MCP Server Quality Scores

Independent quality analysis of 69027 public MCP servers

69027
Discovered
→
33753
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 9 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
5251
GetSherlog
Sherlog MCP ⚡ Claim
Provides persistent IPython shell sessions per conversation with DataFrame-cent…
B 73 5⁄5 ◉ ⏳ 92 46 — 44 81 95
5252
gyanaranjans
Browser MCP ⚡ Claim
Enables AI applications to automate your existing browser using your logged-in …
B 73 5⁄4 ◉ ⏳ 68 58 N/A 37 95 99
5253
praveenc
mcp-docs-server Claim 1
Search and fetch MCP protocol documentation using BM25 search with weighted sco…
B 73 5⁄4 ◉ ⏳ 73 62 N/A 29 95 96
5254
kirill-markin
Weaviate MCP Server ⚡ Claim 1
A simple MCP server that facilitates website fetching through a configurable se…
B 73 5⁄5 ◉ ⏳ 94 31 — 60 82 98
5255
JojoSlice
Enables LLMs to automatically analyze project structures, detect technologies, …
B 73 5⁄4 ◉ ⏳ 84 53 N/A 25 95 96
5256
isdaniel
An MCP server that provides current and historical gold/precious metal prices (…
B 73 5⁄5 ◉ ⏳ 75 60 — 42 81 100
5257
ali-kamali
An MCP server that transforms codebases into intelligent, queryable knowledge b…
B 73 5⁄4 ◉ ⏳ 84 41 — 54 89 93
5258
ConechoAI
This is a Python-based MCP server that provides OpenAI `web_search` built-in to…
B 73 5⁄5 ◉ ⏳ 72 66 — 54 78 91
5259
PraveerT
Provides system monitoring and management capabilities for Claude CLI, allowing…
B 73 5⁄4 ◉ ⏳ 84 56 N/A 16 95 99
5260
AnEntrypoint
gm-exec ⚡ Claim
wanna develop an app ❓
B 73 5⁄4 ◉ ⏳ 80 36 N/A 64 90 98
5261
zazencodes
Unit Converter MCP ⚡ Claim
Provides precise conversions between different units of measurement including t…
B 73 5⁄4 ◉ ⏳ 60 57 N/A 58 95 98
5262
keeponfirst
Enables image generation using Gemini native models, supporting both single pro…
B 73 5⁄5 ◉ ⏳ 72 72 — 42 80 91
5263
Ansvar-Systems
ukrainian-law-mcp ⚡ Claim
Ukrainian legislation via MCP — full-text search across statutes and provisions
B 73 5⁄5 ◉ ⏳ 90 33 N/A 71 80 91
5264
weero-finance
KaiaFun MCP ⚡ Claim 1
An MCP server that enables token listing, trading, and interaction with the Kai…
B 73 5⁄5 ◉ ⏳ 75 62 — 55 77 95
5265
copus-io
copus ⚡ Claim 1
Search human-curated content recommendations from Copus - The Internet Treasure…
B 73 5⁄5 ◉ ⏳ 78 57 N/A 47 82 95
5266
PamithWelikala123
XAPIHub MCP Extension ⚡ Claim 1
Integrates XAPIHub API services with the Cursor IDE to enable user authenticati…
B 73 5⁄5 ◉ ⏳ 84 68 — 21 80 100
5267
qwang07
Duck Duck MCP ⚡ Claim 2
This MCP server utilizes DuckDuckGo for web searches, providing structured sear…
B 73 5⁄5 ◉ ⏳ 76 63 — 38 82 97
5268
cyberpapiii
imessage-max ⚡ Claim
AI-optimized MCP server for iMessage on macOS. Read, search, and send messages.
