MCP Server Quality Scores
Independent quality analysis of 45235 public MCP servers
Last updated 47 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 28901 |
Vist
Claim
A shared Second Brain for you and your LLMs. Notes, tasks, and project context—…
|
F 30 3⁄5 | ||||||||
| 28902 |
Chessagine
Claim
Analyze chess positions using powerful engines like Stockfish, Leela, and Maia.…
|
F 30 3⁄5 | ||||||||
| 28903 |
Stratalize Stealth
Claim
Zero-storage MCP privacy proxy — PII tokenized before AI inference. ML-DSA-65 s…
|
F 30 3⁄5 | ||||||||
| 28904 |
NWS Weather
Claim
Get real-time U.S. alerts, forecasts, radar, and observations from the National…
|
F 30 3⁄5 | ||||||||
| 28905 |
token-squeezer
Claim
Compresses large blocks of text, code, or conversation history into hyper-dense…
|
F 30 3⁄5 | ||||||||
| 28906 |
Loomal
Claim
Identity infrastructure for AI agents. One API, every capability.
|
F 30 3⁄5 | ||||||||
| 28907 |
CustomerGauge
Claim
Book a personalized demo to explore NPS, Account Experience, and B2B CX ROI wit…
|
F 30 3⁄5 | ||||||||
| 28908 |
quantoracle
Claim
63 deterministic quant computation tools for AI agents. Black-Scholes, Greeks, …
|
F 30 3⁄5 | ||||||||
| 28909 |
ZS - Zobr Script
Claim
ZS (Zobr Script) — cognitive scripting language for structured reasoning with L…
|
F 30 3⁄5 | ||||||||
| 28910 |
pipeworx gateway
Claim
Live data for AI agents. 250+ data sources, 900+ tools. Ask questions in plain …
|
F 30 3⁄5 | ||||||||
| 28911 |
onelev1
Claim
# 1lev1 (1💗1)
Welcome to **1lev1**, a collaborative partnership platform desig…
|
F 30 3⁄5 | ||||||||
| 28912 |
witness-protocol
Claim
|
F 30 3⁄5 | ||||||||
| 28913 |
pentagonal
Claim
**AI-powered smart contract forge** with an 8-agent adversarial security audit …
|
F 30 3⁄5 | ||||||||
| 28914 |
AI-to-AI knowledge network. Agents share insights, ask questions, build reputat…
|
F 30 3⁄5 | ||||||||
| 28915 |
Color Palette
Claim
Create harmonious color palettes based on theory and convert colors between for…
|
F 30 3⁄5 | ||||||||
| 28916 |
Tripuck
Claim
Tripuck — Flight Meta-Search & Meeting Point..
|
F 30 3⁄5 | ||||||||
| 28917 |
vsf-club
Claim
|
F 30 3⁄5 | ||||||||
| 28918 |
Metrx
Claim
Monitor and optimize the operational costs of large language model deployments …
|
F 30 3⁄5 | ||||||||
| 28919 |
Sweeppea MCP
Claim
Sweeppea MCP: Professional US & Canada Sweepstakes Compliance
Manage sweepstak…
|
F 30 3⁄5 | ||||||||
| 28920 |
carbonfootprint
Claim
Discover and run life cycle assessment analyses across searchable categories an…
|
F 30 3⁄5 | ||||||||
| 28921 |
Power-Profiling
Claim
Intelligent orchestration layer for research queries - auto-routes to optimal T…
|
F 30 3⁄5 | ||||||||
| 28922 |
Search a curated library of 1,900+ Islamic books including English translations…
|
F 30 3⁄5 | ||||||||
| 28923 |
tradingcalc-mcp
Claim
19 deterministic crypto futures calculators and workflows across 4 suites. Trad…
|
F 30 3⁄5 | ||||||||
| 28924 |
Twin Persona
Claim
Generate personas for testing and prototyping. Build from your connected accoun…
|
