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
3151
zzgael
Provides SQL access to the ANSES Ciqual French food composition database with n…
B 76 5⁄5 ◉ ⏳ 66 82 — 66 81 86
3152
openpharma-org
Provides comprehensive pharmaceutical intelligence by integrating real-time ope…
B 76 5⁄5 ◉ ⏳ 96 53 — 55 80 90
3153
captjt
godoc-mcp ⚡ Claim
Provides real-time access to Go package documentation, function signatures, and…
B 76 5⁄5 ◉ ⏳ 86 61 — 44 81 100
3154
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
3155
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
3156
GoogleCloudPlatform
cloud-run-mcp ⚡ Claim
MCP server to deploy apps to Cloud Run
B 76 5⁄5 ◉ ⏳ 80 43 N/A 79 86 97
3157
LucasHild
BigQuery database integration with schema inspection and query capabilities
B 76 5⁄5 ◉ ⏳ 75 68 — 57 81 99
3158
Tairon-ai
Provides a comprehensive robotics information hub with details on frameworks li…
B 76 5⁄4 ◉ ⏳ 80 58 N/A 47 92 97
3159
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
3160
rog0x
config ⚡ Claim
JSON, YAML, TOML, INI config tools for AI agents
B 76 4⁄4 ◉ ⏳ 72 N/A N/A 40 95 90
3161
nicofains1
AgentWatch ⚡ Claim
Multi-agent observability: cascade failure detection, heartbeats, and forensic …
B 76 5⁄4 ◉ ⏳ 66 72 N/A 52 92 97
3162
tommertron
Enables interaction with Anybox bookmark manager on macOS, allowing users to se…
B 76 5⁄4 ◉ ⏳ 90 67 N/A 19 90 96
3163
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
3164
vedantparmar12
A comprehensive Model Context Protocol server that enables AI assistants to int…
B 76 5⁄5 ◉ ⏳ 84 71 — 39 81 94
3165
alamkanak
A FastAPI library that provides Model Context Protocol tools for endpoint intro…
B 76 5⁄5 ◉ ⏳ 90 38 — 74 82 98
3166
Logos-Parthenos-AI
MCP-LinkedIn ⚡ Claim
Dynamic tools to automate tasks on LinkedIn website.
B 76 5⁄5 ◉ ⏳ 88 63 — 45 81 96
3167 B 76 5⁄4 ◉ ⏳ 94 43 N/A 51 95 92
3168
oregpt
Enables comprehensive interaction with Google Docs and Google Drive through AI …
B 76 5⁄4 ◉ ⏳ 66 73 N/A 47 95 94
3169
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
3170
skydeckai
Enables interaction with Rememberizer.ai knowledge repositories to search, retr…
B 76 5⁄5 ◉ ⏳ 84 70 — 37 81 96
3171
jcdickinson
simplemem Claim
A simple memory tool for coding agents using DuckDB and VoyageAI.
B 76 5⁄5 ◉ ⏳ 86 58 — 61 82 92
3172
zerodustxyz
zerodust Claim
Sweep native gas tokens to exactly zero across 25+ EVM chains via AI agents.
B 76 5⁄4 ◉ ⏳ 78 71 N/A 41 83 100
3173
AccelByte
AGS API Claim
Stateless MCP server for AccelByte Gaming Services APIs with OpenAPI integration
B 76 5⁄5 ◉ ⏳ 96 42 — 67 76 96
3174
chrisgreenx-ctrl
Jules MCP Server ⚡ Claim
Enables AI assistants to interact with Google's Jules coding agent API for auto…
B 76 5⁄5 ◉ ⏳ 86 76 — 35 81 92
3175
karanb192
HN-MCP ⚡ Claim 1
Enables browsing Hacker News, searching discussions, analyzing users, and track…
B 76 5⁄5 ◉ ⏳ 82 100 — 55 81 52
3176
takiguchi-yu
Enables AI assistants to control Google Workspace services (Slides, Sheets, Dri…
B 76 5⁄4 ◉ ⏳ 65 71 — 51 92 100
3177
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
3178
iwanghc
Google Search Tool ⚡ Claim
Enables AI assistants to perform real-time Google searches with anti-bot protec…
B 76 5⁄5 ◉ ⏳ 94 75 — 34 81 82
3179
muah1987
AGI-MCP ⚡ Claim
An advanced MCP server implementing a cognitive architecture through the GOTCHA…
B 76 5⁄5 ◉ ⏳ 78 56 — 73 78 97
3180
manusa
Model Context Protocol (MCP) server for container runtimes (Podman and Docker)
B 76 5⁄4 ◉ ⏳ 84 25 N/A 81 95 100
3181
mimen
Provides read-only access to local Beeper message history on macOS, enabling us…
B 76 5⁄4 ◉ ⏳ 94 58 N/A 16 95 100
3182
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
3183
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
3184
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
3185
mercadolibre
Mercado Pago's Official MCP Server offers tools so that developers can easily i…
B 76 5⁄5 ◉ ⏳ 84 71 — 41 80 94
3186
filipkrayem
Enables AI agents to consult with multiple AI models (GPT, Gemini, Grok, etc.) …
B 76 5⁄5 ◉ ⏳ 90 71 — 28 81 95
3187
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
3188
damms005
DevDb MCP Server ⚡ Claim
DevDb MCP Server
B 76 5⁄4 ◉ ⏳ 62 68 N/A 62 95 94
3189
Blazemeter
Enables AI agents to manage performance testing workflows on BlazeMeter's cloud…
B 76 5⁄4 ◉ ⏳ 90 40 — 72 95 81
3190
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
3191
Amana03
Multi-mode MCP server supporting both Claude Desktop (STDIO) and OpenAI (HTTP/S…
B 76 5⁄5 ◉ ⏳ 86 68 — 36 80 100
3192
nunolima
Searchable access to GitLab documentation from multiple repositories with full-…
B 76 5⁄5 ◉ ⏳ 62 82 N/A 45 95 92
3193
skywinder
Enables AI assistants to search, validate, and edit OpenStreetMap data through …
B 76 5⁄5 ◉ ⏳ 66 68 — 66 81 100
3194
echelon-ai-labs
An implementation that enables Claude to connect to ServiceNow instances, retri…
B 76 5⁄5 ◉ ⏳ 92 61 — 56 77 88
3195
jagan-shanmugam
A Model Context Protocol (MCP) server for accessing the Climatiq API to calcula…
B 76 5⁄4 ◉ ⏳ 100 45 N/A 43 90 91
3196
brneto
Fabric MCP Server ⚡ Claim
Provides access to Daniel Miessler's Fabric AI prompts (patterns and strategies…
B 76 5⁄5 ◉ ⏳ 90 58 — 45 81 98
3197
ampcome-mcps
Connects agents to Elasticsearch data using the Model Context Protocol, allowin…
B 76 5⁄4 ◉ ⏳ 66 70 N/A 48 95 95
3198
NvkAnirudh
A Model Context Protocol (MCP) server that automates generating LinkedIn post d…
B 76 5⁄5 ◉ ⏳ 72 73 — 56 78 99
3199
ousepachn
Provides read-only access to Beehiiv newsletter analytics data including public…
B 76 5⁄5 ◉ ⏳ 78 68 — 48 81 100
3200
shinpr
mcp-image ⚡ Claim
MCP server for AI image generation and editing with automatic prompt optimizati…
B 76 5⁄5 ◉ ⏳ 96 75 N/A 75 83 41
Showing 3151–3200 of 69007 servers
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