MCP Server Quality Scores

Independent quality analysis of 69052 public MCP servers

69052
Discovered
→
33772
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 48 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7301
vivek1612
A Model Context Protocol server that enables LLMs to interact directly with Mon…
B 70 5⁄5 ◉ ⏳ 75 56 — 42 81 89
7302
nojiritakeshi
Enables Claude to translate, search, and manage Obsidian notes directly through…
B 70 5⁄4 ◉ ⏳ 72 58 N/A 21 95 93
7303
manolaz
A Model Context Protocol server that enables AI models to interact with the Sol…
B 70 5⁄5 ◉ ⏳ 59 71 — 43 81 90
7304
RuoJi6
An MCP server that enables AI models to query FOFA, 360 Quake, and Hunter cyber…
B 70 5⁄5 ◉ ⏳ 63 68 — 52 80 86
7305
genieincodebottle
rag-app-on-aws ⚡ Claim
Build and deploy a full-stack RAG app on AWS with Terraform, using free tier Ge…
B 70 5⁄4 ◉ ⏳ 70 46 N/A 47 89 94
7306
yhvh-chen
Nornir MCP Server ⚡ Claim
A FastMCP server that provides network automation tools by exposing Nornir and …
B 70 5⁄5 ◉ ⏳ 54 73 — 45 81 94
7307
chick-p
Enables searching for any text within a specified Algolia index through an MCP-…
B 70 5⁄5 ◉ ⏳ 76 52 — 45 81 91
7308
aleksvin8888
Provides AI assistants with direct access to self-hosted Docmost documentation …
B 70 5⁄5 ◉ ⏳ 78 47 — 40 82 100
7309
achautha
An interactive tool for visualizing and managing budget allocations across busi…
B 70 5⁄5 ◉ ⏳ 68 67 — 30 84 94
7310
druce
A Python-based FastMCP server that provides financial tools for securities anal…
B 70 5⁄5 ◉ ⏳ 86 48 — 25 81 100
7311
LeomaiaJr
WOL MCP Server ⚡ Claim
Provides read-only access to the Watchtower Online Library (WOL) with advanced …
B 70 5⁄5 ◉ ⏳ 76 51 — 53 82 84
7312
dongwoosuk
Outlook MCP ⚡ Claim
Enables semantic search and AI-powered analysis of Outlook emails using RAG-bas…
B 70 5⁄4 ◉ ⏳ 88 27 N/A 45 95 92
7313
noeltg77
An MCP server that enables image generation using Replicate's Flux 1.1 Pro mode…
B 70 5⁄5 ◉ ⏳ 69 71 — 24 81 94
7314
MetriLLM
metrillm ⚡ Claim
Benchmark local LLM models — speed, quality & hardware fitness verdict from any…
B 70 6⁄4 ◉ ⏳ 90 61 0 83 95 100
7315
Jktfe
serveMyAPI Claim
A personal MCP (Model Context Protocol) server for securely storing and accessi…
B 70 5⁄4 ◉ ⏳ 60 60 N/A 34 89 100
7316
dearlordylord
huly-mcp ⚡ Claim 2
MCP server for Huly project management. Query issues, create and update tasks, …
B 70 5⁄4 ◉ ⏳ 57 56 — 65 83 92
7317
TeslaLord
Enables interaction with GitLab repositories through natural language, supporti…
B 70 5⁄5 ◉ ⏳ 92 43 — 19 81 99
7318
michaeljiangmingfeng-debug
quanttogo-mcp-servers ⚡ Claim 1
MCP servers for quantitative trading: live trading signals, market data, NAV hi…
B 70 5⁄5 ◉ ⏳ 72 100 — 49 81 38
7319
LiamCioci
WordPress MCP Server ⚡ Claim 2
Enables AI assistants to interact with WordPress sites through the REST API. Su…
B 70 5⁄5 ◉ ⏳ 84 60 — 34 76 88
7320
orellazri
coda-mcp ⚡ Claim 1
MCP server for [Coda](https://coda.io/)
B 70 5⁄5 ◉ ⏳ 39 72 — 73 80 93
7321
clockworked247
Enables searching for flights (one-way, round-trip, multi-city) and hotels usin…
B 70 5⁄5 ◉ ⏳ 88 66 — 20 81 77
7322
FabrWill
GraphQL MCP Server ⚡ Claim 1
A Model Context Protocol server for executing GraphQL queries, allowing AI mode…
B 70 5⁄5 ◉ ⏳ 57 70 — 43 81 95
7323
drapon
A toolkit for managing Claude desktop app extension configurations, enabling fe…
B 70 5⁄5 ◉ ⏳ 72 76 — 42 80 73
7324
bbajor
Exposes Cursor IDE's MCP tools (codebase search, file operations) as an HTTP AP…
B 70 5⁄5 ◉ ⏳ 90 83 — 39 81 41
7325
flagify-com
Integrates Security Orchestration, Automation and Response (SOAR) platform capa…
B 70 5⁄5 ◉ ⏳ 90 40 — 50 81 85
