MCP Server Quality Scores

Independent quality analysis of 56925 public MCP servers

56925
Discovered
29777
Scored
2112
Verified
16953
Complete

Last updated 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
51651
javiermorron
Discover, rank, and compare GitHub repositories from any MCP-compatible AI clie…
51652
ratph6
mc-mod-mcp Claim
Provides grounded answers for writing Minecraft mods, targeting 1.8.9 and 1.21.…
N/A N/A
51653
sh-patterson
legiscan Claim
N/A N/A 95
51654
dwarvesf
Manages project documentation and saves conversation logs within a target proje…
51655
pipeworx-io
mcp-adzuna Claim
Provides access to Adzuna's global job-board aggregation, enabling job search, …
51656
zenjoy
An MCP server for domain management, enabling domain availability checks, bulk …
51657
RohanDoshi21
Enables interaction with Angel One trading APIs to retrieve historical market d…
51658
404kidwiz
Real-time AI-assisted music production, advanced composition, mixing, and VST c…
51659
hesoyamlp1
Enables AI assistants to generate images using NovelAI, supporting text-to-imag…
51660
vy-labs
Verified, long-tail company search: describe what you want, get an LLM-verified…
51661
laco.tousek
libre Claim
N/A N/A 95
51662
bitlabsdevteam
Enables AI agents to securely query governed Snowflake data and use Cortex AI t…
51663
dragonejt
MCP Server for Apache Iceberg, enabling users to read, query, and manipulate da…
51664
archimedes-market
OpenSCAD wrapped as an MCP server. Render .scad with parameter overrides, run p…
N/A N/A
51665
Pawansingh3889
Read-only MCP server for SQL databases (SQL Server, Postgres, SQLite) with mult…
N/A N/A 95
51666
AshutoshBuilds
An intelligent MCP server that serves as a guardian of development knowledge, p…
81
51667
unblockingapi
Enables AI agents to fetch bot-protected web pages, run structured Google searc…
81
51668
tonyzorin
YouTrack MCP Claim 1
MCP server for interacting with YouTrack, enabling issue management, project op…
81
51669
Golden0Voyager
A lightweight Garmin Model Context Protocol server with 12 curated endpoints fo…
N/A N/A 95
51670
azickri
Enables AI assistants to manage Repliz workspaces via natural language, includi…
51671
IcePanel
Enables interaction with IcePanel for architectural diagram management via MCP …
51672 N/A N/A 95
51673
ToxMCP
Exposes EPA Computational Toxicology (CompTox) evidence federation through MCP,…
51674
matula
Enables AI assistants to interact with and manipulate Godot game engine project…
N/A N/A
51675
claygeo
Local-first MCP server for agents that need to work across multiple Gmail and M…
N/A N/A
51676
dinof777
Read and write Mission Control state via MCP — projects, tasks, subtasks, templ…
51677
kavingas
newrelic-mcp Claim
Executes NRQL queries against New Relic via the NerdGraph API, enabling monitor…
N/A N/A
51678
Provides 12 medical tools for symptom checking, lab report explanation, emergen…
N/A N/A
51679
tomasonjo
Automatically discovers vector indexes in a Neo4j database and exposes each as …
N/A N/A
51680
intellieffect
Agentic CMS Claim
Open-source MCP server that turns any CMS backend into an AI-agent-ready conten…
N/A N/A
51681
StellarMCP Claim
MCP server giving AI agents access to Stellar blockchain data with monetized to…
N/A N/A
51682
skillsmcp Claim
Exposes Agent Skills to AI agents as MCP tools, enabling discovery and activati…
N/A N/A
51683
Enables management and analysis of Meta (Facebook/Instagram) ads through natura…
N/A N/A
51684
w4zu
impots-mcp Claim
Transforms Claude into a French tax assistant specialized in French taxation, c…
N/A N/A
51685
alexnelja
MCP Toolkit Claim
A unified MCP server that provides tools for UI/UX design intelligence, command…
N/A N/A
51686
shellus
An MCP server that integrates Dify knowledge bases, enabling AI assistants to r…
51687
1999AZZAR
Enables advanced file system operations such as file read/write, directory mana…
N/A N/A
51688
aimedialab
MCP server for the Risha.ai API enabling authentication, capability discovery, …
51689
SerenaMichaels
A Julia-based MCP server providing tools for database operations, file manageme…
51690
marabian
Enables image generation, editing, and refinement using Google's Gemini 2.5 Fla…
N/A N/A
51691
DeamonDev888
overmind-mcp Claim
Orchestrates and controls multiple AI agent CLIs (Claude-Code, Gemini-cli, etc.…
N/A N/A
51692
Provides advanced filesystem operations for AI-assisted development, including …
N/A N/A
51693
Provides persistent memory management with SQLite, enabling storage and retriev…
N/A N/A
51694
An MCP server that provides intelligent discovery, search, and on-demand loadin…
N/A N/A
51695
AI-powered code review using Zhipu GLM. It gathers git diffs and source context…
N/A N/A
51696
A flexible MCP server enabling multiple Claude AI sessions to coordinate work a…
N/A N/A
51697
Provides data-driven cover letter coaching by analyzing tone, keywords, and str…
N/A N/A
51698
ivoryttang
Chemistry VC Claim
Discover Chemistry VC’s mission, team, investment criteria, and portfolio. Quic…
N/A N/A 95
51699
KaranThink41
Enable seamless integration of Workday data and services with language models t…
N/A N/A 95
51700
GuillaumeRacine
Find 5 explainable, personalized gift recommendations from inside any MCP clien…
Showing 51651–51700 of 56925 servers