MCP Server Quality Scores

Independent quality analysis of 69153 public MCP servers

69153
Discovered
→
33861
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 15 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
53901
DanielBirk04
capus Claim
Persona-driven LLM agent testing for macOS and web apps through a local MCP dae…
— ○ ⏳ — N/A N/A — — —
53902
arturseo-geo
An MCP server for analyzing Googlebot vs AI crawler parity from Nginx access lo…
— ○ ⏳ — N/A N/A — — —
53903
wyre-technology
spanning-mcp Claim
MCP server for Spanning Cloud Backup — M365/GWS/Salesforce SaaS backup, restore…
— ○ ⏳ — — — — — —
53904
jaygaha
Provides real-time pollen level alerts and hayfever mitigation tips using the A…
— ○ ⏳ — N/A N/A — — —
53905
Woodman97
Pay-per-task AI agent for writing, research, code, DeFi & blockchain. Pay in US…
— ○ ⏳ — — — — — —
53906
george-mellow
Spotter-SAST Claim
Enterprise-grade MCP server for static application security testing with multi-…
— ○ ⏳ — N/A N/A — — —
53907
fzlzjerry
uniprot-mcp Claim
MCP server that exposes the UniProt REST API to LLM clients, enabling search an…
— ○ ⏳ — — — — — —
53908
pandaconceptventures
Enables Claude AI to extract transcripts from YouTube videos with zero local se…
— ○ ⏳ — — — — — —
53909
summitmktg
PodMaster Claim
Local podcast transcription, embedding, and semantic search with an MCP server …
— ○ ⏳ — N/A N/A — — —
53910
E-ditital1000
kolokwa_connect ⚡ Claim
— ○ ⏳ — N/A N/A — 95 —
53911
BASHBOP
Òtítọ́ Claim
Deterministic local repository context, impact analysis, and merge-readiness ev…
— ○ ⏳ — N/A N/A — — —
53912
MemoriLabs
mcp-memori Claim
With Memori's MCP server, your agent can retrieve relevant memories before answ…
— ○ ⏳ — — — — 81 —
53913
ahmedselimmansor-ctrl
Enables AI assistants to manage Alibaba Cloud resources via natural language, w…
— ○ ⏳ — — — — — —
53914
Zxyy-mo
Enables safe repository inspection and Docker-sandboxed command execution via M…
— ○ ⏳ — — — — — —
53915
kamrenkennedy
imessage-mcp Claim
Connects Claude Desktop to iMessage on macOS, enabling reading conversations, s…
— ○ ⏳ — N/A N/A — — —
53916
Vedhasagaran
An MCP server that enables AI assistants to interact with the DhanHQ trading pl…
— ○ ⏳ — — — — — —
53917
dirkhh
Exposes real-time ADS-B aircraft data from a feeder, enabling natural language …
— ○ ⏳ — N/A N/A — — —
53918
trendsmcp
Provides Wikipedia page view trend data including spike detection, historical t…
— ○ ⏳ — — — — — —
53919
runapi-ai
MCP server for the Gemini Omni model line, enabling task creation (audio, chara…
— ○ ⏳ — — — — — —
53920
jacobmentalconstruct
An MCP server that exposes a suite of developer tools and apps via a shared too…
— ○ ⏳ — N/A N/A — — —
53921
emily397
Enables B2B research by finding verified work emails, extracting contacts, dete…
— ○ ⏳ — — — — — —
53922
RHMDHDYT
Enables interaction with Google Chat via MCP using the internal Dynamite API, a…
— ○ ⏳ — N/A N/A — — —
53923
hemichaeli
AI-powered MCP server for analyzing pinuy-binuy (urban renewal) real estate pro…
— ○ ⏳ — — — — — —
53924
trinknx
Exposes Amazon Selling Partner API tools for sellers to manage orders, inventor…
