MCP Server Quality Scores

Independent quality analysis of 69313 public MCP servers

69313
Discovered
→
33958
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 13 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
42851
ionnes69
Enables Poke to trigger outbound AI phone calls through Vapi telephony, using a…
— ○ ⏳ — — — — — —
42852
stardeltapower
Enables management of Upmind platform products, categories, pricing, and bundle…
— ○ ⏳ — — — — — —
42853
maker240305
Enables to generate day trip itineraries in Korea using real-time public data f…
— ○ ⏳ — — — — — —
42854
Shanahan-Suresh
Introspects a Django REST API's OpenAPI schema and exposes each endpoint as an …
— ○ ⏳ — — — — — —
42855
mesolimbo
MCP server providing access to Google's Gemini 3.5 Flash API, enabling querying…
— ○ ⏳ — N/A N/A — — —
42856
LWaetzig
An MCP server for searching Google Scholar, enabling paper search, author looku…
— ○ ⏳ — — — — — —
42857
theYahia
MCP server for Ileti Merkezi SMS API (Turkey). Enables sending SMS, bulk SMS, c…
— ○ ⏳ — — — — — —
42858
davidpanter
Provides systems thinking models as composable analysis lenses for architecture…
— ○ ⏳ — N/A N/A — — —
42859
Alex-eng-ux
MCP server for Microsoft Office file operations. Read, write, and create Excel,…
— ○ ⏳ — N/A N/A — — —
42860
Stankjedi
Codex-optimized MCP server for Godot 4.x with a compact set of high-signal tool…
— ○ ⏳ — N/A N/A — — —
42861
WhitGai
Turns official pickleball scoring rules into callable tools for LLMs to track l…
— ○ ⏳ — — — — — —
42862
hi-k3uy
brag-fast Claim
— ○ ⏳ — — — — 81 —
42863
chenwei791129
Enables AI assistants to control a browser for web automation tasks like naviga…
— ○ ⏳ — N/A N/A — — —
42864
shilong20
MCP server for Codex CLI — tmux persistence, git worktree isolation, async disp…
— ○ ⏳ — N/A N/A — — —
42865
SimoneB79
Enables AI assistants to have a living memory with atomic knowledge storage, mu…
— ○ ⏳ — — — — — —
42866
modelclixxo
dsview-mcp Claim
Local MCP server for building an agent-facing integration around DreamSourceLab…
— ○ ⏳ — N/A N/A — — —
42867
MarkovianProtocol
provenance Claim
Stamp any data to the Markovian chain for a verifiable provenance receipt. Prov…
— ○ ⏳ — — — — — —
42868
1036007003-wq
Automates LinkedIn B2B marketing tasks such as profile search, company analysis…
— ○ ⏳ — — — — — —
42869
DeployFaith
hermes-gpt Claim
MCP sidecar for Hermes Agent exposing operator tools (cron, skills, config, wor…
— ○ ⏳ — N/A N/A — — —
42870
j4mesmorais
A server for managing financial accounting entries that provides utilities for …
— ○ ⏳ — — — — 81 —
42871
yangtaihong59
Enables AI agents to safely read, search, edit, and organize SiYuan notes, with…
— ○ ⏳ — N/A N/A — — —
42872
proofsh
MCP server providing tools to interact with Obsidian via the Local REST API com…
— ○ ⏳ — N/A N/A — — —
42873
globalpocket
mcp-reranker Claim
A generic Model Context Protocol (MCP) server for high-accuracy document rerank…
— ○ ⏳ — — — — — —
42874
lapin7771n
Read-only MCP server for accessing Wallet by BudgetBakers financial data, allow…
— ○ ⏳ — — — — — —
42875
alphaassay
Most trading signals are noise. AlphaAssay puts them on trial — deflated Sharpe…
— ○ ⏳ — — — — — —
42876
jordanburke
A local MCP server that enables LLMs to execute shell commands on remote hosts …
— ○ ⏳ — N/A N/A — — —
42877
ddpie
Remote MCP server providing 200+ Feishu tools (messages, calendar, Bitable, etc…
— ○ ⏳ — — — — — —
42878
frdeange
MCP server to query Cloud Champion's training catalog. Enables AI agents to sea…
— ○ ⏳ — — — — 81 —
42879
oldsnakenewtrik
A stateless MCP server that exposes RedTrack attribution data via two endpoints…
— ○ ⏳ — — — — — —
42880
Lightfielder
Pixal3D-MCP Claim
Standalone MCP server for generating high-fidelity 3D assets from a single imag…
— ○ ⏳ — N/A N/A — — —
42881
ApentengJoseph
Provides structured tools for risk classification, SBAR generation, completenes…
— ○ ⏳ — N/A N/A — — —
42882
19miha99
A comprehensive MCP server that gives AI assistants full control over your desk…
— ○ ⏳ — N/A N/A — — —
42883
affix
MCP server for GNOME Evolution that enables calendar and email operations such …
— ○ ⏳ — N/A N/A — — —
42884
WizardofTryout
Enables AI agents to program sequences, tweak synthesizer parameters, load audi…
— ○ ⏳ — N/A N/A — — —
42885
c0cl3c
Serves markdown knowledge from a git repository over MCP, providing tools to li…
— ○ ⏳ — — — — — —
42886
JNX03
MCP server that gives Claude human-like control of a Windows PC with its own vi…
— ○ ⏳ — N/A N/A — — —
42887
asgard-ai-platform
An MCP server that exposes tools for Taiwan's ezPay e-invoice lifecycle, enabli…
— ○ ⏳ — — — — — —
42888
spraveenitpro
Provides current weather information for any city using the Open-Meteo API. Ret…
— ○ ⏳ — — — — — —
42889
lnkify
lnkify Claim
MCP server that enables AI agents to manage Lnkify links, domains, API keys, an…
— ○ ⏳ — N/A N/A — — —
42890
tonywang0122
買屋快搜 Claim
MCP server for searching and querying detailed housing listings in Taiwan, enab…
— ○ ⏳ — — — — — —
42891
moaaz01
Provides weather forecasts, alerts, and current conditions via the Model Contex…
— ○ ⏳ — — — — — —
42892
elchanio-76
MCP server that provides tools for automating AWS Pricing Calculator estimate g…
— ○ ⏳ — — — — — —
42893
andychongyz
Remote MCP deployment scaffold for Skylight's MCP server, hosted on Cloudflare …
— ○ ⏳ — — — — — —
42894
ayushshah31
An MCP server that connects Claude to FileMaker databases via the Data API, ena…
— ○ ⏳ — — — — — —
42895
badchars
The most comprehensive steganography analysis toolkit for AI agents, providing …
— ○ ⏳ — N/A N/A — — —
42896
todah-zg
Build, sign, and publish iOS and Android apps through AI agents. Integrates Cod…
— ○ ⏳ — — — — — —
42897
Humotica
MCP server for running infrastructure health checks with TIBET provenance. It e…
— ○ ⏳ — N/A N/A — — —
42898
versatilecoder
A comprehensive MCP server that enables database operations, schema management,…
— ○ ⏳ — — — — — —
42899
AutomatAI
A remote MCP server that lets AI agents build, run, and manage Automat RPA work…
— ○ ⏳ — — — — — —
42900
sublimnl
ffdecmcp Claim
MCP wrapper for JPEXS Free Flash Decompiler (FFDec) that exposes SWF decompilat…
— ○ ⏳ — N/A N/A — — —
Showing 42851–42900 of 69313 servers
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