MCP Server Quality Scores

Independent quality analysis of 43430 public MCP servers

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43430
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29451
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2111
Verified
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16952
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Last updated 2 hours, 12 minutes ago

Grade Distribution

Score Distribution

Newly Added

CloudBees Unify MCP Server F abm-mcp F ipnex F Aim F Fractera F

Biggest Gainers

theothers +30 MCP Finder +1 aTars MCP +1

Biggest Drops

SaaS Browser -2 Correkt: The AI-Native Online Marketplace for Physical Products -2 Camber - Remote Agentic Data Science -2
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
38801
eliottreich
Post/fund GitHub bug bounties, enable Autopilot, solve bounties, check coverage…
 — ○ ⏳ — N/A N/A — — —
38802
Meh-S-Eze
Provides access to YNAB (You Need A Budget) functionality through the Model Con…
 — ○ ⏳ — — — — 81 —
38803
214140846
Skillz Claim 1
An MCP server that transforms Claude-style skills and resources into callable t…
 — ○ ⏳ — — — — 81 —
38804
LovRanRan
Python symbol exploration for codebase onboarding agents.
 — ○ ⏳ — N/A N/A — — —
38805
sachin-ybis
Six deterministic hydration calculators for LLMs: water intake, dehydration sc…
 — ○ ⏳ — N/A N/A — 95 —
38806
kvrancic
The server enables Claude Code to rent, drive, and terminate Prime Intellect GP…
 — ○ ⏳ — N/A N/A — — —
38807
jlceaser
A native C# MCP server that gives AI agents real-time control and visual analys…
 — ○ ⏳ — N/A N/A — — —
38808
yigitkonur
example-mcp-server-streamable-http-stateless
 — ○ ⏳ — — — — 81 —
38809
Pro0f
DevsContext Claim
DevsContext is an MCP server that provides AI coding agents with synthesized en…
 — ○ ⏳ — N/A N/A — — —
38810
VRUSHIL1
A comprehensive integration that allows AI models to interact with Telegram acc…
 — ○ ⏳ — N/A N/A — 95 —
38811
struq
struqvault Claim
— ○ ⏳ — N/A N/A — 95 —
38812
airmang
Enables reading, editing, and creating Korean HWPX documents through python-hwp…
 — ○ ⏳ — N/A N/A — 95 —
38813
onmokoworks
WizTree MCP Claim
Read-only MCP server that wraps WizTree's CSV export and adds disk-usage analys…
 — ○ ⏳ — N/A N/A — — —
38814
patsa2561-art
Mneme Claim
Memory layer for AI coding assistants. Indexes git history + code, exposes via …
 — ○ ⏳ — N/A N/A — — —
38815
asmaaziry19
test Claim
— ○ ⏳ — N/A N/A — 95 —
38816
tenx-studio
An open-source Model Context Protocol server that enables interaction with the …
 — ○ ⏳ — — — — 81 —
38817
skyasu2
A natural language-based server analysis and monitoring system that automatical…
 — ○ ⏳ — — — — 81 —
38818
Provides 208+ tools for AI-native engineering intelligence via Allstacks API.
 — ○ — N/A N/A — 81 —
38819
taniwhaai
arai Claim
Policy enforcement for AI coding agents derived from existing instruction files…
 — ○ ⏳ — N/A N/A — — —
38820
SnipMCP
gadschain Claim
Google Ads MCP server. Read campaigns, manage budgets, pause/enable, add negati…
 — ○ ⏳ — N/A N/A — — —
38821
dhartunian
Connects to CockroachDB instances and exposes database structures as resources,…
 — ○ ⏳ — — — — 81 —
38822
devd3vil
mcpserver1 Claim
— ○ ⏳ — N/A N/A — 95 —
38823
davidahirshberg
ama-mcp Claim 1
