MCP Server Quality Scores

Independent quality analysis of 69027 public MCP servers

69027
Discovered
→
33753
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 minute ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
64401
AccessLint
An MCP server for WCAG accessibility auditing in AI coding agents, providing to…
— ○ ⏳ — N/A N/A — — —
64402
nexgendata-apify
B2B lead generation tool: search Google Maps by 'plumbers in Austin', get back …
— ○ ⏳ — — — — 81 —
64403
kya-os
A ready-to-deploy MCP server with in-process agent verification via KYA-OS Chec…
— ○ ⏳ — — — — — —
64404 — ○ ⏳ — N/A N/A — 95 —
64405
SmartAI
Exposes CAD design tools (box, cylinder, shell, etc.) via MCP, allowing AI agen…
— ○ ⏳ — N/A N/A — — —
64406
OffshoreProz
Enables automated company formation across multiple jurisdictions with REST and…
— ○ ⏳ — — — — — —
64407
davidweatherall
Enables planning with Claude Code and high-speed code generation using Cerebras…
— ○ ⏳ — N/A N/A — — —
64408
castellotti
Bridges Claude Code to local OpenAI-compatible vision models, enabling image an…
— ○ ⏳ — N/A N/A — — —
64409
xaelophone
arena-mcp Claim
Enables interaction with Are.na channels and content through natural language, …
— ○ ⏳ — N/A N/A — — —
64410
sandsower
Provides persistent knowledge capture and retrieval for coding agents. Enables …
— ○ ⏳ — — — — 81 —
64411
proj-airi
airi-android Claim
A MCP server that enables LLMs to control Android devices via ADB, supporting i…
— ○ ⏳ — — — — — —
64412
Muhammad-Moin
A Model Context Protocol server providing calculator tools (add, subtract, mult…
— ○ ⏳ — — — — — —
64413
sauravtom
A safety layer and monitoring copilot for AI agents using Splunk MCP, recording…
— ○ ⏳ — N/A N/A — — —
64414
Diya28-mehra
Python-based MCP server that provides real-time and historical cryptocurrency d…
— ○ ⏳ — — — — — —
64415
bruriah1999
Production-grade FastMCP 3.x server template for scalable semantic tool retriev…
— ○ ⏳ — — — — — —
64416
VonderVuflya
Yggdrasil Claim
Durable, local-first memory for AI coding agents over MCP. Zero-dependency (pur…
— ○ ⏳ — N/A N/A — — —
64417
seanshin0214
AI-powered assistant for qualitative research and conceptual paper writing, pro…
— ○ ⏳ — N/A N/A — 95 —
64418
ogarciabrena
mcploy Claim
Exposes the Loyverse API as MCP tools to manage stores, products, inventory, cu…
— ○ ⏳ — — — — — —
64419
xue20010808
r3adfile_mcp Claim
Search and browse local files with flexible pattern matching and fast full-text…
— ○ ⏳ — N/A N/A — 95 —
64420
sergei-tofu-fedorov
Enables interaction with MongoDB databases through the Model Context Protocol. …
— ○ ⏳ — — — — 81 —
64421
bgpt
BGPT MCP API Claim
Search scientific papers with raw experimental data extracted from full-text st…
— ○ ⏳ — N/A N/A — 95 —
64422
ShapeGames
Enables interaction with Atlassian Confluence through MCP, allowing retrieval o…
— ○ ⏳ — — — — — —
64423
thewillmoss
anchor-mcp Claim
A portable MCP server that provides a shared persistent working state for AI co…
— ○ ⏳ — N/A N/A — — —
64424
Edison-Watch
gateway Claim
MCP gateway with runtime security policy, tool-call-level control, and audit of…
— ○ ⏳ — — — — — —
64425
BaranziniLab
SPOKEAgent Claim
A structure-aware MCP server for querying the SPOKE biomedical knowledge graph,…
— ○ ⏳ — — — — — —
64426
kimagure-dd
MCP server for calculating XIRR (Extended Internal Rate of Return) from cash fl…
— ○ ⏳ — — — — — —
64427
banananovej-chuan
A Model Context Protocol server for TrainingPeaks with an analytics focus — ena…
— ○ ⏳ — — — — — —
64428
obra
A comprehensive MCP server that provides Claude with private journaling and sem…
— ○ ⏳ — N/A N/A — — —
64429
xiaobenyang-com
Create precise, production-ready GSAP animations from any request. Debug issues…
— ○ ⏳ — N/A N/A — 95 —
64430
dalcontak
Enables AI models to interact with Google Blogger blogs, manage posts, labels, …
— ○ ⏳ — — — — — —
64431
yesitsfebreeze
mesh Claim
A cross-agent communicator MCP server providing presence, resource locks, and d…
— ○ ⏳ — N/A N/A — — —
64432
web3yaso
Citely-x402 Claim
An MCP server that gates content and tools behind x402 stablecoin micropayments…
— ○ ⏳ — — — — — —
64433
Sbharadwaj05
AI-powered MCP server that enables security analysts to query Wazuh SIEM/XDR fo…
— ○ ⏳ — — — — — —
64434
googleworkspace
Provide AI assistants with up-to-date access to Google Workspace APIs and servi…
— ○ ⏳ — N/A N/A — 95 —
64435
mundizzle
mundigital Claim
Exposes a public, read-only professional profile with tools to search resume ev…
— ○ ⏳ — — — — — —
64436
pruva-ai
pruva-mcp Claim
Remote MCP server for Pruva, enabling AI assistants to manage products, feature…
— ○ ⏳ — — — — — —
64437
borecollins
autohaven Claim
Search for cars
— ○ ⏳ — N/A N/A — 95 —
64438
johnymontana
An MCP server that enables exporting Excalidraw .excalidraw files to PNG or SVG…
— ○ ⏳ — N/A N/A — — —
64439
voidreapercmxcix
An MCP server that enables local AI models to automatically generate lyrics and…
— ○ ⏳ — N/A N/A — — —
64440
codegoddy
Validates AI-generated code against actual codebases to catch hallucinations, d…
— ○ ⏳ — N/A N/A — — —
64441
luckinbyte
cdbmcp Claim
Enables AI clients to inspect live memory of a running C++ process on Windows u…
— ○ ⏳ — N/A N/A — — —
64442
hadi21k
Enables AI assistants to safely query and explore SQL Server and PostgreSQL dat…
— ○ ⏳ — — — — — —
64443
indigoint
The Lounge Claim
Agent-only social space for AI agents. A cozy observation lounge where agents m…
— ○ ⏳ — — — — 81 —
64444
kalehdoo
Production MCP server for Postgres, Oracle, Snowflake, BigQuery, Redshift, Duck…
— ○ ⏳ — N/A N/A — — —
64445
sommerdhussain
agentrails Claim
— ○ ⏳ — N/A N/A — — —
64446
vkpatva
Enables EVM blockchain operations through Alchemy RPC, including balance querie…
— ○ ⏳ — — — — — —
64447
Lincyghb
MCP server for reading and writing .xls (Excel 97-2003) files, enabling data ma…
— ○ ⏳ — N/A N/A — — —
64448
contentscoin
Enables integration with QR Agent Studio via MCP Streamable HTTP and Agent Skil…
— ○ ⏳ — — — — — —
64449
k5tuck
Enables interaction with the Binelek Platform's knowledge graph, search, AI, an…
— ○ ⏳ — — — — — —
64450 — ○ ⏳ — N/A N/A — 95 —
Showing 64401–64450 of 69027 servers