MCP Server Quality Scores

Independent quality analysis of 44440 public MCP servers

44440
Discovered
29489
Scored
2111
Verified
16952
Complete

Last updated 15 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
1601
cnghockey
Permissionless communication supercharger. 40+ Lightning-paid tools for humans …
B 79 66 90 80 94 22 81 89
1602
Brahim-Benzarti
Enables AI agents to interact with live Shopify stores through Admin and Storef…
B 79 55 90 72 61 80 88
1603
cloudwalk
hermes-mcp Claim
Elixir Model Context Protocol (MCP) SDK
B 79 54 74 68 N/A 66 90 99
1604
chrismo
SuperDB MCP Server Claim
Enables AI assistants to execute SuperSQL queries on data files and SuperDB dat…
B 79 54 86 56 N/A 63 95 91
1605
hekmon8
A server that enables interaction with Home Assistant devices and automations t…
B 79 55 94 66 52 76 99
1606
eh24905-wiz
Jira MCP Server Claim
Enables AI assistants to interact with Jira Cloud by managing issues, comments,…
B 79 55 84 100 30 81 85
1607
septapod
Generates entertaining stories told entirely through emojis with adjustable cha…
B 79 55 94 83 N/A 24 95 82
1608
DojoCodingLabs
nanobanana-mcp Claim 1
A security-hardened MCP server for generating and editing images using Google G…
B 79 55 90 67 48 82 100
1609
testusercar
monarch-mcp-server Claim
B 79 54 84 70 N/A 49 87 99
1610
jonmatum
Analyzes git repository metrics to understand team health, development patterns…
B 79 54 90 32 N/A 79 95 100
1611
Bosegluon2
Spider MCP Claim
Enables web searching and webpage scraping using pure crawler technology withou…
B 79 54 94 61 N/A 38 95 93
1612
Jpisnice
MCP server that gives AI assistants seamless access to shadcn/ui v4 components,…
B 79 54 96 30 N/A 88 89 98
1613
SurajAdsul
Salesforce MCP Server Claim 3
An MCP server implementation that integrates Claude with Salesforce, enabling n…
B 79 55 79 100 50 76 80
1614
TiagoDanin
Enables control of Android devices via ADB for automation and testing. Supports…
B 79 54 90 51 N/A 52 95 100
1615
kapillamba4
Code Memory Claim
MCP server with local vector search for your codebase. Smart indexing, semantic…
B 79 54 76 58 N/A 81 92 92
1616
QuartzUnit
Diffgrab Claim
Web page change tracking with structured diffs. markgrab + snapgrab integration.
B 79 44 72 N/A N/A 48 95 97
1617
gregario
mtg-oracle Claim
Magic: The Gathering card search, rules lookup, deck analysis, price data, and …
B 79 54 76 58 N/A 72 94 97
1618
nekobato
Provides access to OpenAI's ChatGPT API with web search capabilities for Claude…
B 79 55 90 71 53 81 91
1619
bpamiri
Enables AI assistants to query and interact with CockroachDB clusters through n…
B 79 55 82 82 45 77 99
1620
j7an
nexus-mcp Claim
Invoke CLI agents (Codex, Claude, OpenCode) as MCP tools with parallel execution
B 79 44 67 N/A N/A 55 95 96
1621
davstr1
Peekaboo MCP Claim 1
Provides read-only access to your entire codebase while restricting AI agents t…
B 79 54 78 63 N/A 64 92 98
1622
Cicatriiz
healthcare-mcp-public Claim 1
A Model Context Protocol (MCP) server providing AI assistants with access to he…
B 79 55 85 58 N/A 72 81 99
1623
nickdesi
FFBB MCP Server Claim
Provides access to real-time data from the French Basketball Federation (FFBB),…
B 79 66 74 71 87 69 82 90
1624
GoPlausible
Tinyman MCP Claim
Enables interaction with Tinyman AMM protocol on Algorand blockchain, supportin…
B 79 54 86 70 N/A 40 95 93
1625
alysson-souza
Enables interaction with FreshRSS instances through the Google Reader API. Supp…
B 79 55 78 72 70 81 94
1626
openpharma-org
CDC MCP Server Claim 1
