping commands …
|
— | ||||||||
| 27264 |
tdhc
Claim
|
— | ||||||||
| 27265 |
mcp
Claim
Connect AI agents to IoT devices — read sensors, send commands, manage ESP32 fl…
|
— | ||||||||
| 27266 |
Vikunja MCP Server
Claim
Enables interaction with Vikunja task management instances through natural lang…
|
— | ||||||||
| 27267 |
CPersona
Claim
Persistent AI memory server with 3-layer hybrid search (vector + FTS5 + keyword…
|
— | ||||||||
| 27268 |
Bible MCP
Claim
Enables local-first semantic search and retrieval of Korean Bible verses using …
|
— | ||||||||
| 27269 |
Debugging MCP Server
Claim
Enables LLMs to automatically diagnose coding errors through codebase search, t…
|
— | ||||||||
| 27270 |
Memory MCP
Claim
Provides persistent cross-session memory and full-text search for AI coding ass…
|
— | ||||||||
| 27271 |
Oracle ADB MCP Server
Claim
Connects to Oracle Autonomous Database via OCI Bastion tunneling to enable AI-p…
|
— | ||||||||
| 27272 |
ReverseCentaur
Claim
We make it easy for AI agents to hire humans ethically and fairly.
|
— | ||||||||
| 27273 |
Enables AI assistants like Claude to interact with Databricks workspaces throug…
|
— | ||||||||
| 27274 |
Monzo MCP Server
Claim
Provides read-only access to Monzo banking accounts, balances, pots, and transa…
|
— | ||||||||
| 27275 |
An AI-native restaurant discovery service that enables searching and receiving …
|
— | ||||||||
| 27276 |
MCP server for orchestrating Node.js development servers (backend, frontend, da…
|
— | ||||||||
| 27277 |
Remote MCP server that auto-generates tools from NocoBase OpenAPI specs to enab…
|
— | ||||||||
| 27278 |
browser-auth-mcp
Claim
Enables AI agents to authenticate with websites using a real Chromium browser w…
|
— | ||||||||
| 27279 |
Enables Claude to read, write, search, and manage Obsidian vault notes through …
|
— | ||||||||
| 27280 |
Octomil
Claim
Manage, optimize, and deploy machine learning models to edge devices with autom…
|
— | ||||||||
| 27281 |
Tailscale MCP Server
Claim
Enables interaction with the Tailscale API to manage devices, ACLs, keys, and D…
|
— | ||||||||
| 27282 |
MCP server for Blackduck Coverity Static Analysis Software.
|
— | ||||||||
| 27283 |
Azure DevOps MCP Server
Claim
Enables management of Azure DevOps work items including Epics, Features, User S…
|
— | ||||||||
| 27284 |
DateTime PDT
Claim
Provides the current date and time in Pacific Daylight Time (PDT) via a remote …
|
— | ||||||||
| 27285 |
Cozi MCP Server
Claim
Enables management of Cozi Family Organizer shopping lists and todo lists throu…
|
— | ||||||||
| 27286 |
MagentaA11y MCP Server
Claim
Provides accessibility acceptance criteria for 51 web and 42 native components …
|
— | ||||||||
| 27287 |
MCP JSON Sanitizer
Claim
Enables repair of malformed JSON strings into valid JSON for agent workflows by…
|
— | ||||||||
| 27288 |
Tages
Claim
Enables AI coding agents to maintain persistent, cross-session memory of codeba…
|
— | ||||||||
| 27289 |
Enables comprehensive feature engineering for classification datasets with auto…
|
— | ||||||||
| 27290 |
Screen Agent
Claim
Enables AI assistants to capture screenshots and control desktop input (mouse, …
|
— | ||||||||
| 27291 |
EasyEDA Pro MCP Server
Claim
Enables AI-powered autonomous hardware design within EasyEDA Pro, allowing user…
|
— | ||||||||
| 27292 |
MemLayer
Claim
Agent learning infrastructure that captures experience, surfaces what works, an…
|
— | ||||||||
| 27293 |
MCP YNAB Server
Claim
Provides access to YNAB (You Need A Budget) functionality through the Model Con…
|
— | ||||||||
| 27294 |
asterpay
Claim
EUR settlement for AI agents. Trust scoring, market data, crypto analytics. 16 …
|
— | ||||||||
| 27295 |
CPersona
Claim
Persistent AI memory server with 3-layer hybrid search (vector + FTS5 + keyword…
|
— | ||||||||
| 27296 |
Profit calculator, inventory health checks, COGS breakdown, tax deductions, reo…
|
— | ||||||||
| 27297 |
meshledger-mcp-server
Claim
AI-to-AI economic marketplace with on-chain USDC escrow on Base L2. Agents brow…
|
— | ||||||||
| 27298 |
QuantOracle
Claim
63 deterministic quant computation tools for autonomous financial agents. Optio…
|
— | ||||||||
| 27299 |
Gov info api
Claim
an api wrapper for the us government info api
|
— | ||||||||
| 27300 |
MCP server enabling LLMs to interact with Anki flashcard software through AnkiC…
|
— | ||||||||