MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

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54421
Discovered
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29768
Scored
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2112
Verified
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16952
Complete
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Last updated 1 hour, 29 minutes ago

Grade Distribution

Score Distribution

Newly Added

AppGoblin - App Store ASO & App Intel F Mathematical Programming Solver F Melvea Local Honey Discovery F trial-overdue F recall-risk F

Biggest Gainers

Stocklake — AI Stock Intelligence +44 Google Analytics (unofficial) +42 data-enrichment +42

Biggest Drops

Serverless-DB-Oracle -46 civilquants -4 GoCreative Agent API -3
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
52401
tobyandrews1985
Basketeer Claim
Personal UK Tesco grocery account over MCP: search, basket, slots, orders, and …
 — ○ ⏳ — N/A N/A — — —
52402
holiday-forever
Interactive photo gallery widget for a single Airbnb listing with price, rating…
 — ○ ⏳ — — — — — —
52403
mdyahhya
Public read-only MCP HTTP gateway for the Solapur software developers registry.
 — ○ ⏳ — — — — — —
52404
groupdocs-viewer
MCP server for GroupDocs.Viewer — render pages as PNG and inspect view info via…
 — ○ ⏳ — N/A N/A — — —
52405
hezeclark
devkits Claim
12 local developer tools: JSON, Base64, JWT, regex, hash, UUID, Markdown, diff,…
 — ○ ⏳ — N/A N/A — 95 —
52406
fastmcp-me
MCP Ollama Claim
Integrates Ollama's local AI models with MCP clients, enabling listing models, …
 — ○ ⏳ — N/A N/A — — —
52407
ipogrid
Hosted MCP server for filing-driven IPO research, market snapshots, SEC filing …
 — ○ ⏳ — — — — 81 —
52408
CSOAI-ORG
Agent data residency + GDPR Chapter V transfer-basis runtime guard. Programmati…
 — ○ ⏳ — — — — — —
52409
malkreide
MCP server for querying Swiss environmental research data from WSL/EnviDat, inc…
 — ○ ⏳ — — — — — —
52410
CSOAI-ORG
care-home-scheduling-mcp for domiciliary opticians
 — ○ ⏳ — N/A N/A — — —
52411
xLydianSoftware
XLMCP Claim
Enables Claude Code to interact with Jupyter notebooks, perform semantic search…
 — ○ ⏳ — — — — — —
52412
VLab-Software
MCP server and EasyEDA Pro extension bridge for live project assistance.
 — ○ ⏳ — N/A N/A — — —
52413
cgallic
connorgallic Claim
Query Connor Gallic's profile, products (KaiCalls, Kai CMO, Build with Kai), an…
 — ○ ⏳ — — — — — —
52414
josuekongolo
Provides comprehensive Norwegian business intelligence through Brønnøysund and …
 — ○ ⏳ — — — — 81 —
52415
Yoshyaes
SEO MCP server for creators. Ranks Google Search Console opportunities by ad re…
 — ○ ⏳ — N/A N/A — — —
52416
baekjoohoon
Helps school, academy, kindergarten, and club operators quickly generate notice…
 — ○ ⏳ — — — — — —
52417
GeekMai90
Agent-friendly CLI and MCP server for TickTick and Dida365 task management APIs…
 — ○ ⏳ — — — — — —
52418
Browse Power BI workspaces, run DAX queries, and page through large results.
 — ○ ⏳ — N/A N/A — 81 —
52419
OpenOSINT
OpenOSINT Claim
AI-powered OSINT agent & MCP server. 16 tools: email, breach, IP, WHOIS, DNS, S…
 — ○ ⏳ — N/A N/A — — —
52420
LZMW
md-graph Claim
MCP server that enables full-text search and link navigation over Markdown file…
 — ○ ⏳ — N/A N/A — — —
52421
gareth
reflag Claim
— ○ ⏳ — N/A N/A — 95 —
