MCP Server Quality Scores

Independent quality analysis of 69070 public MCP servers

69070
Discovered
→
33800
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 35 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
60101
imashishkh21
atlaso Claim
Open-source memory for AI agents. Conflict-flagging recall, scope-bag dispersio…
— ○ ⏳ — N/A N/A — — —
60102
geraservicesuk
Gera Prime MCP (placeholder) — Everything subscription meta-product. Launching …
— ○ ⏳ — N/A N/A — 95 —
60103
igor47
notmuchproxy Claim
Enables LLMs to search and read email from a notmuch archive, providing tools f…
— ○ ⏳ — N/A N/A — — —
60104
h053698
Enables real-time friend presence tracking and seamless game joining in Roblox.
— ○ ⏳ — N/A N/A — — —
60105
TechBloom-ai
swaggbot Claim
Transforms Swagger/OpenAPI documented APIs into conversational interfaces, enab…
— ○ ⏳ — — — — — —
60106
cargoffer
Freight marketplace MCP server for European road logistics. Search and manage f…
— ○ ⏳ — — — — — —
60107
mbk-dev
okama MCP Claim
MCP (Model Context Protocol) server that exposes the okama investment portfolio…
— ○ ⏳ — — — — — —
60108
JinyongHyun
MCP server that automatically saves summaries of AI papers or stock articles to…
— ○ ⏳ — — — — — —
60109
hmatrades
An MCP server that lets Claude analyze your TradingView charts by reading the w…
— ○ ⏳ — N/A N/A — — —
60110
samirsaci
Enables Claude Desktop to perform advanced web scraping and crawling operations…
— ○ ⏳ — N/A N/A — — —
60111
xiao-linxin
mcp-ssh Claim
An MCP server for SSH connections through JumpServer, supporting persistent ses…
— ○ ⏳ — N/A N/A — — —
60112
tryflask
Video feedback for AI agents via Flask (flask.do). Agents upload renders for hu…
— ○ ⏳ — — — — — —
60113
leegunwon9133
ttutori Claim
— ○ ⏳ — N/A N/A — 95 —
60114
transoff
puppet-ai Claim
Full computer control for AI agents on macOS — see, click, type, scroll via MCP…
— ○ ⏳ — N/A N/A — — —
60115
philtzjp
A Cypher-style MCP server that enables AI agents to query and edit an Ableton L…
— ○ ⏳ — N/A N/A — — —
60116
m2ai-mcp-servers
Loom Advisor Claim
Provides tools to list, retrieve, edit, and merge Loom screen recordings.
— ○ ⏳ — — — — — —
60117
marklechner
Provides Claude Desktop with access to Kali Linux penetration testing tools via…
— ○ ⏳ — N/A N/A — — —
60118
Averyy
A local MCP server that lets Claude delegate scoped work to Codex with structur…
— ○ ⏳ — N/A N/A — — —
60119
janmacher02-xl8y
Access SEC EDGAR financial data through your AI assistant. Search public compan…
— ○ ⏳ — — — — 81 —
60120
SupaKang
corpuskit Claim
Enables AI coding agents to search documentation and query constraints via MCP …
— ○ ⏳ — N/A N/A — — —
60121
dguerrar
Connects LLM clients to Apache Superset for querying charts, dashboards, datase…
— ○ ⏳ — — — — — —
60122
cognitivemyriad
Stale-proof repository memory with citations + just-in-time verification + TTL …
— ○ ⏳ — N/A N/A — 83 —
60123
MCP-Mirror
Enables interaction with MinIO object storage through a standardized Model-Cont…
— ○ ⏳ — — — — 81 —
60124
cmendezs
Spanish e-invoicing MCP server: VERI*FACTU, Facturae/FACe, SII, Crea y Crece B2…
— ○ ⏳ — N/A N/A — — —
60125
aturio
Search Indonesian regulations from any MCP-compatible AI assistant. Pasal.id g…
— ○ ⏳ — — — — 81 —
60126
Zhangyoupeng1996
MCP Server for COMSOL Multiphysics simulation automation via AI agents.
