MCP Server Quality Scores

Independent quality analysis of 69135 public MCP servers

69135
Discovered
→
33833
Scored
→
2112
Verified
→
16953
Complete

Last updated 51 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
56251
Dellety
Provides vision capabilities to Reasonix, enabling analysis of images/videos, O…
— ○ ⏳ — N/A N/A — — —
56252
cowboy-samurai
caldera-mcp Claim
Connects MCP-compatible AI clients to a MITRE Caldera adversary emulation platf…
— ○ ⏳ — — — — — —
56253
Baneado98
US municipal development cost: aggregated impact + water/sewer tap fees per jur…
— ○ ⏳ — — — — — —
56254
datasynx
Observes tasks and generates anonymized SOPs — task tracking and SOP review via…
— ○ ⏳ — N/A N/A — — —
56255
hello-uvza
SansFiction Claim
Search, discover, and manage books across multiple sources. Connect Claude, Cha…
— ○ ⏳ — — — — 81 —
56256
smantiv
Enables natural language sales analysis by connecting to a SQLite database, gen…
— ○ ⏳ — N/A N/A — — —
56257
JRWoodcock
modelmux Claim
Enables AI agents like Claude Code, Codex, and Perplexity to call each other as…
— ○ ⏳ — N/A N/A — — —
56258
owenjeon
test Claim
— ○ ⏳ — N/A N/A — 95 —
56259
hackerunner
psychopy-mcp Claim
An MCP server that enables Claude Code/Codex to directly control PsychoPy for d…
— ○ ⏳ — N/A N/A — — —
56260
MCP-Mirror
Enables AI assistants to interact with Testomat.io test management platform, al…
— ○ ⏳ — — — — 81 —
56261
ahays248
MCP server bridging Claude Code to local llama.cpp. Run local LLMs alongside Cl…
— ○ ⏳ — N/A N/A — — —
56262
kalleeh
MCP server for generating and editing images using Amazon Nova Canvas, Stable D…
— ○ ⏳ — — — — 81 —
56263
Gatyh
3D Texel Claim
Search/download 7,000+ PBR materials, HDRIs, decals, 3D assets; generate PBR ma…
— ○ ⏳ — — — — — —
56264
anhpdhe171578
Generates structured, comprehensive test cases from user stories, API specs, or…
— ○ ⏳ — N/A N/A — — —
56265
Converly-Conversion-Tracking
converly Claim
Set up and manage conversion tracking by chatting with your AI assistant.
— ○ ⏳ — — — — — —
56266
bug-breeder
upnote-mcp Claim
Enables AI agents to read and write UpNote notes locally via SQLite and URL sch…
— ○ ⏳ — N/A N/A — — —
56267
jgmcalpine
Enables MCP agents to access public SEC Form 4 insider filing data via a local …
— ○ ⏳ — N/A N/A — — —
56268
adamperna74
Enables restaurant management through natural language, allowing import of Toas…
— ○ ⏳ — N/A N/A — — —
56269
FootprintAI
Persistent, secure LXC sandbox environments for AI agents with native MCP suppo…
— ○ ⏳ — — — — — —
56270
davidtauriello
ffd-mcp Claim
Parses SEC EDGAR Exhibit 107 XBRL fee disclosures from registration statements …
— ○ ⏳ — — — — — —
56271
takeshijuan
Enables LLM applications to generate, edit, describe, upscale, remix, reframe, …
— ○ ⏳ — — — — — —
56272
molpass
liuren Claim
Enables 大六壬 divination by computing the chart (三傳, 四課, etc.) and generating a 天…
— ○ ⏳ — N/A N/A — — —
56273
adelaidasofia
Multi-workspace Linear MCP — PAT auth, 57 tools + 3 prompts, substrate enforcem…
— ○ ⏳ — N/A N/A — — —
56274
cuiheng511
FilePilot AI Claim
Local-first MCP server for safely searching, reading, summarizing, tagging, ded…
— ○ ⏳ — N/A N/A — — —
56275
userlite
MCP Director Claim
