MCP Server Quality Scores

Independent quality analysis of 68965 public MCP servers

68965
Discovered
→
33703
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 32 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3001
collapseindex
ci1t-mcp ⚡ Claim 1
CI-1T prediction stability engine. Detect ghosts, evaluate drift, monitor fleet…
B 77 5⁄5 ◉ ⏳ 60 100 N/A 48 83 87
3002
miroslawfranek
Provides access to Open-E JovianDSS REST API documentation for intelligent sear…
B 77 5⁄5 ◉ ⏳ 90 57 — 61 81 92
3003
back1ply
agent-skill-loader ⚡ Claim
Dynamically load Claude Code skills into AI agents without copying files. Disco…
B 77 5⁄4 ◉ ⏳ 66 60 N/A 67 95 98
3004
saturnino-adrales
Provides read-only access to Google Sheets data through OAuth 2.0 authenticatio…
B 77 5⁄5 ◉ ⏳ 78 75 — 51 81 93
3005
PeWu
Integrates with the WikiTree API to provide tools for exploring genealogical da…
B 77 5⁄4 ◉ ⏳ 78 68 N/A 50 87 97
3006
mozicim
A secure Node.js execution environment that allows coding agents and LLMs to ru…
B 77 5⁄5 ◉ ⏳ 96 71 — 31 81 91
3007
grossiweb
toolroute Claim 1
Route AI agent tasks to the best MCP server and LLM, scored on 132+ real benchm…
B 77 5⁄4 ◉ ⏳ 71 68 N/A 49 95 97
3008
romcdonald9976
AI fantasy sports & entertainment intelligence. 75 tools across 10 sports + TV/…
B 77 6⁄6 ◉ ⏳ 72 80 95 31 81 88
3009
f
Search and retrieve AI prompts from prompts.chat, the social platform for AI pr…
B 77 6⁄6 ◉ ⏳ 78 84 92 34 69 92
3010
GongRzhe
Server for Google Calendar integration in Cluade Desktop with auto authenticati…
B 77 5⁄5 ◉ ⏳ 82 73 — 42 80 98
3011
bighippoman
intercept-mcp ⚡ Claim 1
Multi-tier fallback chain for fetching web content as clean markdown. Handles t…
B 77 5⁄5 ◉ ⏳ 78 100 N/A 56 83 59
3012
driosalido
Karma MCP Server ⚡ Claim
Enables Claude to interact with Karma Alert dashboard to monitor and analyze Ku…
B 77 5⁄5 ◉ ⏳ 84 58 — 57 82 99
3013
u3588064
A MCP server that helps determine if two sets of data belong to the same entity…
B 77 5⁄4 ◉ ⏳ 81 68 N/A 41 95 91
3014
atharvagupta2003
Integrates with Lemon Squeezy to manage subscriptions, checkouts, products, ord…
B 77 5⁄5 ◉ ⏳ 84 67 — 45 81 99
3015
Cyreslab-AI
Satellite Tracking MCP Server
B 77 5⁄5 ◉ ⏳ 84 75 — 40 81 95
3016
ZenRows
zenrows-mcp ⚡ Claim
ZenRows MCP server — Universal Scraper API for AI coding assistants
B 77 5⁄4 ◉ ⏳ 80 73 N/A 55 81 91
3017
Augmented-Nature
PDB-MCP-Server ⚡ Claim 1
A Model Context Protocol (MCP) server that provides access to the Protein Data …
B 77 5⁄5 ◉ ⏳ 100 61 N/A 34 82 94
3018
satyamkumar420
YT-NINJA ⚡ Claim
Enables AI-powered YouTube video analysis including transcript management, vide…
B 77 5⁄5 ◉ ⏳ 94 65 — 30 81 100
3019
timothywarner-org
prompt-pro Claim
Master AI prompting for business innovation. O'Reilly Live Learning course by T…
B 77 5⁄4 ◉ ⏳ 78 45 N/A 69 95 99
3020
meyannis
ClaudePost ⚡ Claim
Enables seamless email management through natural language conversations with C…
B 77 5⁄4 ◉ ⏳ 84 60 N/A 46 95 93
3021
aafsar
Enables AI assistants to manage tasks through a comprehensive interface with 8 …
B 77 5⁄5 ◉ ⏳ 94 65 — 28 82 100
3022
PromptishOperations
Revenue Engine MCP ⚡ Claim
Connects Claude AI to Google Sheets, Gmail, and Calendar for comprehensive reve…
B 77 5⁄5 ◉ ⏳ 84 82 N/A 26 95 80
3023
rossshannon
Weekly Weather MCP server which returns 7 full days of detailed weather forecas…
B 77 5⁄5 ◉ ⏳ 84 68 — 56 83 89
3024
hamid-vakilzadeh
Enables comprehensive academic research through the Semantic Scholar API, inclu…
B 77 5⁄5 ◉ ⏳ 92 72 — 27 81 100
3025
spectra-g
engram Claim
MCP adapter for Engram - organizational memory for AI agents
