MCP Server Quality Scores
Independent quality analysis of 30006 public MCP servers
Last updated 2 weeks, 6 days ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 23751 |
Context7
Claim
Fetch up-to-date, version-specific documentation and code examples directly int…
|
F 30 3⁄5 | ||||||||
| 23752 |
Clear Thought 1.5
Claim
[FINAL UPDATE]
future updates will be rolled out to Thoughtbox --> https://smi…
|
F 30 3⁄5 | ||||||||
| 23753 |
HytaleModder
Claim
Access the Hytale API documentation to build mods and custom content efficientl…
|
F 30 3⁄5 | ||||||||
| 23754 |
core
Claim
Persistent memory for AI coding agents. #1 on LongMemEval. Local-first.
|
F 30 3⁄5 | ||||||||
| 23755 |
Kinescope MCP Server
Claim
Kinescope MCP Server — Integrates Kinescope's video platform with AI assistants…
|
F 30 3⁄5 | ||||||||
| 23756 |
GraphPulse C++
Claim
Analyzes C++ codebases via AST parsing to build comprehensive, queryable depend…
|
F 30 3⁄5 | ||||||||
| 23757 |
Stealth Radar
Claim
Tracks tech news and web signals to identify unannounced product launches. Anal…
|
F 30 3⁄5 | ||||||||
| 23758 |
SFR Store
Claim
Search SFR’s catalog using natural language and refine results with filters. Vi…
|
F 30 3⁄5 | ||||||||
| 23759 |
Tigris MCP Server
Claim
Tigris MCP Server seamlessly connects AI agents to Tigris bucket and object man…
|
F 30 3⁄5 | ||||||||
| 23760 |
Plainsight MCP
Claim
Search the Plainsight playbook and review code against proven best practices.
|
F 30 3⁄5 | ||||||||
| 23761 |
Clarid HMDA Validator
Claim
Validate HMDA LAR files against CFPB edit checks for community banks and credit…
|
F 30 3⁄5 | ||||||||
| 23762 |
prismmeta
Claim
Search your data in natural language, analyze datasets, and generate polished r…
|
F 30 3⁄5 | ||||||||
| 23763 |
Complete financial market access for AI assistants - Real-time stocks, crypto, …
|
F 30 3⁄5 | ||||||||
| 23764 |
Frihet
Claim
AI-native business management MCP server. 31 tools for invoicing, expenses, cli…
|
F 30 3⁄5 | ||||||||
| 23765 |
nexus
Claim
Zero-setup MCP gateway securely connecting AI to your tools with authentication…
|
F 30 3⁄5 | ||||||||
| 23766 |
lia
Claim
Share a brief name and what your server does so I can craft a clean title and b…
|
F 30 3⁄5 | ||||||||
| 23767 |
UCP Checker
Claim
A universal commerce gateway for AI agents to interact with UCP-enabled stores.…
|
F 30 3⁄5 | ||||||||
| 23768 |
token-squeezer
Claim
Compresses large blocks of text, code, or conversation history into hyper-dense…
|
F 30 3⁄5 | ||||||||
| 23769 |
Ayni
Claim
Facilitate standardized communication between agents using a specialized glyph-…
|
F 30 3⁄5 | ||||||||
| 23770 |
mcp-sora
Claim
|
F 30 3⁄5 | ||||||||
| 23771 |
NWS Weather
Claim
Get real-time U.S. weather alerts, forecasts, radar, and observations from the …
|
F 30 3⁄5 | ||||||||
| 23772 |
Explorium B2B Data
Claim
The Explorium Business Data Hub provides AI tools with access to:
Company Sear…
|
F 30 3⁄5 | ||||||||
| 23773 |
Browserless
Claim
Scrape any webpage to extract content in formats like Markdown, HTML, or PDF. N…
|
F 30 3⁄5 | ||||||||
| 23774 |
vsf
Claim
|
F 30 3⁄5 | ||||||||