An MCP server that coordinates multiple Claude Code sessions through kitty term…
 — ○ ⏳ — N/A N/A — 95 —
38824
majidmanzarpour
Connects Roblox Studio to AI coding editors via the Model Context Protocol, all…
 — ○ ⏳ — — — — 81 —
38825
UMN-Choi-Lab
refcheck Claim 2
Verify academic citations against real databases. Catches hallucinated referenc…
 — ○ ⏳ — N/A N/A — 67 —
38826
oledmansfeld
Enables Claude to manage the UnoPim Product Information Management system throu…
 — ○ ⏳ — — — — 81 —
38827
bizino
MCP server enables AI assistants to interact with BOS ERP System via REST API, …
 — ○ ⏳ — — — — — —
38828
bradsjm
A TypeScript MCP server that enables LLMs to send outbound emails via SMTP with…
 — ○ ⏳ — — — — 81 —
38829
zztdandan
A remote MCP image generation server that unifies OpenAI Images and Gemini gene…
 — ○ ⏳ — — — — — —
38830
dmae97
oh-my-kimi Claim
Verified agent runtime for Kimi Code. Stable daily-use core with alpha orchestr…
 — ○ ⏳ — N/A N/A — — —
38831
IacopoB
An experimental MCP server that enables interaction with Google Analytics APIs,…
 — ○ ⏳ — — — — 81 —
38832
CSOAI-ORG
contract-review-ai-mcp MCP server by MEOK AI Labs
 — ○ ⏳ — N/A N/A — — —
38833
carhaix
Oi Claim
Access your Oi setup: teams, contexts, workflows, tools, and more.
 — ○ ⏳ — — — — — —
38834
AntonioBlago
Remote SEO/GEO MCP: Search Console, keyword research, backlinks, competitor & o…
 — ○ ⏳ — — — — — —
38835
18089280501
yubin1230 Claim
— ○ ⏳ — N/A N/A — 95 —
38836
bioanywhere
Connects AI assistants to GitLab, enabling natural language queries to view mer…
 — ○ ⏳ — — — — 81 —
38837
chris
— ○ ⏳ — N/A N/A — 95 —
38838
machette-tech
Enables LLMs to interact with ContextVM services (Event Sourcing + FSM + DDD) b…
 — ○ ⏳ — — — — 81 —
38839
Spacetime-Technology
MCP server for the Chia blockchain. Read-only Q&A via the public coinset.org AP…
 — ○ ⏳ — N/A N/A — — —
38840
Twine2546
Enables interaction with Twilio API services including messaging, voice, and St…
 — ○ ⏳ — — — — 81 —
38841
sbroenne
Enables AI assistants to generate AI avatar videos, manage templates, and work …
 — ○ ⏳ — — — — — —
38842
mocomoco-inc
Enables transcription of audio and video files using mocoVoice API, allowing us…
 — ○ ⏳ — N/A N/A — — —
38843
fungiboletus
MCP Café Claim
Simulates technical discussions with various agent profiles to help solve engin…
 — ○ ⏳ — N/A N/A — — —
38844
lee-s-dev
Enables AI assistants to research YouTube videos by collecting captions, commen…
 — ○ ⏳ — — — — — —
38845
Gaoshan0971
digeguigui Claim
Global reptile & exotic pet knowledge base. 633 species, AI identification, gen…
 — ○ ⏳ — — — — — —
38846
kmjm231
Enables asynchronous task execution and scheduling using RabbitMQ, Celery, and …
 — ○ ⏳ — — — — 81 —
38847
reservoirprotocol
Relay Claim
Cross-chain bridge and swap quotes, fee estimation, and transaction tracking vi…
 — ○ ⏳ — N/A N/A — 83 —
38848
amalinakurniasari
Conduit Claim
Enables AI agents to interact with Figma in real-time through a WebSocket conne…
 — ○ ⏳ — N/A N/A — 95 —
38849
stevefordev
A zero-config MCP server that enables AI to access, analyze, and manage local S…
 — ○ ⏳ — N/A N/A — — —
38850
sparfenyuk
An MCP server that manages Python virtual environments using uv, allowing LLMs …
 — ○ ⏳ — N/A N/A — — —
Showing 38801–38850 of 43430 servers
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