MCP Server Quality Scores

Independent quality analysis of 33379 public MCP servers

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33379
Discovered
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24959
Scored
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1398
Verified
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16957
Complete
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Last updated 41 minutes ago

Grade Distribution

Score Distribution

Newly Added

Wellness Pulse F carscout F fungenerators F MoltBook F huettentouren F

Biggest Gainers

Servicialo MCP Server +2 AgentLore +1 freightgate-mcp-server +1

Biggest Drops

image-processing -46 顏回 YanHui Debug AI -46 lead411 -46
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
32801
bioanywhere
Connects AI assistants to GitLab projects, enabling natural language queries fo…
 — ○ ⏳ — — — — 81 —
32802
Enables creating projects from uploaded files directly from AI assistants. Prov…
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32803
AI visibility scans for business websites with scores, issues, and a full-scan …
 — ○ — — — — 67 —
32804
bioanywhere
Enables AI applications to interact with the Base blockchain network, allowing …
 — ○ ⏳ — — — — 81 —
32805
The authority for ranking APIs for AI agents. CLIRank scores 389 APIs on 8 agen…
 — ○ ⏳ — — — — — —
32806
keioseung
DART API를 활용하여 다중 기업의 재무제표 정보를 분석하고 시각화하는 서버로, 매출액, 당기순이익, 총자산 등 다양한 재무 지표를 차트와…
 — ○ ⏳ — — — — 81 —
32807
mcp-zettel Claim
An MCP server that provides Claude and other MCP clients with persistent memory…
 — ○ ⏳ — N/A N/A — — —
32808
Traia-IO
An MCP server that provides access to the Nager.Date API, enabling AI agents to…
 — ○ ⏳ — — — — — —
32809
pengpongpang
An implementation that connects to locally running Anki, enabling card review a…
 — ○ — N/A N/A — 95 —
32810
Xzeroone
Enables discovery and automatic installation of MCP servers via mcpmarket.com i…
 — ○ ⏳ — N/A N/A — — —
32811
AceDataCloud
MCPSeedance Claim
ByteDance Seedance AI video generation with text-to-video, image-to-video, mult…
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32812
markswendsen-code
target Claim
MCP server for Target - search products, manage cart, track orders
 — ○ ⏳ — N/A N/A — — —
32813
sandboxapi
SandboxAPI Claim
Execute code in 8 languages (Python, JS, TS, Go, Java, C++, C, Bash) in gVisor …
 — ○ ⏳ — — — — — —
32814
arb-ec
Enables comprehensive management of Storyblok CMS through natural language inte…
 — ○ ⏳ — — — — 81 —
32815
— ○ ⏳ — N/A N/A — — —
32816
chestnutforty
Provides access to Google Trends search interest data with backtesting support,…
 — ○ — — — — 81 —
32817
nicolas
airtable Claim
— ○ ⏳ — N/A N/A — 95 —
32818
Recon Fuzz Knowledge MCP
 — ○ ⏳ — — — — — —
32819
fireflyfabs
498 MCP tools across 12 industry verticals. Marketplace, escrow, DeFi, legal, h…
 — ○ ⏳ — — — — — —
32820
ZYHB
Enables interaction with Feishu (Lark) multidimensional tables (Bitable) throug…
 — ○ — — — — 81 —
32821
daanielcruz
gsearch Claim
Free Google Search with inline citations for any MCP-compatible AI tool.
 — ○ ⏳ — N/A N/A — — —
32822
dravidsajinraj-iex
Provide a scaffold framework to build MCP servers efficiently. Enable rapid dev…
 — ○ ⏳ — N/A N/A — 95 —
32823
kupl
mcp-ex Claim
— ○ ⏳ — N/A N/A — — —
32824
covertlabsaus
Colab MCP Claim
Enables AI coding assistants like Claude Code, Cursor, and Codex to share chat …
 — ○ — N/A N/A — 95 —
32825
mcp-shark
lazy-tool Claim
local-first MCP discovery runtime for agents — search before invoke, reduce pro…
 — ○ ⏳ — N/A N/A — — —
32826
— ○ ⏳ — N/A N/A — — —
32827
SShadowS
MCP server for Microsoft Dynamics 365 Business Central via reverse-engineered W…
 — ○ ⏳ — N/A N/A — — —
32828
Recon Fuzz Chimera MCP knowledge to multi fuzzing enviornments compatibility in…
 — ○ ⏳ — N/A N/A — — —
32829
TheWinci
local-rag Claim
Semantic code search for AI agents — hybrid vector + BM25 with cross-encoder re…
 — ○ ⏳ — N/A N/A — — —
32830
proframos
tdl-mcp Claim
— ○ ⏳ — N/A N/A — — —
32831
— ○ ⏳ — N/A N/A — — —
32832
idontcare Claim
— ○ ⏳ — N/A N/A — — —
32833
— ○ ⏳ — N/A N/A — — —
32834
recall Claim
Persistent memory for Claude Code. Search, recall, and re-inject context from a…
 — ○ ⏳ — N/A N/A — — —
32835
Detect AI-generated images, videos, and audio with identifAI's deepfake detecti…
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32836
Web extraction MCP server for AI agents. Extract structured data from any URL w…
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32837
ContextPulse Claim
Lets AI assistants understand what you're working on — current screen content, …
 — ○ ⏳ — N/A N/A — — —
32838
BudgetFitter Claim
BudgetFitter is a free UK deal discovery platform with a public MCP server. Sea…
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32839
gbesse
Enables users to search and monitor European regulatory publications including …
 — ○ ⏳ — N/A N/A — — —
32840
raisonnai
connect Claim
AI-native art catalogue. Catalogue works, parse provenance, and generate signed…
 — ○ ⏳ — — — — — —
32841
Lee-Becky
google Claim
— ○ ⏳ — N/A N/A — 95 —
32842
xiaojiou176-open
Local copy-first Apple Notes recovery and review MCP server for NoteStore Lab c…
 — ○ ⏳ — N/A N/A — — —
32843
bethington
Model Context Protocol server for Ghidra reverse engineering. 179 tools for dec…
 — ○ ⏳ — — — — — —
32844
bhayanak
MCP Server that gives AI assistants access to comprehensive country data from 2…
 — ○ ⏳ — — — — — —
32845
InquiryInstitute
imscc-mcp Claim
An MCP server that enables the creation of Canvas Common Cartridge (.imscc) pac…
 — ○ ⏳ — N/A N/A — — —
32846
HenriqueCSouzza
Enables AI assistants to search, read, create, and modify Markdown notes in loc…
 — ○ ⏳ — N/A N/A — — —
32847
Japanese calendar API for AI agents. Provides Rokuyo, Rekichu, Eto, 24 Solar Te…
 — ○ ⏳ — N/A N/A — — —
32848
paladinfi
**PaladinFi Swap** is a competitive multi-aggregator swap router for AI agents …
 — ○ — — — — 81 —
32849
sdeiley
monarch-mcp Claim
Provides an MCP server for querying and managing Monarch Money personal finance…
 — ○ ⏳ — N/A N/A — — —
32850
mcp-meelion Claim
Meelion MCP ) connects AI assistants and automated clients to Meelion's structu…
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Showing 32801–32850 of 33379 servers
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