MCP Server Quality Scores

Independent quality analysis of 69313 public MCP servers

69313
Discovered
→
33958
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 56 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
42901
Shanahan-Suresh
Introspects a Django REST API's OpenAPI schema and exposes each endpoint as an …
— ○ ⏳ — — — — — —
42902
mesolimbo
MCP server providing access to Google's Gemini 3.5 Flash API, enabling querying…
— ○ ⏳ — N/A N/A — — —
42903
LWaetzig
An MCP server for searching Google Scholar, enabling paper search, author looku…
— ○ ⏳ — — — — — —
42904
theYahia
MCP server for Ileti Merkezi SMS API (Turkey). Enables sending SMS, bulk SMS, c…
— ○ ⏳ — — — — — —
42905
davidpanter
Provides systems thinking models as composable analysis lenses for architecture…
— ○ ⏳ — N/A N/A — — —
42906
Alex-eng-ux
MCP server for Microsoft Office file operations. Read, write, and create Excel,…
— ○ ⏳ — N/A N/A — — —
42907
Stankjedi
Codex-optimized MCP server for Godot 4.x with a compact set of high-signal tool…
— ○ ⏳ — N/A N/A — — —
42908
WhitGai
Turns official pickleball scoring rules into callable tools for LLMs to track l…
— ○ ⏳ — — — — — —
42909
hi-k3uy
brag-fast Claim
— ○ ⏳ — — — — 81 —
42910
chenwei791129
Enables AI assistants to control a browser for web automation tasks like naviga…
— ○ ⏳ — N/A N/A — — —
42911
shilong20
MCP server for Codex CLI — tmux persistence, git worktree isolation, async disp…
— ○ ⏳ — N/A N/A — — —
42912
SimoneB79
Enables AI assistants to have a living memory with atomic knowledge storage, mu…
— ○ ⏳ — — — — — —
42913
modelclixxo
dsview-mcp Claim
Local MCP server for building an agent-facing integration around DreamSourceLab…
— ○ ⏳ — N/A N/A — — —
42914
MarkovianProtocol
provenance Claim
Stamp any data to the Markovian chain for a verifiable provenance receipt. Prov…
— ○ ⏳ — — — — — —
42915
1036007003-wq
Automates LinkedIn B2B marketing tasks such as profile search, company analysis…
— ○ ⏳ — — — — — —
42916
DeployFaith
hermes-gpt Claim
MCP sidecar for Hermes Agent exposing operator tools (cron, skills, config, wor…
— ○ ⏳ — N/A N/A — — —
42917
j4mesmorais
A server for managing financial accounting entries that provides utilities for …
— ○ ⏳ — — — — 81 —
42918
yangtaihong59
Enables AI agents to safely read, search, edit, and organize SiYuan notes, with…
— ○ ⏳ — N/A N/A — — —
42919
proofsh
MCP server providing tools to interact with Obsidian via the Local REST API com…
— ○ ⏳ — N/A N/A — — —
42920
globalpocket
mcp-reranker Claim
A generic Model Context Protocol (MCP) server for high-accuracy document rerank…
— ○ ⏳ — — — — — —
42921
lapin7771n
Read-only MCP server for accessing Wallet by BudgetBakers financial data, allow…
— ○ ⏳ — — — — — —
42922
alphaassay
Most trading signals are noise. AlphaAssay puts them on trial — deflated Sharpe…
— ○ ⏳ — — — — — —
42923
jordanburke
A local MCP server that enables LLMs to execute shell commands on remote hosts …
— ○ ⏳ — N/A N/A — — —
42924
ddpie
Remote MCP server providing 200+ Feishu tools (messages, calendar, Bitable, etc…
— ○ ⏳ — — — — — —
42925
frdeange
MCP server to query Cloud Champion's training catalog. Enables AI agents to sea…
— ○ ⏳ — — — — 81 —
42926
oldsnakenewtrik
A stateless MCP server that exposes RedTrack attribution data via two endpoints…
— ○ ⏳ — — — — — —
42927
Lightfielder
Pixal3D-MCP Claim
Standalone MCP server for generating high-fidelity 3D assets from a single imag…
— ○ ⏳ — N/A N/A — — —
42928
ApentengJoseph
Provides structured tools for risk classification, SBAR generation, completenes…
— ○ ⏳ — N/A N/A — — —
42929
19miha99
A comprehensive MCP server that gives AI assistants full control over your desk…
— ○ ⏳ — N/A N/A — — —
42930
affix
MCP server for GNOME Evolution that enables calendar and email operations such …
— ○ ⏳ — N/A N/A — — —
42931
WizardofTryout
Enables AI agents to program sequences, tweak synthesizer parameters, load audi…
— ○ ⏳ — N/A N/A — — —
42932
c0cl3c
Serves markdown knowledge from a git repository over MCP, providing tools to li…
— ○ ⏳ — — — — — —
42933
JNX03
MCP server that gives Claude human-like control of a Windows PC with its own vi…
— ○ ⏳ — N/A N/A — — —
42934
asgard-ai-platform
An MCP server that exposes tools for Taiwan's ezPay e-invoice lifecycle, enabli…
— ○ ⏳ — — — — — —
42935
spraveenitpro
Provides current weather information for any city using the Open-Meteo API. Ret…
— ○ ⏳ — — — — — —
42936
lnkify
lnkify Claim
MCP server that enables AI agents to manage Lnkify links, domains, API keys, an…
— ○ ⏳ — N/A N/A — — —
42937
tonywang0122
買屋快搜 Claim
MCP server for searching and querying detailed housing listings in Taiwan, enab…
— ○ ⏳ — — — — — —
42938
moaaz01
Provides weather forecasts, alerts, and current conditions via the Model Contex…
— ○ ⏳ — — — — — —
42939
elchanio-76
MCP server that provides tools for automating AWS Pricing Calculator estimate g…
— ○ ⏳ — — — — — —
42940
andychongyz
Remote MCP deployment scaffold for Skylight's MCP server, hosted on Cloudflare …
— ○ ⏳ — — — — — —
42941
ayushshah31
An MCP server that connects Claude to FileMaker databases via the Data API, ena…
— ○ ⏳ — — — — — —
42942
badchars
The most comprehensive steganography analysis toolkit for AI agents, providing …
— ○ ⏳ — N/A N/A — — —
42943
todah-zg
Build, sign, and publish iOS and Android apps through AI agents. Integrates Cod…
— ○ ⏳ — — — — — —
42944
Humotica
MCP server for running infrastructure health checks with TIBET provenance. It e…
— ○ ⏳ — N/A N/A — — —
42945
versatilecoder
A comprehensive MCP server that enables database operations, schema management,…
— ○ ⏳ — — — — — —
42946
AutomatAI
A remote MCP server that lets AI agents build, run, and manage Automat RPA work…
— ○ ⏳ — — — — — —
42947
sublimnl
ffdecmcp Claim
MCP wrapper for JPEXS Free Flash Decompiler (FFDec) that exposes SWF decompilat…
— ○ ⏳ — N/A N/A — — —
42948
wu55246842
A local MCP server for code analysis and investigation, providing tools like co…
— ○ ⏳ — N/A N/A — — —
42949
aayoawoyemi
Aries-cli Claim
Agentic coding harness with persistent memory and a REPL body. Built on Ori Mne…
— ○ ⏳ — N/A N/A — — —
42950
danielrosehill
Enables Claude Code instances to communicate directly via an ephemeral, encrypt…
— ○ ⏳ — N/A N/A — — —
Showing 42901–42950 of 69313 servers
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