MCP Server Quality Scores

Independent quality analysis of 69111 public MCP servers

69111
Discovered
→
33827
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 29 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11451
aillescas76
Provides tools for Python code navigation, analysis, and refactoring, including…
C 63 5⁄5 ◉ ⏳ 54 82 N/A 30 95 42
11452
VibeCodingInc
vibe-mcp ⚡ Claim
Social layer for Claude Code - DMs, presence, discovery, and games between AI-a…
C 63 6⁄4 ◉ ⏳ 100 35 0 75 95 80
11453
finack
Provides aviation weather information through a Model Context Protocol server, …
C 63 5⁄5 ◉ ⏳ 68 82 — 40 81 30
11454
IAcomunIA
CoinGecko MCP Server ⚡ Claim 1
A Model Context Protocol server that connects Gemini CLI with CoinGecko's API, …
C 63 5⁄5 ◉ ⏳ 41 82 — 22 81 83
11455
amanasmuei
An MCP server that provides access to Malaysia prayer time data through Claude …
C 63 6⁄4 ◉ ⏳ 81 65 0 43 92 95
11456
AgentBase1
mcp-server ⚡ Claim
AgentBase: open registry of agent instruction files for AI agents. Search and r…
C 63 6⁄4 ◉ ⏳ 94 60 0 27 95 95
11457
trypeggy
instagram_dm_mcp ⚡ Claim 1
Instagram Direct messages MCP
C 63 5⁄4 ◉ ⏳ 47 31 N/A 48 95 100
11458
wb200
Memory-MCP ⚡ Claim
Provides persistent memory for AI agents using hybrid search (vector embeddings…
C 63 5⁄5 ◉ ⏳ 60 40 — 48 81 88
11459
shadyvb
Enables flight and airport search capabilities through Skyscanner, allowing use…
C 63 5⁄5 ◉ ⏳ 76 38 — 21 82 90
11460
kgprs
google-flights ⚡ Claim
Interact with Google Flights data to search for one-way, round-trip, and date r…
C 63 5⁄5 ◉ ⏳ 72 30 — 37 86 85
11461
cheongqinxue
Enables safe Python code execution in isolated Docker containers through the Ag…
C 63 5⁄5 ◉ ⏳ 60 52 — 24 81 93
11462
ttjslbz001
AKShare MCP Server ⚡ Claim 2
A Model Context Protocol server that enables Claude Desktop to access and analy…
C 63 5⁄5 ◉ ⏳ 63 55 — 23 81 83
11463
lars20070
Enables evaluating Wolfram Language code and retrieving Wolfram Engine version/…
C 63 5⁄4 ◉ ⏳ 41 32 N/A 59 95 99
11464
gevans3000
Implements the Model Context Protocol to provide LLMs with tools for interactin…
C 63 5⁄5 ◉ ⏳ 60 56 — 16 81 90
11465
nikhilchintawar
An MCP server that enables searching for messages and listing channels within a…
C 63 5⁄5 ◉ ⏳ 57 63 — 35 82 74
11466
cmc12138
Analyzes frontend project code (React, Vue, Angular) and converts it into AI-un…
C 63 5⁄4 ◉ ⏳ 78 31 N/A 32 95 71
11467
BACH-AI-Tools
jieba-mcp Claim
Enables Chinese text segmentation using the jieba library with support for prec…
C 63 5⁄5 ◉ ⏳ 42 57 — 42 84 90
11468
kukapay
hyperliquid-info-mcp ⚡ Claim 1
An MCP server that provides real-time data and insights from the Hyperliquid pe…
C 63 5⁄5 ◉ ⏳ 51 45 — 42 82 94
11469
fshafi1
Enables the deployment of remote Model Context Protocol (MCP) servers on Cloudf…
C 63 5⁄5 ◉ ⏳ 48 70 — 27 81 85
11470
xander557
A template for deploying authentication-free MCP servers on Cloudflare Workers …
C 63 5⁄5 ◉ ⏳ 48 68 — 27 81 86
11471
jopsis
OCI MCP Server ⚡ Claim
Enables LLMs like Claude to interact directly with Oracle Cloud Infrastructure …
C 63 5⁄5 ◉ ⏳ 72 38 — 27 81 91
11472
CaradocNava
A serverless solution for deploying a Model Context Protocol server on Cloudfla…
C 63 5⁄5 ◉ ⏳ 48 66 — 26 84 85
11473
rabiauynk
Provide event recommendations based on city and date using the Ticketmaster API…
C 63 5⁄4 ◉ ⏳ 72 33 N/A 18 87 94
11474
mangooer
A server that provides MySQL database operations through SSE (Server-Sent Event…
C 63 5⁄5 ◉ ⏳ 64 43 — 45 78 84
11475
mcpmessenger
Exposes LangChain agent capabilities through the Model Context Protocol, enabli…
C 63 5⁄5 ◉ ⏳ 78 71 — 36 81 36
11476
dannySubsense
YouTube MCP Server ⚡ Claim 1
A Model Context Protocol server that enables AI assistants to access YouTube da…
C 63 5⁄5 ◉ ⏳ 55 42 — 37 81 100
11477
Osseni94
oyemi-mcp ⚡ Claim 1
Deterministic semantic word encoding and valence/sentiment analysis using 145K+…
C 63 5⁄4 ◉ ⏳ 68 32 N/A 24 92 91
11478
mcpc-tech
mcpc ⚡ Claim
Build agentic-MCP servers by composing existing MCP tools.
