MCP Server Quality Scores

Independent quality analysis of 69007 public MCP servers

69007
Discovered
→
33753
Scored
→
2112
Verified
→
16953
Complete

Last updated 40 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
4301
thypon
Enables semantic search through markdown documentation in code repositories usi…
B 75 5⁄4 ◉ ⏳ 90 60 N/A 21 95 94
4302
Vvkmnn
An MCP server that enables inter-Claude communication and context sharing for s…
B 75 5⁄4 ◉ ⏳ 75 53 N/A 58 95 91
4303
stadiamaps
A MCP server for Stadia Maps' Location APIs - Lookup addresses, places with geo…
B 75 5⁄5 ◉ ⏳ 71 72 — 51 81 99
4304
yeakub108
A Cursor-compatible toolkit that provides intelligent coding assistance through…
B 75 5⁄4 ◉ ⏳ 80 61 N/A 40 95 90
4305
antoBrugnot
QR Code MCP Server ⚡ Claim
Enables generation of QR codes from text or URLs in multiple formats (DataURL, …
B 75 5⁄5 ◉ ⏳ 68 65 — 64 81 100
4306
dhippley
Enables interaction with Azure DevOps through Cursor chat, providing tools to m…
B 75 5⁄5 ◉ ⏳ 84 76 — 19 81 98
4307
securecoders
opengraph-io-mcp ⚡ Claim 2
OpenGraph.io API integration for extracting OG metadata, taking screenshots, sc…
B 75 5⁄5 ◉ ⏳ 77 82 — 67 95 45
4308
jgordini
Provides AI assistants with access to University of Alabama at Birmingham's Res…
B 75 5⁄5 ◉ ⏳ 72 71 — 50 81 97
4309
shaleen-wonder-ent
Simple MCP Server ⚡ Claim
A demonstration server implementing the Model Context Protocol (MCP) that provi…
B 75 5⁄4 ◉ ⏳ 84 60 N/A 25 95 98
4310
avac22
Tavily MCP Server ⚡ Claim
Provides AI assistants with real-time web search, intelligent data extraction f…
B 75 5⁄5 ◉ ⏳ 84 71 — 42 81 86
4311
a-bonus
A Model Context Protocol server that enables AI assistants like Claude to read …
B 75 5⁄5 ◉ ⏳ 79 41 — 81 81 99
4312
bjulius
Logs LLM interactions to local CSV or Markdown files with automatic categorizat…
B 75 5⁄5 ◉ ⏳ 90 100 N/A 24 95 44
4313
kdqed
zaturn ⚡ Claim
Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the …
B 75 5⁄4 ◉ ⏳ 64 65 N/A 54 90 100
4314
timohaa
Simple Jira MCP ⚡ Claim
Provides Jira Cloud integration for AI agents, enabling them to search issues w…
B 75 5⁄5 ◉ ⏳ 84 55 — 52 81 97
4315
wb1016
Provides tools to search, download, and manage satellite imagery from all Coper…
B 75 5⁄5 ◉ ⏳ 82 67 — 62 74 87
4316
anyrxo
Proton Drive MCP ⚡ Claim 2
A Model Context Protocol server that enables AI assistants to interact with Pro…
B 75 5⁄4 ◉ ⏳ 73 62 N/A 46 90 100
4317
aaronfeingold
A persistent memory layer for Claude Code that maintains project information, t…
B 75 5⁄4 ◉ ⏳ 78 58 N/A 44 95 96
4318
projectservan8n
Twilio MCP Server ⚡ Claim
Enables AI assistants to interact with all Twilio APIs through the Model Contex…
B 75 5⁄5 ◉ ⏳ 78 65 — 54 81 91
4319 B 75 5⁄4 ◉ ⏳ 94 43 N/A 51 87 95
4320
pickstar-2002
Enables automated grading of student homework images using Qwen3-VL multimodal …
B 75 5⁄5 ◉ ⏳ 80 72 — 47 81 88
4321
cogell
Mural MCP Server ⚡ Claim
Enables AI assistants to interact with Mural visual collaboration workspaces th…
B 75 5⁄5 ◉ ⏳ 78 68 — 46 80 99
4322
niondigital
MoCo MCP Server ⚡ Claim
Provides a Model Context Protocol interface to MoCo time tracking and project m…
B 75 5⁄5 ◉ ⏳ 78 83 — 43 81 78
4323
neriousy
Gemini MCP Server ⚡ Claim
Integrates Google's Gemini AI with Claude Code to provide advanced development …
B 75 5⁄5 ◉ ⏳ 80 60 — 62 82 87
4324
asif-reh
A complete fullstack application that demonstrates Model Context Protocol integ…
B 75 5⁄4 ◉ ⏳ 78 67 N/A 21 95 100
4325
erichung9060
android-mobile-mcp ⚡ Claim
B 75 5⁄5 ◉ ⏳ 60 82 N/A 38 90 98