| 23775 |
Zuplo Weather
Claim
Access U.S. National Weather Service alerts, forecasts, observations, radar, an…
|
F 30 3⁄5 | ||||||||
| 23776 |
CourseForge
Claim
AI-powered LMS course builder: 89 tools, 17 skills, SCORM/xAPI export, agentic …
|
F 30 3⁄5 | ||||||||
| 23777 |
Context7 Library Docs
Claim
Find the right library and fetch its up-to-date documentation in one step. Reso…
|
F 30 3⁄5 | ||||||||
| 23778 |
Axiora
Claim
33 tools for Japanese financial data. Financials, ownership trajectories, buyba…
|
F 30 3⁄5 | ||||||||
| 23779 |
AI agent product discovery via open marketplace. Search, compare and discover a…
|
F 30 3⁄5 | ||||||||
| 23780 |
Channel99
Claim
Access and analyze marketing performance data directly from the Channel99 platf…
|
F 30 3⁄5 | ||||||||
| 23781 |
Temporal Cortex MCP
Claim
Temporal Cortex is a Model Context Protocol server that gives AI agents determi…
|
F 30 3⁄5 | ||||||||
| 23782 |
CustomerGauge
Claim
Book a personalized demo to explore NPS, Account Experience, and B2B CX ROI wit…
|
F 30 3⁄5 | ||||||||
| 23783 |
🚀 The Professional Dropshipping MCP Server for DSers Automation.
Import produc…
|
F 30 3⁄5 | ||||||||
| 23784 |
autodock
Claim
Launch and manage on-demand cloud development environments with preserved stora…
|
F 30 3⁄5 | ||||||||
| 23785 |
Access 60+ paid API services through a single API key with sub-cent micropaymen…
|
F 30 3⁄5 | ||||||||
| 23786 |
card-registry
Claim
Hosts agent-card.json files for businesses who can't serve them from their own …
|
F 30 3⁄5 | ||||||||
| 23787 |
FontFreezer
Claim
Search, analyze, and convert Google Fonts into various web formats while pinnin…
|
F 30 3⁄5 | ||||||||
| 23788 |
mcp-seedream-pro
Claim
|
F 30 3⁄5 | ||||||||
| 23789 |
0pi
Claim
Store and retrieve data objects for free. Temporary cloud storage for agents. T…
|
F 30 3⁄5 | ||||||||
| 23790 |
MCP server for Supabase — 31 tools for database
CRUD, storage, auth admin, p…
|
F 30 3⁄5 | ||||||||
| 23791 |
MemoryMCP
Claim
通用AI记忆服务 - 让任何AI拥有持久记忆能力
|
F 30 3⁄5 | ||||||||
| 23792 |
NWS Weather
Claim
Get real-time U.S. alerts, forecasts, radar, and observations from the National…
|
F 30 3⁄5 | ||||||||
| 23793 |
browserbasemcp
Claim
|
F 30 3⁄5 | ||||||||
| 23794 |
WebsitePublisher.ai
Claim
WebsitePublisher.ai — Build and publish websites through AI conversation
Websit…
|
F 30 3⁄5 | ||||||||
| 23795 |
aidroid
Claim
Search official Microsoft and Azure documentation to ground your answers with t…
|
F 30 3⁄5 | ||||||||
| 23796 |
MCP server for Google Sheets : read, write, format, and manage spreadsheets thr…
|
F 30 3⁄5 | ||||||||
| 23797 |
Himalayas Remote Jobs
Claim
Search remote jobs, post job listings, find remote candidates, check salary ben…
|
F 30 3⁄5 | ||||||||
| 23798 |
ADAS
Claim
Design, validate, and deploy complex automated skills and cross-skill solutions…
|
F 30 3⁄5 | ||||||||
| 23799 |
Prompt Refiner
Claim
Transforms vague prompts into detailed, structured, and actionable instructions…
|
F 30 3⁄5 | ||||||||
| 23800 |
Stock Catalyst
Claim
Analyze significant price movements in US stocks to provide clear explanations …
|
F 30 3⁄5 | ||||||||