C 63 6⁄6 ◉ ⏳ 84 60 0 69 82 90
11479
Bin4yi
Demonstrates OAuth2/OIDC authentication for MCP servers using Asgardeo, with JW…
C 63 5⁄5 ◉ ⏳ 72 41 — 21 81 93
11480
Pimmetjeoss
A Docker-based MCP server that provides current weather information for cities …
C 63 5⁄5 ◉ ⏳ 78 45 — 19 81 79
11481
FelagundFinrod
A template for deploying authentication-free MCP servers on Cloudflare Workers.…
C 63 5⁄5 ◉ ⏳ 48 70 — 29 84 80
11482
dvvolkovv
Calculates Human Design charts based on birth date, time, and location, providi…
C 63 5⁄4 ◉ ⏳ 80 57 N/A 33 90 41
11483
FacuPVe
MCP Weather Server ⚡ Claim
A demonstration MCP server created for learning purposes, allowing Claude AI to…
C 63 5⁄4 ◉ ⏳ 56 50 N/A 19 95 88
11484
gbti-network
A Node.js-based MCP server implementing JSON-RPC 2.0, allowing users to generat…
C 63 5⁄4 ◉ ⏳ 96 30 N/A 17 94 61
11485
ilyoungkim
A minimal FastAPI implementation that mimics Model Context Protocol functionali…
C 63 5⁄5 ◉ ⏳ 60 58 — 18 81 88
11486
ecosyste-ms
Enables querying package ecosystem data from ecosyste.ms, including package met…
C 63 6⁄6 ◉ ⏳ 86 61 0 52 80 100
11487
laplus-x
Weather MCP Server ⚡ Claim
Enables users to get real-time weather data for any city and generate broadcast…
C 63 5⁄5 ◉ ⏳ 54 57 — 19 81 97
11488
09Tns
A humor-focused MCP server that delivers jokes through Microsoft Copilot Studio…
C 63 5⁄5 ◉ ⏳ 68 17 — 50 81 100
11489
nothintoulouse
A template for deploying authentication-free MCP servers on Cloudflare Workers …
C 63 5⁄5 ◉ ⏳ 48 70 — 27 84 80
11490
sin4ch
Enables currency conversion between 161+ currencies using real-time exchange ra…
C 63 5⁄5 ◉ ⏳ 66 43 — 25 81 93
11491
cohnen
mcp-google-ads ⚡ Claim
An MCP tool that connects Google Ads with Claude AI/Cursor and others, allowing…
C 63 6⁄4 ◉ ⏳ 76 66 0 50 90 95
11492
xuhongxin
Excel MCP Server ⚡ Claim
Enables AI assistants to read, write, and manipulate Excel files through compre…
C 63 5⁄4 ◉ ⏳ 48 38 N/A 44 95 92
11493
owanio1992
A template for deploying authentication-free MCP servers on Cloudflare Workers.…
C 63 5⁄5 ◉ ⏳ 48 70 — 27 81 81
11494
StanleytheGoat
aegis-defi ⚡ Claim
Safety layer for autonomous DeFi agents. Scans contracts for exploit patterns, …
C 63 5⁄5 ◉ ⏳ 78 0 — 66 78 98
11495
delexw
mcpware ⚡ Claim
Gateway MCP Server - Route MCP requests intelligently to multiple backend serve…
C 63 5⁄5 ◉ ⏳ 90 36 — 42 81 57
11496
rileylemm
Enables querying a hybrid system that combines Neo4j graph database and Qdrant …
C 63 5⁄5 ◉ ⏳ 66 35 — 41 81 90
11497
n8n-io
n8n Claim
Fair-code workflow automation platform with native AI capabilities. Combine vis…
C 63 6⁄6 ◉ ⏳ 96 57 0 72 83 74
11498
dreamwithrua
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
C 63 5⁄4 ◉ ⏳ 60 58 N/A 26 95 66
11499
avivshafir
abstractapi-mcp-server
C 63 5⁄5 ◉ ⏳ 62 32 — 41 81 99
11500
nikhilgy
A secure, local-first MCP server that enables users to query QuickBooks data su…
C 63 5⁄4 ◉ ⏳ 88 38 N/A 22 80 71
Showing 11451–11500 of 69111 servers
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