MCP Server Quality Scores

Independent quality analysis of 59573 public MCP servers

59573
Discovered
29911
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 13 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
20751
GitSulay
py-mcp-full Claim
Provides 18 tools for MacCMS spider development, including website analysis, so…
B 73 33 84 N/A N/A 27 95
20752
devkindhq
Swell MCP Claim
Model Context Protocol server for Swell e-commerce platform integration with AI…
B 73 44 84 66 N/A 53 82
20753
F4bse-94
n8n-MCP Claim
Provides AI assistants with comprehensive access to n8n workflow automation pla…
B 73 44 96 45 69 76
20754
ofek
pycli-mcp Claim 1
MCP server for any Python command line application
B 73 43 81 45 N/A 69 95
20755
itunified-io
Cloudflare MCP Server — 84 tools for DNS, Tunnels, WAF, Zero Trust, R2, KV & Wo…
B 73 43 75 75 N/A 56 83
20756
wolffcatskyy
Enables AI models like Claude to manage WordPress sites through the WordPress R…
B 73 44 94 45 67 81
20757
daedalus
mcp-delonghi-ecam Claim 1
MCP server for DeLonghi ECAM espresso coffee machines via local network
B 73 33 57 N/A N/A 71 95
20758
Gajarthan
CSE MCP Server Claim 1
A Model Context Protocol server for the Colombo Stock Exchange that enables use…
B 73 33 51 N/A N/A 80 95
20759
yantrikos
yantrikdb-mcp Claim
MCP server providing cognitive memory tools (remember, recall, think, etc.) for…
B 73 33 54 75 95
20760
elevanaltd
octave-mcp Claim
MCP server for deterministic document infrastructure, enabling canonical normal…
B 73 43 60 58 85 95
20761
Njengah
autowpmcp Claim
AutoWP MCP (Model Context Protocol) server connects Claude to WordPress site an…
B 73 44 76 68 N/A 64 80
20762
iusztinpaul
Hands-on workshop: Build a multi-agent AI system from scratch — Deep Research A…
B 73 33 64 N/A N/A 59 95
20763
SecretiveShell
MCP-Bridge Claim
A middleware to provide an openAI compatible endpoint that can call MCP tools
B 73 43 60 68 N/A 76 92
20764
Hack23
Model Context Protocol Server for European Parliament Open Data Providing AI as…
B 73 43 100 11 N/A 84 92
20765
devlimelabs
Enable AI assistants to interact with Meilisearch through a standardized interf…
B 73 43 72 72 N/A 51 90
20766
inventra
Enables AI agents like Claude and Cursor to directly query Google's NotebookLM …
B 73 43 72 68 N/A 52 95
20767
danecodes
botcall-mcp Claim 1
Gives AI agents real phone numbers to receive SMS and extract verification code…
B 73 33 90 32 83
20768
summer521521
CONTAM MCP Claim
A Windows-based MCP server that exposes NIST's CONTAM simulation tools and Cont…
B 73 33 66 N/A N/A 55 95
20769
gjenkins20
webmin-mcp-server Claim 2
MCP server for Webmin with 61 tools for Linux system administration: services, …
B 73 44 75 68 72 78
20770
gzuuus
dvmcp Claim
DVMCP is a bridge implementation that connects Model Context Protocol (MCP) ser…
B 73 43 76 72 N/A 45 90
20771
acalder-techpm
bamboohr-mcp Claim
Enables natural language interaction with BambooHR to manage employee records, …
B 73 44 84 71 47 81
20772
AgenTeam-AI-2026
mcp-apollo Claim 1
Apollo.io MCP server. Search people, enrich contacts, find emails, research com…
B 73 33 66 N/A N/A 57 95
20773
yahiaklk
mcpilot Claim
Context-aware MCP server advisor. Tells you what to install for your specific p…
B 73 33 60 N/A N/A 66 95
20774
overtimepog
CloakMCP Claim
An MCP server that provides LLMs with stealth browser automation capabilities v…
