MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

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30006
Discovered
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24039
Scored
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1224
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16961
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Last updated 2 weeks, 4 days ago

Grade Distribution

Score Distribution

🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
26151
dminhk
Serves as a Model Context Protocol server that provides tools to look up Amazon…
 — ○ ⏳ — N/A N/A — 95 —
26152
smartbookingofc
Retrieve your Smart Booking appointments with structured access. Filter by day,…
 — ○ ⏳ — N/A N/A — 95 —
26153
Track Amazon product data and monitor Trustpilot company reviews. Get pricing, …
 — ○ ⏳ — — — — — —
26154
georgetso
MCP Memory Claim 1
An MCP server that gives AI assistants (like Cursor, Claude, Windsurf) the abil…
 — ○ — — — — 81 —
26155
Octid-io
Agentic AI instruction encoding. 86.8% smaller than JSON. Inference-free decode…
 — ○ ⏳ — — — — — —
26156
seanshin0214
AI-powered assistant for qualitative research and conceptual paper writing, pro…
 — ○ — N/A N/A — 95 —
26157
bshivarthyai
navanithmcp Claim
— ○ — N/A N/A — 95 —
26158
ugobe007
AI-powered BESS quoting & energy sales intelligence for Claude and any MCP clie…
 — ○ ⏳ — — — — — —
26159
google_calendar
— ○ — N/A N/A — 95 —
26160
PreClick: An MCP-native URL preflight security scanning service for autonomous …
 — ○ ⏳ — — — — — —
26161
VS29081 Claim
— ○ ⏳ — N/A N/A — — —
26162
fikrimastor
A CloudFlare Workers-based MCP server that provides semantic memory and journal…
 — ○ — — — — 81 —
26163
hha-nguyen
Enables interaction with Huly workspaces via WebSocket API to manage projects a…
 — ○ ⏳ — — — — 81 —
26164
WuChaoli
Enables AI agents to interact with Wolai knowledge bases to read, write, and se…
 — ○ ⏳ — — — — — —
26165
bhayanak
MCP Server that gives AI assistants access to comprehensive country data from 2…
 — ○ ⏳ — — — — — —
26166
bhayanak
Server for SonarQube Give AI assistants direct access to your code quality, sec…
 — ○ ⏳ — — — — — —
26167
acedatacloud-mcp
MCP Suno Claim
AI Music Generation — generate songs, lyrics, covers, remixes, and manage audio…
 — ○ ⏳ — — — — — —
26168
bhayanak
Give your AI assistant access to the entire Pokémon universe
 — ○ ⏳ — — — — — —
26169
bhayanak
It Integration for MinIO / S3-compatible object storage, providing AI assistant…
 — ○ ⏳ — — — — — —
26170
bhayanak
Server that gives AI assistants structured access to the Nobel Prize API v2.1. …
 — ○ ⏳ — — — — — —
26171
JigsawStack
Detect Objects using JigsawStack's AI Models.
 — ○ — N/A N/A — 95 —
26172
gksdjf1690
post-server Claim
— ○ — N/A N/A — 95 —
26173
bhayanak
Global weather intelligence for AI assistants providing 10 weather tools — fore…
 — ○ ⏳ — — — — — —
26174
pbidhjorvar
Enables secure, read-only access to the Payday API through Claude Desktop with …
 — ○ ⏳ — — — — 81 —
26175
rshivamrapid
test Claim
— ○ — N/A N/A — 95 —
26176
KiritaniAyaka
test Claim
— ○ ⏳ — N/A N/A — 95 —
26177
sachitrafa
YourMemory Claim
YourMemory is an MCP server that uses biological forgetting curves to automatic…
 — ○ ⏳ — — — — — —
26178
AI visibility monitoring. 23 tools, 8 LLM platforms, Magic Link auth. Free tier.
 — ○ ⏳ — — — — — —
26179
AI memory with 53 tools. Knowledge Graph, semantic search, Magic Link auth. Fre…
 — ○ ⏳ — — — — — —
26180
AllTerrainDeveloper
Find skilled tradespeople in Spain — fontaneros, electricistas, pintores, cerra…
 — ○ ⏳ — N/A N/A — — —
26181
Search Redfin property listings and get comprehensive property details. Filter …
 — ○ ⏳ — — — — — —
26182
Mibayy
token-savior Claim
Structural codebase MCP server — navigate and edit code by symbol name, not raw…
 — ○ ⏳ — N/A N/A — — —
26183
jmagar
A comprehensive Model Context Protocol server that bridges LLMs with self-hoste…
 — ○ ⏳ — — — — 81 —
26184
whit3rabbit
SpecForged Claim
Create and evolve clear software specifications from requirements and design to…
 — ○ — N/A N/A — 95 —
26185
JaxsonWang
Provides semantic search over ScriptingApp documentation by converting Markdown…
 — ○ — — — — 81 —
26186
stevenayl
A server that provides AI assistants programmatic control of Safari browser on …
 — ○ — N/A N/A — 95 —
26187
oregpt
Enables AI agents to interact with GitLab repositories, monitor documentation c…
 — ○ ⏳ — — — — 81 —
26188
varunajaytawde28-design
Axiom-hub Claim
Persistent decision memory and contradiction detection for AI coding agents. En…
 — ○ ⏳ — N/A N/A — — —
26189
daedalus
MCP server that exposes a Telegram bot
 — ○ ⏳ — N/A N/A — — —
26190
dgtalquantumleap-ai
Generate legal documents for 18 jurisdictions. 27 types: NDA, contracts, tenanc…
 — ○ ⏳ — N/A N/A — — —
26191
theagoralabs
theagora Claim
AI agent marketplace. 27 tools for buying and selling services with atomic escr…
 — ○ — N/A N/A — 83 —
26192
tomoyasu-sasaki
Expo MCP Server Claim 1
A Model Context Protocol server designed to streamline Expo and React Native de…
 — ○ — N/A N/A — 95 —
26193
Rekl0w
Discovers, inspects, and executes requests against OpenAPI or Swagger APIs dire…
 — ○ ⏳ — — — — — —
26194
Search Redfin real estate listings with filters and get full property details i…
 — ○ ⏳ — — — — — —
26195
everford
Fetcher MCP Claim
A server that allows fetching web page content using Playwright headless browse…
 — ○ — N/A N/A — 95 —
26196
linh1306
An open-source MCP server that provides AI agents with advanced PostgreSQL capa…
 — ○ — — — — 81 —
26197
zackbissell
A server that acts as a bridge between Claude and local Xcode projects, enablin…
 — ○ — N/A N/A — 95 —
26198
globau
Model Context Protocol server for Firefox DevTools - enables AI assistants to i…
 — ○ — N/A N/A — 95 —
26199
getjavelin
ramparts ⚡ Claim
A comprehensive security scanner for MCP servers with YARA rules and static ana…
 — ○ — — — — 86 —
26200
Search arXiv preprints and Google Scholar for academic papers. Find research ac…
 — ○ ⏳ — — — — — —
Showing 26151–26200 of 30006 servers
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