An intelligent orchestration server that routes user requests to appropriate sp…
— ○ ⏳ — N/A N/A — 95 —
56276
vshavlidze
Context-MCP Claim
Intelligent context manager for AI coding assistants that uses a three-level me…
— ○ ⏳ — N/A N/A — — —
56277
jnilrac
Paid MCP web research for agents: search, extraction, citations, and x402 payme…
— ○ ⏳ — — — — — —
56278
alex-hoyeol-choi
나만을 위한 AI 쇼핑 MCP — 상품을 자연어로 검색·비교·추천해 사용자의 효과적인 쇼핑을 돕습니다.
— ○ ⏳ — — — — — —
56279
stock-vibes
meeting-mcp Claim
AI scheduling assistant for agents. Timezone conversion, public holidays for 10…
— ○ ⏳ — — — — — —
56280
jdw2111
propraven Claim
Property intelligence: 180M+ US parcels — lookup, search, owners, hazards, perm…
— ○ ⏳ — — — — — —
56281
silly-geese
estonian-mcp Claim
An MCP server that integrates EstNLTK to provide Estonian language tools (morph…
— ○ ⏳ — — — — — —
56282
Claraxyb
Integrates Tolk compiler tools into AI assistants, enabling compilation of Tolk…
— ○ ⏳ — N/A N/A — — —
56283
yksanjo
Enables AI agents to generate dynamic game background music by analyzing game s…
— ○ ⏳ — — — — — —
56284
p-l-ta
Calendar.app Claim
List, search, and manage calendar events via macOS Calendar.app across all conf…
— ○ ⏳ — N/A N/A — — —
56285
cssllcio
Arrange your own clips and instruments into finished song structures in Ableton…
— ○ ⏳ — N/A N/A — — —
56286
automatikstudio
An AI-powered server that generates realistic, customizable customer testimonia…
— ○ ⏳ — — — — 81 —
56287
Matthew-M-King
A local MCP server that parses Robot Framework output.xml files, scores and gro…
— ○ ⏳ — N/A N/A — — —
56288
Pranav-d33
Enables natural language control of a live GNU Radio SDR flowgraph, allowing us…
— ○ ⏳ — N/A N/A — — —
56289
MCP-Mirror
Enables AI assistants to interact with Reddit by searching subreddits, retrievi…
— ○ ⏳ — — — — 81 —
56290
rob-grzesik
Full-lifecycle algorithmic trading from inside any AI assistant. Describe a str…
— ○ ⏳ — N/A N/A — 95 —
56291
ExpertVagabond
hedera-mcp Claim
Build-only Hedera (Hashgraph) MCP — 73 tools across all core services plus anal…
— ○ ⏳ — N/A N/A — — —
56292
FlowCastle
FlowCastle Claim
Build, edit, and deploy Telegram bots on FlowCastle's hosted visual flow platfo…
— ○ ⏳ — — — — — —
56293
iflow-mcp
Enables searching and analyzing real H-1B visa sponsorship data from the U.S. D…
— ○ ⏳ — — — — 81 —
56294
kongyo2
MCP server to create text posts on Zetter (z-etter.com) from any MCP host, with…
— ○ ⏳ — — — — — —
56295
superposed-labs
Fluxion Bus Claim
Enables AI agents to delegate scoped tasks across multiple providers like Codex…
— ○ ⏳ — N/A N/A — — —
56296
Competitive pricing, ads, SEO moves, launches, reviews, and daily market briefs.
— ○ — N/A N/A — 81 —
56297
vatnode
vatnode-mcp Claim
Official MCP server for **EU VAT validation** via the EU Commission's VIES serv…
— ○ ⏳ — — — — — —
56298
ngkienmkqn-wsy8
24htrack-mcp Claim
Universal package tracking for AI agents. Track packages across 30+ carriers in…
— ○ ⏳ — — — — 81 —
56299
KVMFleet
Read-only MCP server that allows AI assistants to query and monitor KVM Fleet d…
— ○ ⏳ — — — — — —
56300
VirajMishra1
Discover public AI agents, reusable recipes, and trusted benchmark evidence by …
— ○ ⏳ — — — — — —
Showing 56251–56300 of 69135 servers