MCP Server Quality Scores

Independent quality analysis of 69199 public MCP servers

69199
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
19551
labrat-akhona
Semantix-verify ⚡ Claim
Semantix-Verify is an MCP server for semantic validation of AI/LLM outputs. It …
B 82 3⁄3 ◐ ⏳ 72 N/A N/A 80 95 —
19552
ibrahimsaleem
PentestThinking ⚡ Claim
PentestThinkingMCP: AI-Driven Multi-Stage Penetration Testing Framework Part of…
B 82 3⁄3 ◐ ⏳ 94 N/A N/A 43 95 —
19553
apitier
mcp-server ⚡ Claim 2
APITier utility APIs as MCP tools: validation, UK/India address lookup, barcode…
B 82 3⁄3 ◐ ⏳ 90 N/A N/A 50 95 —
19554
MukundaKatta
agentsnap ⚡ Claim 1
Snapshot tests for AI tool-call traces: diff, validate, and catch silent regres…
B 82 3⁄3 ◐ ⏳ 90 N/A N/A 50 95 —
19555
marcusquinn
Enables AI assistants to interact with QuickFile UK accounting software, provid…
B 82 4⁄4 ◐ ⏳ 96 72 — 72 81 —
19556
kaizen-yutani
Playwright E2E test runner with deep debugging— action capture, DOM snapshots, …
B 82 3⁄3 ◐ ⏳ 96 N/A N/A 40 95 —
19557
jarmstrong158
Conductor ⚡ Claim
Local task scheduler and worker manager with MCP integration for Claude Desktop.
B 82 3⁄3 ◐ ⏳ 90 N/A N/A 68 83 —
19558
ypollak2
llm-router ⚡ Claim 1
Subscription-aware LLM router for Claude Code. Routes tasks to 20+ providers (O…
B 82 3⁄3 ◐ ⏳ 72 N/A N/A 81 95 —
19559
Mitsubishi-Fuso
Enables exploring Microsoft Fabric / Power BI workspaces and semantic models, a…
B 82 3⁄3 ◐ ⏳ 92 N/A N/A 47 95 —
19560
jarmstrong158
SkillMatch MCP ⚡ Claim
Claude-powered job fit analyzer that analyzes job fit based on GitHub portfolio…
B 82 3⁄3 ◐ ⏳ 90 N/A N/A 50 95 —
19561
dataplat
dbatools-mcp-server ⚡ Claim 1
MCP server for dbatools — exposes SQL Server management commands as MCP tools
B 82 3⁄3 ◐ ⏳ 75 N/A N/A 77 95 —
19562
Arkava-AI
gamma-mcp-server ⚡ Claim 1
Create presentations, documents, and webpages from any MCP-compatible AI assist…
B 82 3⁄3 ◐ ⏳ 94 N/A N/A 61 83 —
19563
HewlettPackard
HPE GreenLake workspaces MCP Server
B 82 3⁄3 ◐ ⏳ 84 N/A N/A 60 95 —
19564
NyxToolsDev
quickbooks-mcp-server ⚡ Claim 1
Connect Claude to QuickBooks Online — query finances, create invoices, run repo…
B 82 3⁄3 ◐ ⏳ 88 N/A N/A 56 95 —
19565
chriswu727
Screen Agent ⚡ Claim 1
Enables AI assistants to capture screenshots and control desktop input (mouse, …
B 82 3⁄3 ◐ ⏳ 90 N/A N/A 52 95 —
19566
Goingparabolic
Longevity medicine MCP: medication dosing, labs, monitoring, drug interactions …
B 82 3⁄3 ◐ ⏳ 94 N/A N/A 45 95 —
19567
evalops
Provides a shared context layer for AI agent teams to improve token efficiency …
B 82 3⁄3 ◐ ⏳ 90 N/A N/A 53 95 —
19568
opensourceops
Canny MCP Server ⚡ Claim
A Model Context Protocol (MCP) server for Canny feedback management. Enables ma…
B 82 4⁄3 ◐ ⏳ 88 66 — 76 95 —
19569
cmendezs
Italian e-invoicing: FatturaPA XML/SDI v1.2.3, 27 tools. UBL 2.1 and CII wire f…
B 82 3⁄3 ◐ ⏳ 88 N/A N/A 53 95 —
19570
veldica
publishready ⚡ Claim
PublishReady helps AI agents turn drafts into cleaner, publish-ready writing us…
B 82 3⁄3 ◐ ⏳ 84 — — 63 95 —
19571
Beledarian
mcp-local-memory ⚡ Claim 1
A lightweight, powerful local memory server for AI agents supporting text, enti…
B 82 3⁄3 ◐ ⏳ 88 N/A N/A 55 95 —
19572
radiovisual
zoekt-mcp ⚡ Claim
Exposes Sourcegraph Zoekt code search to MCP-capable AI agents, enabling fast, …
B 82 3⁄3 ◐ ⏳ 76 N/A N/A 76 95 —
19573
tsilva
mcp-openrouter ⚡ Claim 1
A Python MCP server that lets MCP hosts call OpenRouter models for chat, image …
B 82 3⁄3 ◐ ⏳ 88 N/A N/A 71 83 —
19574
JoeyBrar
agentseal ⚡ Claim 1
Verifiable action logs for AI agents. Every action is recorded in a SHA-256 has…
B 82 3⁄3 ◐ ⏳ 90 N/A N/A 67 83 —
19575 B 82 4⁄3 ◐ ⏳ 100 68 N/A 60 90 —
19576
lazymac2x
mcpwatch ⚡ Claim