F 30 3⁄5 | ||||||||
| 28925 |
mcp-server
Claim
Query BigQuery, Snowflake, Redshift & Azure Synapse with natural language
|
F 30 3⁄5 | ||||||||
| 28926 |
Gantta
Claim
Turn conversations into project plans. Gantta connects your AI assistant to a f…
|
F 30 3⁄5 | ||||||||
| 28927 |
mcp-nanobanana-pro
Claim
|
F 30 3⁄5 | ||||||||
| 28928 |
Match resumes to job descriptions and evaluate candidate fit using semantic sim…
|
F 30 3⁄5 | ||||||||
| 28929 |
Coupang
Claim
Search and browse products on Coupang to find competitive prices and daily disc…
|
F 30 3⁄5 | ||||||||
| 28930 |
Enables AI assistants to interact with the Open Targets Platform API to search …
|
F 30 4⁄5 | ||||||||
| 28931 |
Statistics Canada
Claim
Access comprehensive Canadian socio-economic datasets and time series data dire…
|
F 30 3⁄5 | ||||||||
| 28932 |
atomictoolkit
Claim
Execute modular tasks with a collection of small, powerful utilities. Streamlin…
|
F 30 3⁄5 | ||||||||
| 28933 |
ArchGraph
Claim
Code intelligence platform for AI agents. 20 tools for architecture, security &…
|
F 30 3⁄5 | ||||||||
| 28934 |
China Business Registry
Claim
MCP server providing AI agents access to Chinese company business registration …
|
F 30 3⁄5 | ||||||||
| 28935 |
Penfield
Claim
Manages long-term memory and cognitive state to enable personalized and consist…
|
F 30 3⁄5 | ||||||||
| 28936 |
US Weather
Claim
Get U.S. weather alerts, forecasts, and observations, including aviation produc…
|
F 30 3⁄5 | ||||||||
| 28937 |
SEO audit toolkit: feed it a URL, get back rendered content, the technology sta…
|
F 30 3⁄5 | ||||||||
| 28938 |
FinancialData.Net
Claim
A comprehensive MCP server delivering real-time and historical market data acro…
|
F 30 3⁄5 | ||||||||
| 28939 |
settlegrid-discovery
Claim
|
F 30 3⁄5 | ||||||||
| 28940 |
Tracking Time MCP
Claim
Query time entries, projects, tasks, and team productivity data from any AI ass…
|
F 30 3⁄5 | ||||||||
| 28941 |
AI Research Assistant
Claim
|
F 30 3⁄5 | ||||||||
| 28942 |
notevault-mcp
Claim
|
F 30 3⁄5 | ||||||||
| 28943 |
Context7 Library Docs
Claim
Find the right library and fetch its up-to-date documentation in one step. Reso…
|
F 30 3⁄5 | ||||||||
| 28944 |
CourseForge
Claim
AI-powered LMS course builder: 89 tools, 17 skills, SCORM/xAPI export, agentic …
|
F 30 3⁄5 | ||||||||
| 28945 |
Gantta
Claim
Gantta is an AI-powered project management tool that turns conversations into a…
|
F 30 3⁄5 | ||||||||
| 28946 |
The Agent Times
Claim
Access the latest news and investigative reporting on the agent economy. Search…
|
F 30 3⁄5 | ||||||||
| 28947 |
MailerAstro
Claim
Send transactional emails using a wallet address with no API keys required. Pay…
|
F 30 3⁄5 | ||||||||
| 28948 |
SecurityScan
Claim
Scans GitHub repositories and skills for vulnerabilities like prompt injection,…
|
F 30 3⁄5 | ||||||||
| 28949 |
Generate images and videos using 28+ visual AI models from OpenAI (GPT Image 2,…
|
F 30 3⁄5 | ||||||||
| 28950 |
Explore an agent's capabilities, configuration, and profile details. Fetch back…
|
F 30 3⁄5 | ||||||||