MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 2 weeks, 6 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
23751
upstash
Context7 Claim
Fetch up-to-date, version-specific documentation and code examples directly int…
F 30 35 10 0 81
23752
waldzellai
[FINAL UPDATE] future updates will be rolled out to Thoughtbox --> https://smi…
F 30 35 10 0 81
23753
goustkor
HytaleModder Claim
Access the Hytale API documentation to build mods and custom content efficientl…
F 30 35 10 0 81
23754
omega-memory
core Claim
Persistent memory for AI coding agents. #1 on LongMemEval. Local-first.
F 30 35 10 0 81
23755
kinescope
Kinescope MCP Server — Integrates Kinescope's video platform with AI assistants…
F 30 35 10 0 81
23756
labsofuniverse
Analyzes C++ codebases via AST parsing to build comprehensive, queryable depend…
F 30 35 10 0 81
23757
rainbowgore
Tracks tech news and web signals to identify unannounced product launches. Anal…
F 30 35 10 0 81
23758
huangmy157
SFR Store Claim
Search SFR’s catalog using natural language and refine results with filters. Vi…
F 30 35 10 0 81
23759
tigrisdata
Tigris MCP Server seamlessly connects AI agents to Tigris bucket and object man…
F 30 35 10 0 81
23760
PlainsightPro
Search the Plainsight playbook and review code against proven best practices.
F 30 35 10 0 81
23761
clarid-ai
Validate HMDA LAR files against CFPB edit checks for community banks and credit…
F 30 35 10 0 81
23762
ronald
prismmeta Claim
Search your data in natural language, analyze datasets, and generate polished r…
F 30 35 10 0 81
23763
imbenrabi
Complete financial market access for AI assistants - Real-time stocks, crypto, …
F 30 35 10 0 81
23764
frihet
Frihet Claim
AI-native business management MCP server. 31 tools for invoicing, expenses, cli…
F 30 35 10 0 81
23765
civicteam
nexus Claim
Zero-setup MCP gateway securely connecting AI to your tools with authentication…
F 30 35 10 0 81
23766
mjcaballero1126
lia Claim
Share a brief name and what your server does so I can craft a clean title and b…
F 30 35 10 0 81
23767
ucpchecker
UCP Checker Claim
A universal commerce gateway for AI agents to interact with UCP-enabled stores.…
F 30 35 10 0 81
23768
found402
Compresses large blocks of text, code, or conversation history into hyper-dense…
F 30 35 10 0 81
23769
ayni-protocol
Ayni Claim
Facilitate standardized communication between agents using a specialized glyph-…
F 30 35 10 0 81
23770
acedatacloud-mcp
mcp-sora Claim
F 30 35 10 0 81
23771
yzsshen
NWS Weather Claim
Get real-time U.S. weather alerts, forecasts, radar, and observations from the …
F 30 35 10 0 81
23772
maayanyosef
The Explorium Business Data Hub provides AI tools with access to: Company Sear…
F 30 35 10 0 81
23773
browserless
Browserless Claim
Scrape any webpage to extract content in formats like Markdown, HTML, or PDF. N…
F 30 35 10 0 81
23774
gsudheer123
vsf Claim
F 30 35 10 0 81
23775
anusha5191
Access U.S. National Weather Service alerts, forecasts, observations, radar, an…
F 30 35 10 0 81
23776
michaeljmoody
CourseForge Claim
AI-powered LMS course builder: 89 tools, 17 skills, SCORM/xAPI export, agentic …
F 30 35 10 0 81
23777
chuhuoyuan
Find the right library and fetch its up-to-date documentation in one step. Reso…
F 30 35 10 0 81
23778
axiora
Axiora Claim
33 tools for Japanese financial data. Financials, ownership trajectories, buyba…
F 30 35 10 0 81
23779
Baldri
AI agent product discovery via open marketplace. Search, compare and discover a…
F 30 35 0 0 90
23780
channel99
Channel99 Claim
Access and analyze marketing performance data directly from the Channel99 platf…
F 30 35 10 0 81
23781
temporal-cortex
Temporal Cortex is a Model Context Protocol server that gives AI agents determi…
F 30 35 10 0 81
23782
customergauge-tech
Book a personalized demo to explore NPS, Account Experience, and B2B CX ROI wit…
F 30 35 10 0 81
23783
dsersx
🚀 The Professional Dropshipping MCP Server for DSers Automation. Import produc…
F 30 35 10 0 81
23784
mikesol
autodock Claim
Launch and manage on-demand cloud development environments with preserved stora…
F 30 35 10 0 81
23785
agentclear-ai
Access 60+ paid API services through a single API key with sub-cent micropaymen…
F 30 35 10 0 81
23786
found402
Hosts agent-card.json files for businesses who can't serve them from their own …
F 30 35 10 0 81
23787
fontfreezer
FontFreezer Claim
Search, analyze, and convert Google Fonts into various web formats while pinnin…
F 30 35 10 0 81
23788 F 30 35 10 0 81
23789
dizzydes
0pi Claim
Store and retrieve data objects for free. Temporary cloud storage for agents. T…
F 30 35 10 0 81
23790
node2flow
Supabase Claim 1
MCP server for Supabase — 31 tools for database CRUD, storage, auth admin, p…
F 30 35 10 0 81
23791
jhongjun1981
MemoryMCP Claim
通用AI记忆服务 - 让任何AI拥有持久记忆能力
F 30 35 10 0 81
23792
emmanuel
NWS Weather Claim
Get real-time U.S. alerts, forecasts, radar, and observations from the National…
F 30 35 10 0 81
23793 F 30 35 10 0 81
23794
websitepublisher
WebsitePublisher.ai — Build and publish websites through AI conversation Websit…
F 30 35 10 0 81
23795
ren89752
aidroid Claim
Search official Microsoft and Azure documentation to ground your answers with t…
F 30 35 10 0 81
23796
node2flow
Google Sheets Claim 1
MCP server for Google Sheets : read, write, format, and manage spreadsheets thr…
F 30 35 10 0 81
23797
Himalayas
Search remote jobs, post job listings, find remote candidates, check salary ben…
F 30 35 10 0 81
23798
ateam-ai
ADAS Claim
Design, validate, and deploy complex automated skills and cross-skill solutions…
F 30 35 10 0 81
23799
waleed-2002
Transforms vague prompts into detailed, structured, and actionable instructions…
F 30 35 10 0 81
23800
wtf-just-happened
Analyze significant price movements in US stocks to provide clear explanations …
F 30 35 10 0 81
Showing 23751–23800 of 30006 servers
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