MCP server that audits other MCP servers. Run MCPWatch security scans from insi…
B 82 3⁄3 ◐ ⏳ 90 — — 53 95 —
19577
Capetlevrai
clipboard-vision-mcp ⚡ Claim 1
Enables text-only AI models to understand clipboard images by describing them t…
B 82 3⁄3 ◐ ⏳ 90 N/A N/A 51 95 —
19578
yukipanpan
Market Brief ⚡ Claim
Turn 40+ data sources into a daily Wall Street-style market briefing, delivered…
B 82 3⁄3 ◐ ⏳ 94 N/A N/A 45 95 —
19579
ShadowSethcpu
Star Wars ⚡ Claim 1
Explore the Star Wars universe with fast search across characters, planets, fil…
B 82 3⁄3 ◐ ⏳ 90 N/A N/A 52 95 —
19580
ahmedEid1
forgejudge ⚡ Claim
Open eval leaderboard + CI gate for autonomous coding agents (solve, score, tra…
B 81 3⁄3 ◐ ⏳ 78 N/A N/A 68 95 —
19581
Vijay-Duke
MCP GitLab Server ⚡ Claim 1
Enables comprehensive GitLab integration allowing LLMs to manage projects, issu…
B 81 4⁄4 ◐ ⏳ 96 68 — 70 82 —
19582
zefarie
pterodactyl-mcp ⚡ Claim
Manage Pterodactyl and Pelican game server panels through AI. 73 tools for serv…
B 81 4⁄4 ◐ ⏳ 94 66 — 76 82 —
19583
100xPercent
pop-pay ⚡ Claim 1
Runtime security for AI agent commerce. CLI + MCP server blocks hallucinated pu…
B 81 3⁄3 ◐ ⏳ 62 N/A N/A 93 95 —
19584
RyjoxTechnologies
Octopoda-OS ⚡ Claim 1
The open-source memory operating system for AI agents. Persistent memory, seman…
B 81 3⁄3 ◐ ⏳ 76 N/A N/A 69 95 —
19585
imaznation
mcp-server ⚡ Claim
Calculate US household employer (nanny) taxes + run payroll via AI agents. All …
B 81 3⁄3 ◐ ⏳ 90 N/A N/A 63 83 —
19586
ScriptSmith
Platter ⚡ Claim
MCP server exposing Read, Write, Edit, Bash, Glob, Grep, and JS tools over stdi…
B 81 3⁄3 ◐ ⏳ 84 N/A N/A 58 95 —
19587
bartwaardenburg
Spaceship MCP ⚡ Claim
Manage domains, DNS records, contacts, marketplace listings, and more via the S…
B 81 4⁄4 ◐ ⏳ 88 75 — 83 78 —
19588
Sam-AEC
MCP server connecting AI assistants to Autodesk Revit through a local bridge.
B 81 3⁄3 ◐ ⏳ 84 N/A N/A 56 95 —
19589
QuantConnect
mcp-server ⚡ Claim
A Dockerized Python MCP server that bridges your local AI (e.g., Claude Desktop…
B 81 4⁄4 ◐ ⏳ 100 68 — 66 83 —
19590
pijusz
mcp-gsc ⚡ Claim
MCP server for Google Search Console, enabling querying search analytics, URL i…
B 81 3⁄3 ◐ ⏳ 88 — — 52 95 —
19591
BARMPlus
locklens ⚡ Claim
Audits package lockfiles for vulnerabilities, supporting npm, yarn, and pnpm. R…
B 81 3⁄3 ◐ ⏳ 78 — — 68 95 —
19592
KVANTRA-dev
Nouz ⚡ Claim 2
Unified MCP Server for Obsidian - graph-based note management with semantic cla…
B 81 3⁄3 ◐ ⏳ 80 N/A N/A 65 95 —
19593
agustindiezdb
projectx-mcp ⚡ Claim 1
Enables users to manage time entries and log hours on the ProjectX platform usi…
B 81 3⁄3 ◐ ⏳ 90 N/A N/A 46 95 —
19594
AppsYogi-com
GSC-MCP-Server ⚡ Claim
Connects Google Search Console to MCP clients to query search analytics, manage…
B 81 4⁄4 ◐ ⏳ 94 66 — 77 83 —
19595
zzhang82
MCP-native, local-first memory for coding agents that turns coding sessions int…
B 81 3⁄3 ◐ ⏳ 72 N/A N/A 77 95 —
19596
acamolese
Google Search Console ⚡ Claim 1
Google Search Console MCP server: SEO audits, performance queries, URL inspecti…
B 81 3⁄3 ◐ ⏳ 76 N/A N/A 72 95 —
19597
amirkhonov
Enables comprehensive access to the MetaTrader 5 trading platform for retrievin…
B 81 4⁄3 ◐ ⏳ 88 62 N/A 75 95 —
19598
mufeng05
IDA Auto MCP ⚡ Claim
A headless IDA Pro MCP server that enables AI agents to automatically open, ana…
B 81 3⁄3 ◐ ⏳ 100 N/A N/A 32 95 —
19599
fullread
deepadb ⚡ Claim
Full-featured ADB MCP server — 204 tools across 45 modules, from UI to baseband.
B 81 3⁄3 ◐ ⏳ 72 N/A N/A 79 95 —
19600
xiaolai
claude-octopus ⚡ Claim 1
Wraps the Claude Agent SDK as MCP servers, letting you spawn multiple specializ…
B 81 3⁄3 ◐ ⏳ 90 N/A N/A 64 83 —
Showing 19551–19600 of 69199 servers
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