MCP Server Quality Scores

Independent quality analysis of 66402 public MCP servers

66402
Discovered
31753
Scored
2112
Verified
16953
Complete

Last updated 3 hours ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
1851
stat-guy
Enhances AI model capabilities with structured, retrieval-augmented thinking pr…
B 79 55 90 100 N/A 43 95 52
1852
cexll
Codex MCP Server Claim 1
Connects AI assistants like Claude to the Codex CLI for code analysis, editing,…
B 79 54 84 65 N/A 67 90 89
1853
baidu-maps
mcp Claim
Baidu Map MCP Server
B 79 66 86 80 81 57 80 83
1854
kgprs
Provides tools to search and retrieve Google Gemini API documentation.
B 79 55 66 100 46 86 88
1855
bzsasson
Crawl websites, export SEO data, and manage crawls via Screaming Frog SEO Spide…
B 79 55 70 82 N/A 47 95 95
1856
marianfoo
This MCP server allows Cursor AI users to search and retrieve SAP Notes and Kno…
B 79 55 90 71 48 81 97
1857
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
1858
finmap-org
mcp-server Claim
[finmap.org](https://finmap.org/) MCP server provides comprehensive historical …
B 79 66 100 86 36 70 84 98
1859
Seitrace
Enables natural language access to blockchain data and insights through the Sei…
B 79 55 96 68 42 81 98
1860
levelsofself
ai-ops Claim
AI operations management: 12 specialized agents, task dispatch, and team coordi…
B 79 54 90 63 N/A 50 90 93
1861
Bichev
Coinbase Chat MCP Claim
Provides AI agents with access to real-time cryptocurrency data from Coinbase's…
B 79 55 84 73 50 81 99
1862
null-runner
Chrome MCP Docker Claim
Enables AI coding assistants to control a persistent Chrome browser through Dev…
B 79 55 90 78 51 81 85
1863
vsoneji
Schwab MCP Server Claim
Enables AI assistants to securely interact with Charles Schwab accounts through…
B 79 55 94 71 39 80 100
1864
alexarevalo9
ticktick-mcp-server Claim 1
MCP server for TickTick API enabling task management, project organization, hab…
B 79 55 88 100 41 94 56
1865
labeveryday
nba_mcp_server Claim 1
Access live and historical NBA statistics including player stats, game scores, …
B 79 54 86 58 N/A 64 94 91
1866
redpanda-data
docs-mcp Claim
Get authoritative answers about Redpanda documentation and search API reference…
B 79 66 76 86 94 30 80 92
1867
base76-research-lab
conductor-graph-mcp Claim 1
Exposes a CognOS agent system as a machine-readable graph. Full system snapshot…
B 79 55 90 91 N/A 29 83 85
1868
mclose
dns-mcp Claim
Real-time DNS security analysis for AI assistants via MCP. Enables DNSSEC chain…
B 79 54 84 65 50 92 100
1869
intersystems-community
Enables AI-powered medical information retrieval through FHIR clinical document…
B 79 55 96 57 64 81 91
1870
enisze
Reddit MCP Server Claim
Enables read-only access to Reddit for searching posts within specific subreddi…
B 79 55 84 73 58 81 94
1871
rturv
MCP PDF Reader Claim 1
A Model Context Protocol server that enables the extraction of text, metadata, …
B 79 54 75 58 N/A 75 92 99
1872
shopsavvy
Complete product and pricing data solution for AI assistants. Search for produc…
B 79 55 84 70 58 80 100
1873
smithery-ai
This is a connector to allow Claude Desktop (or any MCP client) to read and sea…
B 79 54 82 65 N/A 61 90 93
1874
infinitnet
Provides seamless access to the ConceptNet semantic knowledge graph, enabling c…
B 79 55 96 56 64 81 91
1875
khalidsaidi
ragmap Claim
MapRag: RAG-focused subregistry + MCP server to discover and route to retrieval…
B 79 54 67 78 57 95 93
1876
boguan
A CLI tool for quickly scaffolding Model Context Protocol (MCP) server applicat…
B 79 54 84 66 N/A 46 90 100
1877
cafferychen777
ChatSpatial Claim
MCP server for spatial transcriptomics analysis with 60+ integrated methods cov…
B 79 54 88 45 N/A 83 95 84
1878
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
1879
8b-is
smart-tree Claim
AI-native directory visualization with semantic analysis, ultra-compressed form…
B 79 54 100 37 N/A 82 90 88
1880
Bigsy
shadow-cljs-mcp Claim 1
A Model Context Protocol server that monitors shadow-cljs builds and provides r…
B 79 55 79 87 40 81 100
1881
aj-geddes
Terry-Form MCP Claim
A secure, containerized MCP server that enables AI assistants to manage Terrafo…
B 79 54 84 51 N/A 75 92 95
1882
GDWN-BLDR
StateWeave Claim 1
Cross-framework cognitive state serializer for AI agents. Export, import, and d…
B 79 55 96 52 78 82 86
1883
JamesANZ
video-toolkit-mcp Claim 1
A Model Context Protocol (MCP) server that provides comprehensive video tools: …
B 79 54 90 57 N/A 50 90 100
1884
lightos
Interactive Shell MCP Claim 1
Enables LLMs to create and manage persistent, interactive shell sessions with f…
B 79 54 100 56 N/A 48 87 97
1885
mcpdotdirect
evm-mcp-server Claim
Comprehensive blockchain services for 30+ EVM networks, supporting native token…
B 79 55 84 56 77 80 100
1886
SidneyBissoli
Diagnoses, drugs & lab codes: ICD-11, SNOMED, LOINC, RxNorm, MeSH, ATC, CID-10.…
B 79 55 82 100 38 83 77
1887
marco-looy
Pega DX MCP Server Claim
Transforms complex Pega Platform interactions into intuitive, conversational ex…
B 79 55 96 43 82 82 92
1888
leosepulveda
Enables comprehensive integration with Google Analytics 4, allowing users to re…
B 79 55 78 82 64 81 84
1889
peacockery-studio
Provides Claude with access to Microsoft SharePoint via the Microsoft Graph API…
B 79 55 100 61 52 78 93
1890
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
1891
magicyuan876
Tianshu MCP Server Claim
Enables AI assistants to process documents, images, audio, and video via MCP pr…
B 79 54 90 43 74 95 93
1892
K1ta141k
MCP Bench Router Claim
Routes design tasks to designarena.ai's top-ranked model via OpenRouter across …
B 79 55 72 100 N/A 50 83 81
1893
gregario
godot-forge Claim
Godot 4 development companion with test running (GUT/GdUnit4), API docs with 3→…
B 79 54 72 62 N/A 76 92 97
1894
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
1895
leonardsellem
n8n MCP Server Claim 2
A Model Context Protocol server that enables AI assistants to interact with n8n…
B 79 55 81 71 58 82 99
1896
adityak74
Enables users to search for academic articles on platforms like arXiv using spe…
B 79 54 94 47 N/A 53 95 100
1897
Vvkmnn
claude-praetorian-mcp Claim 1
⚜️ An MCP server for context compaction and recycling in Claude Code
B 79 54 90 61 N/A 51 92 93
1898
testusercar
monarch-mcp-server Claim
B 79 54 84 70 N/A 49 87 99
1899
administrativetrick
Etsy MCP Server Claim 1
Enables AI assistants to search for products, retrieve listing details, get sho…
B 79 55 94 65 56 76 95
1900
PaulBratslavsky
Strapi Content MCP Claim
Enables AI assistants to interact directly with Strapi v5 CMS content through f…
B 79 55 84 75 58 82 92
Showing 1851–1900 of 66402 servers
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