B 73 33 78 N/A N/A 37 95
20775
giauphan
Exposes codebase analysis data, including module structures, dependencies, and …
B 73 33 60 N/A N/A 66 95
20776
luischang07
Enables LLMs to automatically diagnose coding errors through codebase search, t…
B 73 33 78 N/A N/A 35 95
20777
mjrestivo16
Proxmox MCP Server Claim
Enables comprehensive management of Proxmox Virtual Environment through 35 tool…
B 73 44 94 61 42 81
20778
RobithYusuf
MCP Camoufox Claim
A stealth browser MCP server with 69 tools for undetectable web automation. It …
B 73 33 66 N/A N/A 54 95
20779
tkmawarire
SQL Server monitoring and diagnostics for AI agents using Extended Events. No O…
B 73 33 58 N/A N/A 67 95
20780
crisnahine
38 MCP tools give AI agents live Rails schema, routes, models, and conventions.
B 73 33 52 N/A N/A 79 95
20781
webiny
webiny-js Claim
Open-source, self-hosted CMS platform on AWS serverless (Lambda, DynamoDB, S3).…
B 73 33 60 N/A N/A 65 95
20782
dstrupl
vardoger Claim 1
Personalize AI coding assistants by analyzing local conversation history. Runs …
B 73 33 54 N/A N/A 74 95
20783
daedalus
mcp-mdns Claim 1
MCP server for mDNS (Multicast DNS) service discovery
B 73 33 57 N/A N/A 71 95
20784
wxtsky
byob Claim
Bring Your Own Browser — let your AI agent use the Chrome you already have open
B 73 33 60 N/A N/A 64 95
20785
aj-dev-smith
Agent HQ Claim 1
A local MCP server that enables direct, persistent communication between multip…
B 73 33 86 N/A N/A 24 95
20786
devanshkaria88
DepShield MCP Claim
Acts as a security checkpoint for AI coding agents by intercepting package inst…
B 73 33 66 N/A N/A 57 95
20787
i-dot-ai
Parliament MCP Server Claim 1
An MCP server that provides tools for parliamentary research by allowing users …
B 73 44 75 65 71 82
20788
Kastalien-Research
thoughtbox Claim
Extended reasoning with structured processes, persistence, and workflow guidance
B 73 43 60 70 72 95
20789
HurleySk
can-see Claim
Let AI agents see and interact with terminal/CLI apps via PNG screenshots
B 73 33 66 N/A N/A 57 95
20790
gsd-build
agent-inbox Claim
Enables AI agents to create temporary email addresses, receive confirmation ema…
B 73 33 66 55 95
20791
Imsxm15
job-searchoor Claim 1
B 73 33 78 N/A N/A 34 95
20792
bjenkinsgit
Apple Notes, Reminders, and Contacts for AI assistants. BERT semantic search. m…
B 73 33 64 N/A N/A 58 95
20793
sharozdawa
ai-visibility Claim
Track brand visibility across ChatGPT, Perplexity, Claude, and Gemini. Visibili…
B 73 33 66 N/A N/A 57 95
20794
zmx1225
vibelogic Claim
A deterministic architecture audit engine for Cursor. It enforces visual Mermai…
B 73 33 68 N/A N/A 53 95
20795
tgf-between-your-legs
SDOF Knowledge Base Claim 1
A Model Context Protocol (MCP) server that provides persistent memory and conte…
B 73 44 100 60 38 78
20796
thehesiod
MCP server to access Costco warehouse receipts and online orders via their inte…
B 73 33 57 70 95
20797
yeison-liscano
A lightweight server implementation that exposes Python functions as discoverab…
B 73 44 68 72 73 82
20798
cmer81
open-meteo-mcp Claim
A comprehensive MCP server providing access to Open-Meteo weather APIs for Larg…
B 73 44 75 77 N/A 54 81
20799
scarecr0w12
MCP server to help manage a WHMCS installation.
B 73 44 78 51 81 81
20800
YuriGolfeto
excel-mcp-server Claim
B 73 33 72 N/A N/A 47 95
Showing 20751–20800 of 59573 servers
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