MCP Server Quality Scores

Independent quality analysis of 69007 public MCP servers

69007
Discovered
→
33703
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 23 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3101
tvh
Saffron MCP Server ⚡ Claim
Enables AI assistants to interact with Saffron recipe management functionality,…
B 76 5⁄5 ◉ ⏳ 82 70 — 47 81 92
3102
xzq-xu
jvm-mcp-server ⚡ Claim
An implementation project of a JVM-based MCP (Model Context Protocol) server.
B 76 5⁄4 ◉ ⏳ 90 51 N/A 56 87 90
3103
alamkanak
A FastAPI library that provides Model Context Protocol tools for endpoint intro…
B 76 5⁄5 ◉ ⏳ 90 38 — 74 82 98
3104
baguskto
Baguskto Saham ⚡ Claim 1
Enables access to Indonesian Stock Exchange (IDX) data with comprehensive histo…
B 76 5⁄5 ◉ ⏳ 78 61 — 57 82 100
3105
Docat0209
openapi ⚡ Claim
Turn any OpenAPI/Swagger spec into MCP tools. Zero config, zero code.
B 76 5⁄4 ◉ ⏳ 71 62 N/A 51 95 99
3106
gaiborjosue
NiiVue MCP Server ⚡ Claim
Provides fast lexical and optional semantic search over NiiVue neuroimaging vis…
B 76 5⁄4 ◉ ⏳ 78 57 N/A 47 95 100
3107
MarcusJellinghaus
mcp-workspace ⚡ Claim
Enables AI assistants to perform file system operations within a specified proj…
B 76 5⁄4 ◉ ⏳ 84 36 N/A 71 92 100
3108
mercadolibre
Mercado Pago's Official MCP Server offers tools so that developers can easily i…
B 76 5⁄5 ◉ ⏳ 84 71 — 41 80 94
3109
karanb192
HN-MCP ⚡ Claim 1
Enables browsing Hacker News, searching discussions, analyzing users, and track…
B 76 5⁄5 ◉ ⏳ 82 100 — 55 81 52
3110
Ansvar-Systems
icelandic-law-mcp ⚡ Claim
Icelandic legislation via MCP — full-text search across statutes and provisions
B 76 5⁄5 ◉ ⏳ 86 43 N/A 88 83 85
3111
chrisribe
Provides AI assistants with persistent memory across sessions using local SQLit…
B 76 5⁄5 ◉ ⏳ 70 83 N/A 52 95 75
3112 B 76 5⁄4 ◉ ⏳ 94 43 N/A 51 95 92
3113
ropon
mcp-server-v2ex ⚡ Claim
B 76 5⁄4 ◉ ⏳ 80 62 N/A 42 95 91
3114
AgentX-ai
Mailchimp MCP Server ⚡ Claim 1
A Model Context Protocol server that provides read-only access to Mailchimp's M…
B 76 5⁄4 ◉ ⏳ 75 65 N/A 41 95 98
3115
aira-security
mcp-armor ⚡ Claim
MCP Armor continuously secures and monitors Model Context Protocol operations t…
B 76 4⁄4 ◉ ⏳ 65 N/A N/A 47 95 94
3116
umishra1504
Jenkins MCP Server ⚡ Claim
Enables comprehensive Jenkins automation through MCP interface, allowing users …
B 76 5⁄5 ◉ ⏳ 78 68 — 59 81 91
3117
Evilander
audrey ⚡ Claim
Local-first biological memory for coding agents: recall, consolidation, and pre…
B 76 4⁄4 ◉ ⏳ 62 N/A N/A 61 95 87
3118
pto-agi
PTO MCP Server Claim 1
Exposes PTOAi user context to Agent Builder by connecting to a Supabase databas…
B 76 6⁄6 ◉ ⏳ 84 66 90 30 80 95
3119
echelon-ai-labs
An implementation that enables Claude to connect to ServiceNow instances, retri…
B 76 5⁄5 ◉ ⏳ 92 61 — 56 77 88
3120
rohanrav
Screeny MCP Server ⚡ Claim
A privacy-first macOS MCP server that enables AI agents to capture screenshots …
B 76 5⁄4 ◉ ⏳ 72 65 N/A 44 95 100
3121
openpharma-org
Provides comprehensive pharmaceutical intelligence by integrating real-time ope…
B 76 5⁄5 ◉ ⏳ 96 53 — 55 80 90
3122
ynivin
Waveform MCP Server ⚡ Claim 1
Enables analysis of RTL waveform files (VCD, FST) through WAL (Waveform Analysi…
B 76 5⁄5 ◉ ⏳ 84 91 N/A 37 95 57
3123
MCPCat
webmcp-react ⚡ Claim
React hooks for exposing your app's functionality as WebMCP tools - transport-a…
B 76 5⁄4 ◉ ⏳ 67 61 N/A 59 95 100
3124
George5562
Enables natural language interaction with Jira for managing projects, issues, t…
B 76 5⁄5 ◉ ⏳ 96 63 — 30 81 97
