MCP Server Quality Scores

Independent quality analysis of 59785 public MCP servers

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59785
Discovered
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29911
Scored
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2112
Verified
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16953
Complete
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Last updated 2 hours, 11 minutes ago

Grade Distribution

Score Distribution

Newly Added

DeskCrew F Checkmails — Email Verification F portfolio F Siglume MCP Gateway F AFD Knowledge F

Biggest Gainers

DoorProfit Crime & Neighborhood Data +51 zobrx +40 library +9

Biggest Drops

Fintel Discovery — Financial Intelligence for AI Agents -7 zooidfund -6 370.ai — AI Gateway: Video (Seedance 2.0, Wan, HappyHorse), Image, Speech + 100+ Chat Models -6
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
59751
AIWerk
Shopify Admin GraphQL API: products, orders, customers, inventory, and more (re…
 — ○ ⏳ — N/A N/A — — —
59752
F43nris
An MCP server for searching Sparkasse bank branches and ATMs by location, with …
 — ○ ⏳ — — — — — —
59753
hckhanh
Gitlab Utils Claim
Extend your GitLab workflows with additional utilities to enhance productivity …
 — ○ ⏳ — N/A N/A — 95 —
59754
BrunonXU
Enables AI assistants to search real content from Xiaohongshu and Zhihu, suppor…
 — ○ ⏳ — N/A N/A — — —
59755
kineticadb
Exposes tools and resources for interacting with Kinetica's database, SQL-GPT c…
 — ○ ⏳ — — — — — —
59756
fildb
Enables AI agents to discover, purchase, and query blockchain-based datasets us…
 — ○ ⏳ — — — — 81 —
59757
Aarekaz
Metro MCP Claim
A unified MCP server for US transit systems, supporting Washington DC Metro and…
 — ○ ⏳ — — — — — —
59758
arc119226
mcp-tools Claim
A collection of simple, practical MCP servers that require zero configuration, …
 — ○ ⏳ — N/A N/A — — —
59759
mstampfer
A Model Context Protocol (MCP) server that provides comprehensive Jupyter noteb…
 — ○ ⏳ — N/A N/A — — —
59760
jdalethoughtbox
thoughts Claim
An MCP server that provides read access to your cloud storage providers, bank a…
 — ○ ⏳ — — — — — —
59761
Qiuerjun
An MCP server for 7-Zip archive operations (list, extract, create) with dual-en…
 — ○ ⏳ — N/A N/A — — —
59762
mimerlxd
Enables semantic search and management of development knowledge including globa…
 — ○ ⏳ — — — — 81 —
59763
dmarsters
Generates formal string diagram visualizations of Lushy brick compositions, ena…
 — ○ ⏳ — N/A N/A — — —
59764
jessicayanwang
Fetch latest and historical currency exchange rates from Frankfurter. Convert a…
 — ○ ⏳ — N/A N/A — 95 —
59765
info-kk33
## AskMia eSIM MCP Server AskMia MCP Server enables AI agents to search and se…
 — ○ ⏳ — — — — 81 —
59766
AppliedEllipsis
Provides AI-powered search, web search, image search, video search, news search…
 — ○ ⏳ — — — — — —
59767
mcpslim
notion-slim Claim
A token-optimized MCP server for Notion that reduces context window usage by 73…
 — ○ ⏳ — — — — — —
59768
MingGH
封装豆包 Seedream 图像生成模型为 MCP 服务，支持文生图、图生图、组图及联网搜索生图，部署在 Cloudflare Workers 上
 — ○ ⏳ — — — — — —
59769
caleb-overbay4
Enables AI-driven interaction with Twilio call services, including initiating o…
 — ○ ⏳ — — — — — —
59770
AgiFlow
OpenSkill Claim
An MCP server that makes Anthropic Skills universally accessible across coding …
 — ○ ⏳ — N/A N/A — — —
59771
TrackerXXX23
Persistent development memory server that automatically captures and organizes …
 — ○ ⏳ — N/A N/A — 95 —
59772
Ismail-2001
Provides a secure, schema-aware PostgreSQL database agent for LLMs, enabling na…
 — ○ ⏳ — — — — — —
59773
MCP-Mirror
bonk-mcp Claim
Enables interaction with the LetsBonk launchpad on Solana blockchain to launch …
 — ○ ⏳ — — — — 81 —
59774
AgentAnycast
Enables AI tools to discover, communicate with, and orchestrate AI agents over …
 — ○ ⏳ — — — — — —
59775
zoharbabin
Production-grade MCP server for web search (Google, Brave, Serper, SearXNG, Sea…
 — ○ ⏳ — — — — — —
59776
karimsamir897
A remote MCP server that can be deployed on Cloudflare Workers, using OAuth aut…
 — ○ ⏳ — — — — — —
59777
kerbart
A secure MCP server for network diagnostics, providing tools like ping, tracero…
 — ○ ⏳ — — — — — —
59778
tina4stack
Enables Claude to compile, run, and interact with Pascal/Delphi desktop applica…
 — ○ ⏳ — N/A N/A — — —
59779
bollam1818
A demonstration MCP server that provides calculator tools for arithmetic operat…
 — ○ ⏳ — N/A N/A — 95 —
59780
haf
mcp Claim
MCP-native AI SRE: ask what's broken in production, get a reviewed GitHub fix P…
 — ○ ⏳ — — — — — —
59781
akashdeep01
Provides intelligent guidance for EMR cluster management, configuration recomme…
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59782
mvavassori
Provides a comprehensive set of mathematical functions as MCP tools, enabling l…
 — ○ ⏳ — N/A N/A — — —
59783
MitchellGulledge3
Provides investigation tools for Cloudflare CCF data in Microsoft Sentinel, ena…
 — ○ ⏳ — N/A N/A — — —
59784
leon4652
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
 — ○ ⏳ — N/A N/A — — —
59785
BLD933
Enables AI agents to interact with QGIS, supporting project management, layer i…
 — ○ ⏳ — N/A N/A — — —
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