B 73 5⁄4 ◉ ⏳ 72 42 N/A 73 95 89
5269
seletz
MCP Odoo Shell ⚡ Claim
A bridge server that provides access to an Odoo shell environment, allowing exe…
B 73 5⁄5 ◉ ⏳ 60 82 — 41 81 94
5270
zabaglione
MCP Server for Unity ⚡ Claim 1
A Model Context Protocol server that enables Claude to interact directly with U…
B 73 5⁄5 ◉ ⏳ 75 75 N/A 67 95 48
5271
ycjcl868
A Model Context Protocol server that provides real-time CNN Fear & Greed Index …
B 73 5⁄4 ◉ ⏳ 67 60 N/A 48 92 96
5272
ResakaGit
mcp-memory-server ⚡ Claim
An advanced contextual memory server for agent orchestration providing chronolo…
B 73 5⁄5 ◉ ⏳ 66 75 — 40 82 94
5273
Ap3x
BinaryAnalysis-MCP ⚡ Claim 1
Enables analysis of binary files (PE, ELF, Mach-O, COFF) by providing tools to …
B 73 4⁄4 ◉ ⏳ 51 N/A N/A 51 95 95
5274
teeps-heisenberg
FastAPI MCP Server ⚡ Claim
Wraps FastAPI REST endpoints as MCP tools, enabling natural language interactio…
B 73 5⁄4 ◉ ⏳ 78 60 N/A 22 95 100
5275
sadiuysal
A lightweight MCP server that exposes Crawl4AI web scraping and crawling capabi…
B 73 5⁄4 ◉ ⏳ 78 60 — 48 90 85
5276
nickjlucker
greynoise ⚡ Claim 1
MCP server for GreyNoise API - Check if IPs are internet background noise or ta…
B 73 5⁄5 ◉ ⏳ 63 100 N/A 66 83 48
5277
sns45
better-call-claude ⚡ Claim 2
Voice Calls, SMS, and WhatsApp for Claude Code with cross-channel context shari…
B 73 5⁄4 ◉ ⏳ 90 61 N/A 47 67 95
5278
spartanui-wow
wow-api-mcp ⚡ Claim 1
MCP server that exposes structured World of Warcraft API data (functions, depre…
B 73 5⁄4 ◉ ⏳ 63 56 N/A 47 95 100
5279
0x-hewm
Provides browser automation, AI-powered analysis, visual processing, web scrapi…
B 73 5⁄4 ◉ ⏳ 72 63 N/A 32 95 92
5280
masseater
Enables AI models to manage n8n workflow automation through a standardized inte…
B 73 5⁄5 ◉ ⏳ 78 68 — 55 81 75
5281
SanketSKasar
Enables comprehensive HubSpot CRM integration through the Model Context Protoco…
B 73 5⁄5 ◉ ⏳ 90 43 — 55 81 93
5282
joadataarg
MIST.cash MCP Server ⚡ Claim 1
Enables AI agents to interact with MIST.cash privacy-preserving payment protoco…
B 73 5⁄5 ◉ ⏳ 90 62 — 25 82 90
5283
JoshuaRileyDev
Supabase MCP Server ⚡ Claim 2
A Model Context Protocol (MCP) server that provides programmatic access to the …
B 73 5⁄5 ◉ ⏳ 80 70 — 23 78 99
5284
Nwabukin
Transforms basic interface ideas into comprehensive, professional-grade UI/UX d…
B 73 5⁄5 ◉ ⏳ 78 100 N/A 32 92 43
5285
cvanputt
A boilerplate TypeScript MCP server with Express.js designed for AWS AppRunner …
B 73 5⁄5 ◉ ⏳ 78 66 — 27 81 100
5286
cruz-andr
otel-server Claim 2
MCP server for Docker container inspection and OpenTelemetry trace querying via…
B 73 6⁄6 ◉ ⏳ 85 80 31 69 81 96
5287
shanewwarren
MCP Zoom Recordings ⚡ Claim 1
Enables users to list and manage Zoom cloud recordings through the Model Contex…
B 73 5⁄5 ◉ ⏳ 78 71 — 27 82 93
5288
samwang0723
MCP Atlassian ⚡ Claim 1
An MCP server that enables AI agents to interact with Atlassian products (Confl…
B 73 5⁄5 ◉ ⏳ 65 71 — 70 78 83
5289
ferdousbhai
tasty-agent ⚡ Claim
Tastyworks API integration to handle trading activities on Tastytrade
B 73 5⁄5 ◉ ⏳ 54 72 — 69 76 98
5290
flytohub
flyto-core ⚡ Claim
Deterministic execution engine for AI agents with 412 modules across 78 categor…
B 73 5⁄4 ◉ ⏳ 60 38 N/A 92 88 100
5291
emzimmer
WordPress MCP Server ⚡ Claim 2
Enables AI assistants to interact with WordPress sites through the WordPress RE…
B 73 5⁄5 ◉ ⏳ 84 67 — 39 76 90
5292
Machine-To-Machine
This project implements a Model Context Protocol (MCP) server providing Formula…
B 73 5⁄5 ◉ ⏳ 84 91 — 62 81 38
5293
ckz
Provides access to Urban Institute's Education Data API through Claude, enablin…
B 73 5⁄5 ◉ ⏳ 84 61 — 38 82 88
5294
AnuwatThisuka
CMMS MCP Server ⚡ Claim
Integrates with MES, CMMS, and IoT systems to manage manufacturing operations, …
B 73 5⁄5 ◉ ⏳ 94 91 — 45 81 39
5295
sawyer-shi
Generates beautiful mind map images from Markdown text with multiple layout opt…
B 73 5⁄5 ◉ ⏳ 96 56 — 25 81 91
5296
benhancock
Enables LLMs to interact with Things 3 task manager on macOS via AppleScript, a…
B 73 5⁄5 ◉ ⏳ 78 100 N/A 27 95 45
5297
hyun1202
Talk to Figma MCP ⚡ Claim 1
An MCP server that enables AI assistants to interact with Figma designs for tas…
B 73 5⁄4 ◉ ⏳ 63 68 N/A 39 90 98
5298
uvidswqkscr89
Enables AI agents to interact with the Leiga project management platform. Suppo…
B 73 5⁄5 ◉ ⏳ 72 71 — 39 81 97
5299
Jacck
MCP-ORTools integrates Google's OR-Tools constraint programming solver with Lar…
B 73 5⁄4 ◉ ⏳ 96 51 N/A 32 80 93
5300
j-shelfwood
Enables AI assistants to query and analyze errors from Bugsink self-hosted erro…
B 73 5⁄5 ◉ ⏳ 72 66 — 42 80 100
Showing 5251–5300 of 69027 servers
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