MCP Server Quality Scores

Independent quality analysis of 59221 public MCP servers

59221
Discovered
29896
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
19551
jarmstrong158
SkillMatch MCP Claim
Claude-powered job fit analyzer that analyzes job fit based on GitHub portfolio…
B 82 33 90 N/A N/A 50 95
19552
ibrahimsaleem
PentestThinking Claim
PentestThinkingMCP: AI-Driven Multi-Stage Penetration Testing Framework Part of…
B 82 33 94 N/A N/A 43 95
19553
SuLG-ik
kmp-api-lookup-mcp Claim
Indexes Kotlin/Native platform klibs to enable fast symbol lookup for iOS APIs.…
B 82 33 90 N/A N/A 51 95
19554
aayoawoyemi
ori-cli Claim
Agentic coding harness with persistent memory and a REPL body. Built on Ori Mne…
B 82 33 90 N/A N/A 53 95
19555
yongzhe-wang
Apple Calendar MCP Claim
Enables Claude and other MCP clients to directly interact with macOS Calendar.a…
B 82 33 80 N/A N/A 67 95
19556
wyre-technology
ninjaone-mcp Claim 2
An MCP server for the NinjaOne RMM platform, enabling tools to manage devices, …
B 82 33 85 85 75
19557
energio-es
holded-mcp Claim 1
MCP server for Holded — invoicing, accounting, CRM, projects, and team
B 82 33 81 N/A N/A 83 83
19558
keithah
Enables AI assistants to access and analyze MonarchMoney personal finance data …
B 82 44 96 72 71 81
19559
daedalus
mcp-rpcbind Claim
MCP server exposing rpcbind/RPC portmapper functionality
B 82 33 78 N/A N/A 70 95
19560
sralli
agendum Claim
Project memory and scoping engine for AI coding agents. It gives any agent pers…
B 82 33 76 N/A N/A 75 95
19561
lazymac2x
mcpwatch Claim
MCP server that audits other MCP servers. Run MCPWatch security scans from insi…
B 82 33 90 53 95
19562
opensourceops
Canny MCP Server Claim
A Model Context Protocol (MCP) server for Canny feedback management. Enables ma…
B 82 43 88 66 76 95
19563
ethbak
icon-composer-mcp Claim
MCP server for Apple's Icon Composer: programmatically create .icon bundles wit…
B 82 33 76 N/A N/A 74 95
19564
Mitsubishi-Fuso
Enables exploring Microsoft Fabric / Power BI workspaces and semantic models, a…
B 82 33 92 N/A N/A 47 95
19565
aakashH242
mcp-playwright Claim
🚀 Active Fork of executeautomation/mcp-playwright This repository is an activel…
B 82 43 90 66 N/A 78 92
19566
MukundaKatta
agentcast Claim 1
Structured-output enforcer: extract and validate JSON from messy LLM text.
B 82 33 90 N/A N/A 50 95
19567
AxmeAI
Axme-code Claim
Persistent project memory + architectural decisions + pre-execution safety hook…
B 82 33 72 N/A N/A 83 95
19568
cmendezs
Italian e-invoicing: FatturaPA XML/SDI v1.2.3, 27 tools. UBL 2.1 and CII wire f…
B 82 33 88 N/A N/A 53 95
19569 B 82 43 100 68 N/A 60 90
19570
rpgeeganage
lazy-tool Claim
local-first MCP discovery runtime for agents — search before invoke, reduce pro…
B 82 33 76 N/A N/A 76 95
19571
namename333
ida-pro-mcp Claim
A lightweight MCP server that exposes IDA Pro's disassembly, decompilation, and…
B 82 33 84 N/A N/A 60 95
19572
aj-geddes
Discord Agent MCP Claim 1
Provides comprehensive Discord bot automation with 71 tools for messaging, chan…
B 82 44 100 75 64 82
19573
htlin222
: Claim
.