— ○ ⏳ — N/A N/A — — —
60127
frangoulutakenos
A hybrid MCP server that allows users to manage tasks through Claude Desktop or…
— ○ ⏳ — — — — 81 —
60128
junter1989k-ai
Korea payments for AI agents — card, KakaoPay/NaverPay, 가상계좌 via Toss Payments.…
— ○ ⏳ — — — — — —
60129
vorluno
batuta-mcp Claim
MCP server that decomposes tasks into plans with disjoint file boundaries, vali…
— ○ ⏳ — N/A N/A — — —
60130
tydeck1016
FlowMCP Claim
Cross-model AI memory persistence server that gives every AI tool you use acces…
— ○ ⏳ — — — — — —
60131
Ricii2024
Enables file reading with pagination and regex-based code search across a codeb…
— ○ ⏳ — N/A N/A — — —
60132
yashhsm
A Model Context Protocol server that enables seamless integration with Polymark…
— ○ ⏳ — — — — — —
60133
aernouddekker
mailappmcp Claim 1
MCP server for macOS Mail.app — gives Claude native email access via AppleScript
— ○ ⏳ — N/A N/A — 95 —
60134
zodromon
mcp-gen Claim
Turn your typed TypeScript functions into an MCP server — tool, resource, and p…
— ○ ⏳ — — — — — —
60135
ayatec
Provides unified access to multiple AI providers through Vercel AI Gateway, ena…
— ○ ⏳ — — — — — —
60136
Rentapad
Analyze images and videos by providing URLs or local file paths. Gain insights …
— ○ ⏳ — N/A N/A — 95 —
60137
Anurag7376
Generates custom React components following Shadcn UI standards with TypeScript…
— ○ ⏳ — N/A N/A — — —
60138
soundwaverohit
An MCP server for autonomous quantum computing research that searches arXiv, in…
— ○ ⏳ — N/A N/A — — —
60139
djcorbett96
Enables fetching and analyzing Zendesk support tickets and Help Center articles…
— ○ ⏳ — — — — — —
60140
boisvertmath
An intelligent Model Context Protocol server that enhances GitHub Copilot with …
— ○ ⏳ — N/A N/A — 95 —
60141
Baadr-IA
This MCP server demonstrates end-to-end Auth0 authentication, validating JWT to…
— ○ ⏳ — — — — — —
60142
adrianwedd
RLM-MCP Claim
Implements the Recursive Language Model pattern, enabling LLMs to process arbit…
— ○ ⏳ — N/A N/A — — —
60143
liewcc
Enables lightning-fast inference using Groq models through MCP clients, support…
— ○ ⏳ — — — — — —
60144
namjiman
ks-local-mcp Claim
Enables searching and viewing 1.89 million entries of the Seungjeongwon Ilgi an…
— ○ ⏳ — N/A N/A — — —
60145
ari310126
canvas_mcp Claim
Enables reading and writing Canvas LMS course content using browser session coo…
— ○ ⏳ — N/A N/A — — —
60146
fkrn75
rizomuv-mcp Claim
Enables natural language control of RizomUV for UV unwrapping tasks, including …
— ○ ⏳ — N/A N/A — — —
60147
iota-uz
repl-mcp Claim
A persistent Python REPL MCP server for AI agents with stateful execution, real…
— ○ ⏳ — N/A N/A — — —
60148
totalpropertysolutionspro-del
Connects Claude to Jobber to manage clients, jobs, invoices, quotes, and schedu…
— ○ ⏳ — N/A N/A — — —
60149
Artem362
Local-first memory for AI agents: SQLite FTS5, deterministic recall, no vector …
— ○ ⏳ — N/A N/A — — —
60150
support-weatherai
WeatherAI.io gives Claude Desktop, Cursor, Windsurf, and any MCP-compatible AI …
— ○ ⏳ — — — — 81 —
Showing 60101–60150 of 69070 servers