52422
kevinjung
mcp-sever Claim
— ○ ⏳ — N/A N/A — 95 —
52423
imashishkh21
atlaso Claim
Open-source memory for AI agents. Conflict-flagging recall, scope-bag dispersio…
 — ○ ⏳ — N/A N/A — — —
52424
ruchy-mcp Claim 2
MCP server for Ruchy: code analysis, scoring, linting, formatting, and transpil…
 — ○ ⏳ — N/A N/A — 81 —
52425
@sknellutla919
mcp-test-fucntions ⚡ Claim
— ○ ⏳ — N/A N/A — 95 —
52426
hrmtz
A personal memory MCP server that ingests AI agent conversation logs from multi…
 — ○ ⏳ — N/A N/A — 95 —
52427
lalitsuryan
Enables AI assistants to manage documents, query knowledge graphs, and perform …
 — ○ ⏳ — N/A N/A — — —
52428
raghavharness
Persistent SSH sessions for AI assistants, enabling long-running remote shell c…
 — ○ ⏳ — N/A N/A — — —
52429
kevinpez
Enables natural language management of MikroTik routers through Cursor IDE by t…
 — ○ ⏳ — — — — — —
52430
kevinrobberts
TestMCP Claim
A Python MCP server that provides a tool called addNumbers for mathematical ope…
 — ○ ⏳ — N/A N/A — 95 —
52431
biocontext-ai
An MCP server for searching and accessing RNA sequencing datasets from the Euro…
 — ○ ⏳ — — — — — —
52432
servosity
Xero MCP Claim
Every Xero Accounting read plus a local SQLite ledger - aging, reconciliation…
 — ○ ⏳ — N/A N/A — — —
52433
kessenma
An MCP server for tailing Re.Pack/Rspack dev server logs. Enables AI assistants…
 — ○ ⏳ — N/A N/A — — —
52434
SolHunt
Solana wallet health analysis platform and top-notch dev tool. Helps people and…
 — ○ ⏳ — N/A N/A — 95 —
52435
hello-vjvd
Bespoke cricket travel specialist with two decades of experience. Search tours,…
 — ○ ⏳ — N/A N/A — 95 —
52436
brian-mitchell-sec
Sandbox workspace tools: search, file read, DB queries, integrations. Returns s…
 — ○ ⏳ — — — — — —
52437
YimingYAN
Enables Gmail label management with tools to list, create, delete labels, and m…
 — ○ ⏳ — N/A N/A — — —
52438
open-pgx
openpgx Claim
Enables AI-driven pharmacogenomic analysis by querying structured genetic varia…
 — ○ ⏳ — — — — — —
52439
satish.reddy
— ○ ⏳ — N/A N/A — 95 —
52440
CSOAI-ORG
String Utils Ai tools for AI agents. Capabilities: slugify, camel to snake, tru…
 — ○ ⏳ — N/A N/A — — —
52441
Akhilucky
Multi-agent LLM security layer detecting prompt injection and jailbreaks.
 — ○ ⏳ — N/A N/A — — —
52442
pipeworx-io
Enables querying Yu-Gi-Oh! TCG card data, such as card information, sets, and p…
 — ○ ⏳ — — — — — —
52443
clauxel
Remote MCP for MCP consent scope receipt, structured receipts, audit logs, and …
 — ○ ⏳ — — — — — —
52444
getaiready
AST-aware TypeScript/JavaScript codebase exploration for AI agents, providing h…
 — ○ ⏳ — N/A N/A — — —
52445
glommer
cachebro Claim
Provides file caching and diff tracking for AI coding agents, reducing token us…
 — ○ ⏳ — N/A N/A — — —
52446
Adamovskiy
test Claim
— ○ ⏳ — N/A N/A — 95 —
52447
MCP server providing Playwright test generation wizard with intelligent prompts…
 — ○ ⏳ — N/A N/A — 81 —
52448
Eclipse-XV
See setup blow. Enable AI agents to interact with Twitch streams by sending cha…
 — ○ ⏳ — N/A N/A — 95 —
52449
SocialAPI-AI
socialapi Claim 1
MCP server for SocialAPI — manage social media comments, DMs, reviews, and ment…
 — ○ ⏳ — N/A N/A — 83 —
52450
akshat-ilen
vyazen Claim
— ○ ⏳ — N/A N/A — 95 —
Showing 52401–52450 of 54421 servers
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