MCP Server Quality Scores

Independent quality analysis of 59385 public MCP servers

59385
Discovered
29902
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 1 minute ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3551
gabrielchua
Enables users to search for job opportunities in Singapore through the MyCareer…
B 76 55 84 65 45 81 95
3552
AkibaAT
DDEV MCP Server Claim 1
Enables AI assistants to interact with DDEV local development environments by q…
B 76 54 84 68 N/A 35 90 91
3553
damonxue
OSSInsight MCP Server Claim 1
Provides GitHub data analysis for repositories, developers, and organizations, …
B 76 55 90 100 39 81 51
3554
ankit8volt
Enables users to analyze AWS costs, track spending trends, and detect anomalies…
B 76 55 90 73 32 81 92
3555
scottmreed
ChemCP Claim
MCP App that renders 2D molecular structures from SMILES using RDKit.js
B 76 54 72 70 N/A 41 90 100
3556
Albiemark
A Model Context Protocol server that enables AI applications to interact with D…
B 76 55 81 67 44 80 100
3557
aira-security
mcp-armor Claim
MCP Armor continuously secures and monitors Model Context Protocol operations t…
B 76 44 65 N/A N/A 47 95 94
3558
elhamid
llm-council Claim
Multi-LLM deliberation with anonymized peer review. Runs a 3-stage council: par…
B 76 54 84 68 N/A 37 89 92
3559
abs222222
MCP File Downloader Claim 1
Enables Claude Desktop to download files from web URLs with automatic browser f…
B 76 54 90 56 N/A 41 90 93
3560
erichung9060
Android Mobile MCP Claim
Enables AI agents to interact with Android devices through UI manipulation, scr…
B 76 55 60 82 N/A 38 95 98
3561
199-mcp
mcp-kling Claim 1
🎬 The FIRST MCP server for Kling AI video generation! Generate stunning AI vide…
B 76 55 94 100 N/A 45 81 42
3562
nunolima
Searchable access to GitLab documentation from multiple repositories with full-…
B 76 55 62 82 N/A 45 95 92
3563
ergut
mcp-logseq Claim
MCP server to interact with LogSeq via its Local HTTP API - enabling AI assista…
B 76 54 94 41 N/A 51 90 97
3564
qpd-v
mcp-image-downloader Claim 2
Enables AI assistants to download images from URLs and perform basic image opti…
B 76 54 78 65 N/A 37 91 100
3565
shinpr
mcp-image Claim
MCP server for AI image generation and editing with automatic prompt optimizati…
B 76 55 96 75 N/A 75 83 41
3566
betterhyq
Validates Mermaid diagram syntax and provides comprehensive grammar checking ca…
B 76 55 72 62 74 83 94
3567
cydynamic
Enables AI agents to securely read and extract information from PDF files inclu…
B 76 55 74 68 66 81 93
3568
michaelneale
Goose App Maker MCP Claim 1
This MCP server allows users to create, manage, and serve web applications thro…
B 76 55 72 82 N/A 19 95 97
3569
joemccann
xAI MCP Server Claim 1
Integrates xAI's Grok APIs into Claude Code to enable image and video generatio…
B 76 55 100 100 30 81 44
3570
Kapeli
dash-mcp-server Claim
MCP server for Dash, the macOS API documentation browser. Search 200+ docsets.