3125 B 76 5⁄4 ◉ ⏳ 66 58 N/A 66 95 99
3126
freema
Firefox browser automation via WebDriver BiDi for testing, scraping, and browse…
B 76 5⁄4 ◉ ⏳ 90 26 N/A 86 92 92
3127
skydeckai
Enables interaction with Rememberizer.ai knowledge repositories to search, retr…
B 76 5⁄5 ◉ ⏳ 84 70 — 37 81 96
3128
r-pedraza
Enables comprehensive translation management through POEditor's API with projec…
B 76 5⁄5 ◉ ⏳ 72 68 — 55 81 100
3129
nnnkkk7
Bucketeer MCP Server ⚡ Claim 1
A Model Context Protocol server for managing Bucketeer feature flags, providing…
B 76 5⁄4 ◉ ⏳ 69 77 N/A 41 95 91
3130
damms005
DevDb MCP Server ⚡ Claim
DevDb MCP Server
B 76 5⁄4 ◉ ⏳ 62 68 N/A 62 95 94
3131
vedantparmar12
A comprehensive Model Context Protocol server that enables AI assistants to int…
B 76 5⁄5 ◉ ⏳ 84 71 — 39 81 94
3132
iExecBlockchainComputing
iExec MCP Server ⚡ Claim 1
An MCP server that enables AI agents to interact with the iExec protocol for co…
B 76 5⁄4 ◉ ⏳ 75 68 N/A 55 87 92
3133
nirholas
Binance MCP Server ⚡ Claim 1
Provides over 156 tools to interact with the Binance.com global exchange API fo…
B 76 5⁄5 ◉ ⏳ 76 72 — 63 78 87
3134
bnookala
MCP Cookie Server ⚡ Claim 1
A Model Context Protocol server that provides positive reinforcement for LLMs b…
B 76 5⁄4 ◉ ⏳ 75 68 N/A 41 95 96
3135
gitskyflux
Enables interactions with Google Cloud Tasks queues and tasks through natural l…
B 76 5⁄5 ◉ ⏳ 86 62 — 48 80 99
3136
tohachan
Bridges LLMs and diagram creation by providing intelligent format selection, fo…
B 76 5⁄5 ◉ ⏳ 76 62 — 71 81 90
3137
muah1987
AGI-MCP ⚡ Claim
An advanced MCP server implementing a cognitive architecture through the GOTCHA…
B 76 5⁄5 ◉ ⏳ 78 56 — 73 78 97
3138
designly1
MCPMem ⚡ Claim
Enables AI assistants to store and retrieve memories with semantic search capab…
B 76 5⁄5 ◉ ⏳ 94 51 — 44 81 100
3139
RemoteMCP
Remote-MCP ⚡ Claim
A type-safe solution that enables remote access to Model Context Protocol (MCP)…
B 76 5⁄5 ◉ ⏳ 94 58 — 44 81 94
3140
fl0w1nd
Grok Image MCP ⚡ Claim
MCP server for generating and editing images using xAI's Grok image model, supp…
B 76 5⁄4 ◉ ⏳ 68 75 — 56 88 90
3141
joohnnie
MCP Demo Server ⚡ Claim
A demonstration MCP server showcasing tools (calculator, file operations, weath…
B 76 5⁄5 ◉ ⏳ 84 91 N/A 51 95 44
3142
zzgael
Provides SQL access to the ANSES Ciqual French food composition database with n…
B 76 5⁄5 ◉ ⏳ 66 82 — 66 81 86
3143
jonaheaton
A Model Context Protocol desktop extension that allows Claude to query and inte…
B 76 5⁄4 ◉ ⏳ 84 67 N/A 24 95 97
3144
garl-protocol
mcp-server ⚡ Claim
18 trust tools for AI agents — verify, score, route, compare, and delegate with…
B 76 5⁄4 ◉ ⏳ 84 46 N/A 76 78 98
3145
henryxu21
STDF MCP Server ⚡ Claim
Enables LLMs to access, analyze, and extract information from STDF-V4 semicondu…
B 76 5⁄5 ◉ ⏳ 84 76 N/A 21 95 89
3146
f
Enables users to check weather conditions using Open-Meteo's free API with GitH…
B 76 5⁄4 ◉ ⏳ 78 67 N/A 31 95 100
3147
rjexile
Real-time sports card pricing, market analysis, arbitrage detection, grading RO…
B 76 4⁄4 ◉ ⏳ 72 — — 48 83 95
3148
neiltron
An MCP server that allows users to query and analyze their Apple Health data us…
B 76 5⁄4 ◉ ⏳ 79 60 N/A 48 95 92
3149
GoogleCloudPlatform
cloud-run-mcp ⚡ Claim
MCP server to deploy apps to Cloud Run
B 76 5⁄5 ◉ ⏳ 80 43 N/A 79 86 97
3150
skywinder
Enables AI assistants to search, validate, and edit OpenStreetMap data through …
B 76 5⁄5 ◉ ⏳ 66 68 — 66 81 100
Showing 3101–3150 of 69007 servers
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