— ○ ⏳ — — — — — —
53925
AliAkhtari78
Public Spotify metadata, lyrics and podcasts for LLM agents. No API key, read-o…
— ○ ⏳ — N/A N/A — — —
53926 — ○ ⏳ — N/A N/A — 95 —
53927
tumourlove
Provides build diagnostics and editor log tools for Unreal Engine AI developmen…
— ○ ⏳ — N/A N/A — — —
53928
olk
mem0-mcp Claim
MCP protocol server exposing Mem0 AsyncMemory API for AI agent context retention
— ○ ⏳ — — — — — —
53929
nananek
so-dsc Claim
Enables AI assistants to remotely control Sony DSC cameras via the Camera Remot…
— ○ ⏳ — N/A N/A — — —
53930
eggyShrimp
Enables browsers to act as MCP servers by relaying tools, resources, and prompt…
— ○ ⏳ — — — — — —
53931
musel25
A template to deploy a remote MCP server on Cloudflare Workers without authenti…
— ○ ⏳ — — — — — —
53932
aws-samples
A comprehensive toolkit for deploying production-ready Generative AI infrastruc…
— ○ ⏳ — N/A N/A — 95 —
53933
lvmp
Provides Flutter best practices, code analysis, and state management recommenda…
— ○ ⏳ — N/A N/A — — —
53934
hanyeol
Docker Compose for AI workflows. Define AI agents, RAG pipelines, MCP servers, …
— ○ ⏳ — N/A N/A — — —
53935
gabriel-tbc
An MCP server that reads test reports and provides regression analysis tools fo…
— ○ ⏳ — N/A N/A — — —
53936
toreis-up
Enables deploying a remote MCP server on Cloudflare without authentication, all…
— ○ ⏳ — — — — — —
53937
JinNing6
tiangong-mcp Claim
An MCP server for the TianGong platform, enabling users to forge, share, and cu…
— ○ ⏳ — — — — — —
53938
cyrilpanicker
genai-lab Claim
Exposes tools for semantic search and RAG-based Q\&A from a local knowledge bas…
— ○ ⏳ — N/A N/A — — —
53939
LinkupPlatform
Enables AI assistants and development tools to perform intelligent web searches…
— ○ ⏳ — — — — — —
53940
zerolatency
Persistent memory MCP server for AI agents — hybrid semantic recall, multi-agen…
— ○ ⏳ — — — — 81 —
53941
Eyalm321
MCP server for hyperpanes terminal workspace app, enabling AI agents to compose…
— ○ ⏳ — N/A N/A — — —
53942
zcalo
Connects MCP-compatible coding agents to a hosted Test Maze instance for verify…
— ○ ⏳ — — — — — —
53943
WonderCV
ClawHire MCP Claim
An employer-facing MCP server that enables hiring managers to post jobs, search…
— ○ ⏳ — — — — 81 —
53944
xiguawang
MCP server for reading WeChat public account articles by reusing authenticated …
— ○ ⏳ — N/A N/A — — —
53945
FamilyLore Claim 1
Reads handwritten family letters in old scripts and translates them, with notes…
— ○ — — — — 67 —
53946
elber-code
Generates and transforms Expo assets (icons, splash, adaptive icons) from sourc…
— ○ ⏳ — N/A N/A — — —
53947
dinesh36
Enables interactive chat with AI models via Anthropic API, with controlled file…
— ○ ⏳ — N/A N/A — — —
53948
ylz201
keyvault Claim
Enables AI agents to securely manage API keys and secrets via the MCP protocol,…
— ○ ⏳ — N/A N/A — — —
53949
tabbykat113
ksp-mods-mcp Claim
MCP server for searching Kerbal Space Program mods from the CKAN index, with to…
— ○ ⏳ — N/A N/A — — —
53950
liyq0307
MySQLMCP Claim
A high-performance MySQL database MCP server providing 29 professional tools fo…
— ○ ⏳ — N/A N/A — — —
Showing 53901–53950 of 69153 servers