4326
arkapravasinha
Groww MCP Claim
Enable seamless integration of Groww platform data and tools with language mode…
B 75 5⁄4 ◉ ⏳ 72 75 N/A 25 95 99
4327
lennyzeltser
Turns any static website into an MCP-searchable knowledge base by deploying a C…
B 75 5⁄5 ◉ ⏳ 76 63 — 54 81 99
4328
hanweg
mcp-tool-builder ⚡ Claim 1
MCP server that builds itself by creating new tools as needed based on user req…
B 75 5⁄4 ◉ ⏳ 96 42 N/A 40 95 91
4329
crewhaus
validation ⚡ Claim 1
AI startup idea validation by a specialized 9-agent crew.
B 75 5⁄5 ◉ ⏳ 90 91 N/A 32 95 50
4330
CaullenOmdahl
Provides comprehensive documentation search for Next.js 15+ and Tailwind CSS 3+…
B 75 5⁄5 ◉ ⏳ 90 67 — 26 81 97
4331
dbarks
GAM MCP Server ⚡ Claim 1
Enables Google Workspace administration through the GAM CLI, allowing Claude to…
B 75 5⁄4 ◉ ⏳ 78 72 N/A 25 90 97
4332
EmreKb
Enables AI assistants to perform real-time domain name availability checks and …
B 75 5⁄5 ◉ ⏳ 96 65 — 21 81 94
4333
SeeYangZhi
heroicons-mcp ⚡ Claim
heroicons-mcp
B 75 5⁄5 ◉ ⏳ 70 70 — 54 83 93
4334
jonpojonpo
ComfyUI MCP Server ⚡ Claim 1
A server for connecting to a local ComfyUI instance that enables storing and su…
B 75 5⁄4 ◉ ⏳ 86 53 N/A 35 95 94
4335
TenBarrel6
TestRail MCP Server ⚡ Claim 2
Enables AI assistants to interact directly with TestRail instances for managing…
B 75 5⁄5 ◉ ⏳ 90 75 — 47 83 69
4336
aaronsb
Provides 10 structured reasoning strategies (Chain of Thought, ReAct, Tree of T…
B 75 5⁄5 ◉ ⏳ 94 82 — 33 81 66
4337
celeryhq
Simplified MCP Server ⚡ Claim 1
A Model Context Protocol server that enables LLMs like Claude and Cursor to man…
B 75 5⁄5 ◉ ⏳ 77 68 — 59 81 87
4338
klara-research
MCP Log Reader ⚡ Claim 1
A specialized MCP server that helps analyze and debug Model Context Protocol lo…
B 75 5⁄4 ◉ ⏳ 84 60 N/A 44 90 91
4339
antonioevans
Railway MCP Server ⚡ Claim 1
Enables management of Railway.app infrastructure through natural language, incl…
B 75 5⁄5 ◉ ⏳ 78 100 — 53 81 50
4340
HelloGGX
Shadcn-vue MCP Server is a powerful AI-driven tool that helps developers instan…
B 75 5⁄5 ◉ ⏳ 84 58 — 53 81 94
4341
jgarciaga
Enables interaction with Overseerr API to manage movie and TV show requests, al…
B 75 5⁄5 ◉ ⏳ 84 63 — 38 81 98
4342
birdwell
Enables access to RuneScape 3 data including real-time Grand Exchange prices, i…
B 75 5⁄5 ◉ ⏳ 84 58 — 46 82 98
4343
JLKmach
Enables Claude to interact with ServiceNow instances through comprehensive API …
B 75 5⁄5 ◉ ⏳ 84 62 — 49 81 93
4344
mohammadnajeeb
MCP server that interfaces with the NCBI Entrez API to fetch detailed informati…
B 75 5⁄5 ◉ ⏳ 84 68 — 37 81 93
4345
darronz
Enables retrieval of electricity and gas consumption data from Octopus Energy a…
B 75 5⁄5 ◉ ⏳ 84 71 — 35 83 92
4346
leafeye
lunchmoney-mcp ⚡ Claim 1
An MCP server that lets AI assistants interact with your Lunchmoney data, enabl…
B 75 5⁄4 ◉ ⏳ 69 67 N/A 45 95 92
4347
ofershap
Search, extract sections, list headings, and find code blocks across markdown f…
B 75 5⁄4 ◉ ⏳ 70 53 N/A 55 95 99
4348
ericsegovia
A basic serverless MCP server example running on Netlify Functions using Expres…
B 75 6⁄6 ◉ ⏳ 78 75 85 21 81 95
4349
divyeshradadiya
Serpex MCP ⚡ Claim
Enables multi-engine web search capabilities across Google, Bing, DuckDuckGo, B…
B 75 5⁄5 ◉ ⏳ 78 68 — 49 81 96
4350
DrunkOnJava
A basic example of developing and running serverless Model Context Protocol (MC…
B 75 6⁄6 ◉ ⏳ 78 75 85 21 81 93
Showing 4301–4350 of 69007 servers
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