B 76 54 66 65 N/A 54 95 96
3571
NvkAnirudh
A Model Context Protocol (MCP) server that automates generating LinkedIn post d…
B 76 55 72 73 56 78 99
3572
Intelligent-Internet
Exposes Gemini CLI's built-in tools and external MCP proxies through a unified …
B 76 55 84 68 48 76 98
3573
SweetsRepo
Enables AI agents to explore, search, and reference code implementation details…
B 76 54 90 62 N/A 27 95 92
3574
rupeedev
Enables comprehensive security scanning of code repositories to detect secrets,…
B 76 54 80 62 N/A 49 92 91
3575
gjeltep
app-store-connect-mcp Claim 1
Interact with Apple's App Store Connect API
B 76 54 84 60 N/A 74 75 89
3576
r-pedraza
Enables comprehensive translation management through POEditor's API with projec…
B 76 55 72 68 55 81 100
3577
rubenayla
partle-mcp Claim
Search products and stores in nearby physical stores. Find what you need locall…
B 76 55 70 86 43 81 93
3578
waspeer
Tweek MCP Server Claim 1
An MCP server that integrates with the Tweek API to manage calendars, tasks, an…
B 76 55 77 73 45 82 99
3579
theonlineeccentric-cell
A basic example MCP server deployed as a Netlify serverless function using Expr…
B 76 66 78 75 85 32 81 94
3580
srclight
srclight Claim
Deep code indexing MCP server with SQLite FTS5, tree-sitter, and embeddings. 29…
B 76 54 94 28 N/A 75 89 93
3581
geneontology
Noctua MCP Server Claim
Enables editing and querying of Gene Ontology Causal Activity Models (GO-CAMs) …
B 76 55 84 40 81 80 98
3582
Yukuiii
mysql_mcp Claim
B 76 54 90 68 N/A 29 88 89
3583
shawndrake2
Provides access to comprehensive U.S. economic data including GDP, personal inc…
B 76 55 96 66 27 80 97
3584
eiondb
eion Claim
Shared Memory Storage for Multi-Agent Systems
B 76 54 92 43 N/A 49 95 93
3585
Regenerating-World
pix-mcp Claim
Generate Pix QR codes and copy-paste strings with fallback across multiple prov…
B 76 55 72 100 48 81 70
3586
nqmn
Enables SSH remote access to servers through Claude, allowing users to execute …
B 76 55 90 63 38 81 95
3587
MarlBurroW
TeamSpeak MCP Claim 2
A Model Context Protocol server that enables AI models like Claude to control T…
B 76 55 81 100 59 81 46
3588
skills-mcp
Skills MCP Claim
Transform any AI agent into a domain expert by giving it access to modular, reu…
B 76 54 84 57 N/A 34 95 100
3589
newideas99
RAT MCP Server Claim 1
Facilitates two-stage reasoning processes using DeepSeek for detailed analysis …
B 76 55 90 68 45 81 87
3590
GoogleCloudPlatform
cloud-run-mcp Claim
MCP server to deploy apps to Cloud Run
B 76 55 80 43 N/A 79 86 97
3591
getpara
Enables AI agents to create and manage MPC wallets across EVM, Solana, and Cosm…
B 76 55 90 72 29 83 94
3592
nvasilevv
Bulgarian pension fund analytics — NAV data, metrics, rankings, and benchmarks.
B 76 66 78 79 86 41 81 83
3593
disler
Aider MCP Server Claim
Allows Claude Code to offload AI coding tasks to Aider, reducing costs and enab…
B 76 54 92 58 N/A 29 95 91
3594
tommertron
Enables interaction with Anybox bookmark manager on macOS, allowing users to se…
B 76 54 90 67 N/A 19 90 96
3595
AbdallahAHO
Connects AI assistants to Lokalise translation management platform with 59 tool…
B 76 55 82 51 78 81 92
3596
xiaolaa2
ableton-copilot-mcp Claim 2
An MCP server built on ableton-js enables AI assistants to control Ableton Live…
B 76 55 61 82 N/A 77 87 75
3597
Mazchoo
Enables semantic search across documents and code repositories using RAG (Retri…
B 76 54 96 52 N/A 25 95 96
3598
Cyreslab-AI
Enables querying the BuiltWith API to discover and analyze website technology s…
B 76 55 84 68 36 81 100
3599
Blazemeter
Enables AI agents to manage performance testing workflows on BlazeMeter's cloud…
B 76 54 90 40 72 95 81
3600
composable-delivery
snowfakery-mcp Claim 1
MCP server for authoring, analyzing, debugging, and running Snowfakery recipes
B 76 55 47 74 N/A 73 95 97
Showing 3551–3600 of 59385 servers
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