B 82 33 78 N/A N/A 70 95
19574
p-l-ta
mail-mcp Claim
MCP server that gives Claude and other MCP hosts full access to Mail.app on mac…
B 82 33 76 N/A N/A 76 95
19575
webdriverio
mcp Claim
Browser and mobile app automation using WebdriverIO, enabling AI agents to cont…
B 82 43 90 62 N/A 86 90
19576
mharnett
mcp-reddit-ads Claim 1
MCP server for Reddit Ads API v3 enabling campaign management, ad creation, per…
B 82 33 94 73 75
19577
Dan8Oren
mcp-apple-notes Claim 2
Semantic search and RAG over Apple Notes with on-device embeddings, full CRUD, …
B 82 33 79 N/A N/A 68 95
19578
rog0x
seo Claim
SEO analysis - meta tags, keywords, links, page speed
B 82 33 90 N/A N/A 52 95
19579
bintocher
MCP Superset Claim
Apache Superset MCP server — 135+ tools for dashboards, charts, datasets, SQL L…
B 82 43 88 70 N/A 85 83
19580
igapyon
mikuproject-mcp Claim
MCP server adapter for mikuproject, providing tools, resources, and prompts to …
B 81 33 78 N/A N/A 69 95
19581
NickCirv
engram Claim 1
Ranked local code-graph context for AI coding agents. Intercepts reads + greps.…
B 81 33 72 N/A N/A 93 83
19582
xiaolai
claude-octopus Claim 1
Wraps the Claude Agent SDK as MCP servers, letting you spawn multiple specializ…
B 81 33 90 N/A N/A 64 83
19583
ahmedEid1
forgejudge Claim
Open eval leaderboard + CI gate for autonomous coding agents (solve, score, tra…
B 81 33 78 N/A N/A 68 95
19584
CSCSoftware
aidex Claim 1
Persistent code indexing for AI assistants. 50x less context than grep. 11 lang…
B 81 43 100 50 N/A 81 90
19585
pijusz
mcp-gsc Claim
MCP server for Google Search Console, enabling querying search analytics, URL i…
B 81 33 88 52 95
19586
oaslananka
MCP Sentinel Claim
Zero-trust MCP security proxy with policy enforcement, PII scrubbing, approvals…
B 81 33 78 N/A N/A 86 81
19587
olivergrabner
composer Claim
Give your AI coding agent an architecture canvas to design and evolve diagrams.
B 81 33 84 N/A N/A 59 95
19588
velvetmonkey
flywheel-memory Claim
MCP server giving AI a knowledge graph over Obsidian vaults. 13-layer scoring t…
B 81 33 72 N/A N/A 78 95
19589
BARMPlus
locklens Claim
Audits package lockfiles for vulnerabilities, supporting npm, yarn, and pnpm. R…
B 81 33 78 68 95
19590
amirkhonov
Enables comprehensive access to the MetaTrader 5 trading platform for retrievin…
B 81 43 88 62 N/A 75 95
19591
Yutooop
SSH Linux Control Claim 1
Enables remote Linux VM management via SSH with automatic safety checks for des…
B 81 33 96 N/A N/A 39 95
19592
toolsdk-ai
MCPSDK.dev(ToolSDK.ai)'s Awesome MCP Servers and Packages Registry and Database…
B 81 43 96 70 N/A 65 87
19593
elchin92
avito-mcp Claim
Avito API MCP for AI agents — 148 tools, safe-by-default, stdio or remote HTTP …
B 81 33 84 N/A N/A 75 83
19594
JoernBerkefeld
mcp-server-mcdev Claim
mcdev MCP: wiki search, .mcdevrc help, journey checklists, metadata types via m…
B 81 33 70 N/A N/A 79 95
19595
gensecaihq
Wazuh-MCP-Server Claim
AI-powered security operations for Wazuh SIEM—use any MCP-compatible client to …
B 81 43 100 48 N/A 81 90
19596
AgentAnycast
agentanycast Claim
Connect AI agents across any network — zero config, encrypted, skill-based rout…
B 81 33 76 N/A N/A 69 95
19597
vrknetha
aisdk-mcp-bridge Claim 1
Bridge package enabling seamless integration between Model Context Protocol (MC…
B 81 43 96 63 N/A 68 90
19598
li-liwen
SSH MCP Server Claim
Enables AI coding agents to securely execute shell commands on remote SSH serve…
B 81 33 86 N/A N/A 53 95
19599
codefuturist
email-mcp Claim
IMAP/SMTP email MCP server with 42 tools for reading, searching, sending, sched…
B 81 43 76 72 90 90
19600
Silung
scholar-search-mcp Claim 2
An MCP server for academic paper search that integrates with AI assistants (e.g…
B 81 33 79 N/A N/A 65 95
Showing 19551–19600 of 59221 servers
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