Provides access to 73 CDC public health datasets covering disease surveillance,…
B 79 55 96 68 48 82 90
1627
QuincyMillerDev
Ilograph Claim
Provides access to up-to-date Ilograph documentation and syntax validation capa…
B 79 55 92 55 68 81 99
1628
KyuRish
patreon-mcp-server Claim
Access your Patreon creator data - campaigns, patrons, tiers, and posts.
B 79 54 76 67 N/A 71 83 100
1629
rehan1020
mcp-india-stack Claim 1
An offline-first MCP server for Indian financial, tax, and government APIs, pro…
B 79 44 57 N/A N/A 74 95 96
1630
annibale-x
mcp-webgate Claim
Web search that doesn't wreck your AI's memory.
B 79 44 61 N/A N/A 64 95 98
1631
CodeAlive-AI
codealive-mcp Claim
Semantic code search and analysis from CodeAlive for AI assistants and agents.
B 79 54 75 86 N/A 55 83 90
1632
iolufemi
Express REST API and MCP Server Framework is a comprehensive development framew…
B 79 54 96 56 N/A 90 95 58
1633
openSVM
zig-mcp-server Claim
A Model Context Protocol (MCP) server that provides Zig language tooling, code …
B 79 54 100 40 N/A 69 95 89
1634
RheaBose
Enables Large Language Models to interact with the ILP Drone Delivery System to…
B 79 55 78 100 N/A 24 95 82
1635
oscargavin
Enables Claude to interact with Oscribble task projects through natural languag…
B 79 54 90 55 N/A 52 90 100
1636
OilpriceAPI
mcp-server Claim
Real-time oil, gas, and commodity prices. 174+ commodities, futures, rig counts.
B 79 54 72 72 N/A 70 83 99
1637
ambivo-corp
Ambivo MCP Server Claim 1
Provides access to Ambivo API endpoints for natural language querying of entity…
B 79 55 84 72 59 80 95
1638
antoinedelorme
gravity-swarm Claim
Agent reputation network — compute tasks, submit proofs, earn ELO via Nostr MCP
B 79 55 72 100 N/A 27 95 87
1639
VelixarAi
memory Claim
Persistent memory for AI assistants. Store, search, and recall across sessions.
B 79 54 90 68 N/A 58 83 91
1640
nirholas
Analyze repos of any size - security scanning code analysis monorepo support
B 79 54 94 60 N/A 63 87 88
1641
jasonsmithj
Redash MCP Server Claim
Enables interaction with Redash instances through a standardized interface, all…
B 79 55 84 68 58 81 100
1642
aashari
mcp-server-aws-sso Claim
AWS Single Sign-On (SSO) integration enabling AI systems to securely interact w…
B 79 55 84 72 63 81 92
1643
WGDevelopment
YNAB MCP Server Claim 1
A minimal and auditable MCP server that enables local AI assistants to read and…
B 79 55 82 76 51 82 100
1644
scottlepp
Jira MCP Server Claim 1
Provides AI models with full access to Jira Cloud functionality, enabling issue…
B 79 55 94 100 57 81 49
1645
zsh52013148087
Enables AI assistants to interact with Metabase analytics platform, allowing th…
B 79 54 90 71 23 95 99
1646
Midhun-edv
Provides AI assistants with comprehensive Magento 2 coding standards, security …
B 79 55 90 65 55 80 97
1647
sammcj
mcp-data-extractor Claim 3
A Model Context Protocol server that extracts embedded data (such as i18n trans…
B 79 55 75 100 N/A 66 90 58
1648
NgoTaiCo
MCP Codebase Index Claim
Enables semantic search across your codebase using Google's Gemini embeddings a…
B 79 54 94 68 N/A 33 95 92
1649
vsoneji
Schwab MCP Server Claim
Enables AI assistants to securely interact with Charles Schwab accounts through…
B 79 55 94 71 39 80 100
1650
abdul-hamid-achik
Tarot MCP Server Claim
Provides tarot card reading capabilities with a complete 78-card deck, multiple…
B 79 55 90 60 64 82 97
Showing 1601–1650 of 44440 servers
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