B 77 5⁄4 ◉ ⏳ 78 61 N/A 60 94 90
3026
aikts
yandex-tracker-mcp ⚡ Claim 1
MCP Server for Yandex Tracker. Provides tools for searching and retrieving info…
B 77 5⁄5 ◉ ⏳ 65 67 — 76 80 100
3027
ember-tooling
Ember MCP Server ⚡ Claim 1
A Model Context Protocol server that provides tooling support for Ember.js deve…
B 77 5⁄5 ◉ ⏳ 77 58 — 81 80 95
3028
bsim0927
Enables interaction with the TexasSolver poker solver to run game theory optima…
B 77 5⁄4 ◉ ⏳ 96 58 N/A 24 95 94
3029
awesimon
Connects agents to Elasticsearch data using the Model Context Protocol, allowin…
B 77 5⁄5 ◉ ⏳ 82 62 — 61 81 95
3030
AM1010101
Airtable MCP Server ⚡ Claim 1
A Model Context Protocol server that provides read and write access to Airtable…
B 77 5⁄4 ◉ ⏳ 71 71 N/A 46 95 96
3031
an8888allen-maker
Enables Claude to connect to and interact with SQLite, SQL Server, PostgreSQL, …
B 77 5⁄5 ◉ ⏳ 84 60 — 56 81 100
3032
mort-lab
Enables AI assistants to perform Excel file operations (create, read, write, fo…
B 77 5⁄4 ◉ ⏳ 88 60 — 40 90 99
3033
wshobson
maverick-mcp ⚡ Claim
MaverickMCP - Personal Stock Analysis MCP Server
B 77 5⁄5 ◉ ⏳ 86 61 N/A 73 81 82
3034
pierrebrunelle
mcp-server-openai ⚡ Claim 2
Query OpenAI models directly from Claude using MCP protocol
B 77 5⁄5 ◉ ⏳ 90 68 — 37 80 100
3035
Doist
Enable your LLM to interact seamlessly with Todoist by connecting to this serve…
B 77 5⁄4 ◉ ⏳ 71 63 N/A 63 92 96
3036
supremehyo
MCP Appium ⚡ Claim 1
Enables AI agents to automate Android mobile device testing through Appium, wit…
B 77 5⁄5 ◉ ⏳ 80 91 N/A 45 95 61
3037
kiliczsh
mcp-mongo-server ⚡ Claim 1
A Model Context Protocol Server for MongoDB
B 77 5⁄4 ◉ ⏳ 71 58 N/A 85 89 88
3038
108yen
task-orchestrator-mcp ⚡ Claim 2
An MCP server for task orchestration.
B 77 5⁄5 ◉ ⏳ 69 100 N/A 67 95 50
3039
mnemox-ai
Structured 3-layer memory system (trades → patterns → strategy) for AI trading …
B 77 5⁄4 ◉ ⏳ 72 60 — 82 89 88
3040
jdesl55
A local-first security system for autonomous AI agents that provides tools for …
B 77 5⁄4 ◉ ⏳ 78 67 N/A 53 92 90
3041
nnemirovsky
iwdp-mcp Claim
iOS Safari debugging via ios-webkit-debug-proxy — MCP server with full WebKit I…
B 77 5⁄4 ◉ ⏳ 72 50 N/A 73 95 99
3042
openpharma-org
Provides access to Medicaid public data including drug pricing (NADAC), state e…
B 77 5⁄5 ◉ ⏳ 100 100 — 45 81 39
3043
stabgan
All-in-one multimodal MCP for 300+ OpenRouter models: text chat, image / audio …
B 77 5⁄5 ◉ ⏳ 96 68 — 41 76 94
3044
evrimalacan
Enables AI assistants to interact with BambooHR's API through natural language …
B 77 5⁄4 ◉ ⏳ 80 62 N/A 50 92 95
3045
mgsrevolver
ConsoleSpy Claim 1
A tool that captures browser console logs and makes them available in Cursor ID…
B 77 5⁄4 ◉ ⏳ 90 58 N/A 37 89 100
3046
RayanZaki
A Machine Conversation Protocol server that enables AI assistants to manage Goo…
B 77 5⁄5 ◉ ⏳ 74 74 — 63 80 95
3047
openpharma-org
PubMed MCP Server ⚡ Claim
Enables AI assistants to search and retrieve biomedical research articles from …
B 77 5⁄5 ◉ ⏳ 94 60 — 52 82 91
3048
spre-sre
lumino-mcp-server ⚡ Claim
AI-powered SRE observability for Kubernetes and OpenShift with 40+ tools for Te…
B 77 5⁄4 ◉ ⏳ 88 31 — 75 95 100
3049
nataliapc
mcp-openmsx ⚡ Claim
This MCP provides comprehensive tools and resources for MSX software developmen…
B 77 5⁄5 ◉ ⏳ 96 58 — 55 81 85
3050
cdpath
MDict MCP Server ⚡ Claim
A server that provides access to MDict dictionaries through the Model Context P…
B 77 5⁄4 ◉ ⏳ 68 62 N/A 62 94 100
Showing 3001–3050 of 68965 servers
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