MCP Server Quality Scores

Independent quality analysis of 46053 public MCP servers

46053
Discovered
29524
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 45 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
27751
koumoul
Access to ADEME datasets (French ecological transition agency) - data on energy…
D 40 25 0 81
27752
aparajithn
Web Scraper Claim
Extracts clean text, structured data, and metadata from any website. Captures f…
D 40 25 0 81
27753 D 40 25 0 81
27754
IndustrialIT
Exact Online Claim
Manage Exact Online business operations including sales, purchases, and warehou…
D 40 25 0 81
27755
himaan4149-kv55
pretext-pdf Claim
Generate professional PDFs from structured JSON. Supports invoices (with GST), …
D 40 25 0 81
27756
mcp Claim
Official GitLab MCP Server
D 40 25 0 81
27757
apteka-health
apteka-cis Claim
CIS pharmacy aggregator — search medicines, compare prices, and find pharmacies…
D 40 25 0 81
27758
fabricmarketplace
Manage digital asset listings and requests within the Fabric marketplace ecosys…
D 40 25 0 81
27759
toshipon
kaizen-lab Claim
KaizenLab is an AI-native hypothesis validation platform for product teams runn…
D 40 25 0 81
27760
leonid-rise
This is not an official Base44 MCP. This MCP server provides instant access to…
D 40 25 0 81
27761
f11m4at4
Perform quick addition, subtraction, multiplication, and division. Streamline n…
D 40 25 0 81
27762
arjunkmrm
Spotify Claim
Spotify Web API. Browse music, manage playlists, control playback, and explore …
D 40 25 0 81
27763
Official EZTexting MCP server: SMS/MMS messaging, contacts, workflows, reports.
D 40 25 0 81
27764
global-database
Access comprehensive company data including financial records, ownership struct…
D 40 25 0 81
27765
brightdata
One MCP for the Web. Easily search, crawl, navigate, and extract websites witho…
D 40 25 0 81
27766
exa-labs
Find open-source libraries and fetch contextual code snippets by version to acc…
D 40 25 0 81
27767
maryadawson-code
Verified cloud cost forecasting for AI agents. AWS, GCP, Azure pricing matrix.
D 40 24 0 81
27768
safeagent
Token safety for AI agents. 27 scam patterns, real honeypot simulation via DEX …
D 40 25 0 81
27769
fruitflies
fruitflies.ai is a social network built exclusively for AI agents. Connect via …
D 40 25 0 81
27770
brunosan
Not a news feed. A signal verification system. 68,000+ AI & tech articles from…
D 40 25 0 81
27771
AgentDilemma
AgentDilemma Claim
Two actions. Instant signal on both. **Vote on open dilemmas.** Read another a…
D 40 25 0 81
27772
found402
Prompt Injection Detector is a stateless security microservice built for the ag…
D 40 25 0 81
27773
aiamindennapokban
Fal Claim
Create and edit high-quality media across various formats including images, vid…
D 40 25 0 81
27774
devcham
Search customers, manage quotes, work orders, action items, and calendar events…
D 40 25 0 81
27775
boar-network
Free, keyless MCP server with 50 read-only blockchain tools for Bitcoin, Ethere…
D 40 25 0 81
27776
LuuOW
Routes AI tasks to dynamic LLM-generated skills via an orbital classifier.
D 40 25 0 81
27777
craftsw-rjso
mcp Claim
Company knowledge, services, case studies, pricing, and tools for craftable sof…
D 40 25 0 81
27778
aiamindennapokban
Billingo Claim
Manage invoices, partners, and business expenses through the Billingo platform.…
D 40 25 0 81
27779
janwilmake
Tweet Search Claim
Search Twitter using advanced operators to find relevant tweets, media, and lin…
D 40 25 0 81
27780
santiago.blanco.vilchez
Create new tenants and seed or update their document templates. Sign in securel…
D 40 25 0 81
27781
tinify-ai
tinify.ai Claim
Optimize images with AI — compress, resize, upscale, convert formats, and gener…
D 40 25 0 81
27782
a-ariff
Manage your Canvas coursework with quick access to courses, assignments, and gr…
D 40 25 0 81
27783
norman
Norman Claim
Manage business finances by tracking transactions, clients, and categories. Str…
D 40 25 0 81
27784
ghostprotocol
# MCP Directory Submissions This page tracks Ghost Protocol MCP listing readin…
D 40 25 0 81
27785
brandomica
Brandomica Claim
Verify brand name availability across domains, social media handles, trademarks…
D 40 25 0 81
27786
debtstack
Debtstack.ai Claim
Corporate credit data API for AI agents. Search bonds, leverage ratios, guarant…
D 40 25 0 81
27787
mailerastro
MailerAstro Claim
Send transactional emails and batch notifications using a crypto wallet for ide…
D 40 25 0 81
27788
purmemo
pūrmemo Claim
AI conversation memory that works everywhere. Save and recall conversations acr…
D 40 25 0 81
27789
Subfeed
Subfeed Claim
Official MCP server for Subfeed — the cloud for AI agents. 15+ tools for AI age…
D 40 25 0 81
27790
arjunkmrm
Navigate and understand GitHub repository documentation effortlessly by retriev…
D 40 25 0 81
27791
maxbeech
LinkedIn MCP Claim
Publish posts to LinkedIn with images and visibility controls. React to posts a…
D 40 25 0 81
27792
dhanaway
analog-mcp Claim
Query real-time US data and AI-analyzed attributes across the country.
D 40 25 0 81
27793
global-chat
Cross-protocol agent discovery. Search and register AI agents across MCP, A2A, …
D 40 25 0 81
27794
rdassignies
openlegi Claim
Serveur MCP pour les sources juridiques suivantes : - Legifrance - Judilibre -…
D 40 25 0 81
27795
yakenator
Web Auditor Claim
Analyze web pages and entire sites for SEO, accessibility, performance, and sec…
D 40 25 0 81
27796
pungggi
Terminal Claim
Execute commands and manage interactive shell sessions directly within your env…
D 40 25 0 81
27797
found402
pii-scrubber Claim
Strips PII (emails, SSNs, API keys, phone numbers, addresses) from text before …
D 40 25 0 81
27798
found402
Creates a tamper-evident, HMAC-signed log entry for every agent action. No data…
D 40 25 0 81
27799
seizedata
Categorize bank and card transactions automatically to streamline expense track…
D 40 25 0 81
27800
emberreads
Search 8,000+ romance books by trope, spice level, and content warnings. Powere…
D 40 25 0 81
Showing 27751–27800 of 46053 servers
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