7326
RWAValueRouter
A Model Context Protocol server that enables AI agents to bridge USDC across mu…
B 70 5⁄4 ◉ ⏳ 63 62 N/A 24 95 98
7327
kennic
Provides AI-powered assistance for iOS developers using FrameLayoutKit, enablin…
B 70 5⁄4 ◉ ⏳ 78 47 N/A 42 90 88
7328
JamesANZ
memory-mcp ⚡ Claim 1
An MCP server that stores and retrieves memories from multiple LLMs using Mongo…
B 70 5⁄4 ◉ ⏳ 55 58 N/A 52 92 92
7329
isshiki-dev
KB-MCP Server ⚡ Claim
A local-first knowledge base server that enables AI clients to store, retrieve,…
B 70 5⁄4 ◉ ⏳ 70 53 N/A 28 90 99
7330
leolech14
YTPipe Claim
Transforms YouTube videos into LLM-ready knowledge bases through transcription,…
B 70 5⁄5 ◉ ⏳ 66 62 — 50 82 90
7331
AnisurRahman06046
Enables e-commerce shop owners to query their business data using natural langu…
B 70 5⁄5 ◉ ⏳ 72 71 N/A 24 80 90
7332
roshunsunder
filesift ⚡ Claim
Local file search for AI agents — semantic + keyword indexing over your codebas…
B 70 5⁄4 ◉ ⏳ 78 30 N/A 47 95 95
7333
gmoneyn
mcp-creator ⚡ Claim
A tool that enables AI assistants to conversationally scaffold, build, and publ…
B 70 5⁄4 ◉ ⏳ 88 41 N/A 27 90 94
7334
dvillegastech
Flutter MCP Service ⚡ Claim 1
Provides advanced Flutter development tools via Model Context Protocol with fea…
B 70 5⁄5 ◉ ⏳ 84 57 — 25 80 91
7335
sugarforever
amap-mcp-server ⚡ Claim
高德地图MCP Server,支持stdio, sse和streamable-http
B 70 5⁄5 ◉ ⏳ 62 41 N/A 79 82 94
7336
leonskenidy
Provide seamless access to Omi conversations and memories through a standardize…
B 70 5⁄4 ◉ ⏳ 66 70 N/A 24 87 91
7337
SajinMohamedPe
This MCP server integrates with Azure AI Foundry's Claude deployment to provide…
B 70 5⁄5 ◉ ⏳ 72 61 — 25 81 100
7338
atriumn
tokencost-dev ⚡ Claim
LLM pricing oracle — model lookup, cost estimation, and comparison via LiteLLM
B 70 5⁄5 ◉ ⏳ 90 0 N/A 89 81 99
7339
windsornguyen
Enables web searching and local business discovery through the Brave Search API…
B 70 5⁄5 ◉ ⏳ 90 58 — 21 81 86
7340
Long0308
Provides access to Vietnamese stock market data and APIs from VNDirect, FireAnt…
B 70 5⁄4 ◉ ⏳ 72 58 N/A 22 95 94
7341
lastkimi
XHS-MCP ⚡ Claim 1
Enables content creators to manage, analyze, and publish Xiaohongshu (Little Re…
B 70 5⁄4 ◉ ⏳ 72 46 N/A 45 90 93
7342
Forge-Space
ui-mcp ⚡ Claim
Forge Space MCP server for UI and backend generation via stdio transport.
B 70 5⁄4 ◉ ⏳ 64 25 N/A 90 92 89
7343
ThomAub
ClickHouse MCP Server ⚡ Claim 2
A Model Context Protocol server that enables Large Language Models to seamlessl…
B 70 5⁄5 ◉ ⏳ 71 56 — 38 80 100
7344
samay58
Time MCP ⚡ Claim 1
A Claude Model Configuration Protocol (MCP) server that provides real-time time…
B 70 5⁄4 ◉ ⏳ 66 58 N/A 20 94 100
7345
robobobby
Provides access to the Finnish company registry (PRH/YTJ) to search for busines…
B 70 5⁄5 ◉ ⏳ 72 100 — 30 81 50
7346
recursivesquircle
Enables AI agents to manage a file-backed ticketing system directly within a lo…
B 70 5⁄4 ◉ ⏳ 78 57 N/A 30 89 85
7347
PlayAINetwork
Provides access to AI-related crypto and Web3 news through the ChainGPT AI News…
B 70 5⁄5 ◉ ⏳ 60 71 — 44 82 91
7348
wenxint
OCR MCP Server ⚡ Claim 1
A Tesseract.js-based server that enables image-to-text recognition within MCP-c…
B 70 5⁄4 ◉ ⏳ 72 56 N/A 27 92 94
7349
coinselor
MCP Server Starter ⚡ Claim 1
A production-ready template for building Model Context Protocol servers in Type…
B 70 5⁄4 ◉ ⏳ 72 62 N/A 38 95 74
7350
Datai-Network
Datai MCP Server ⚡ Claim 1
Enables AI agents to retrieve real-time data on wallet DeFi positions, token ba…
B 70 5⁄5 ◉ ⏳ 80 100 — 27 82 41
Showing 7301–7350 of 69052 servers
« Prev 1 … 145 146 147 148 149 … 1382 Next »