MCP Server Quality Scores

Independent quality analysis of 69236 public MCP servers

69236
Discovered
→
33911
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 54 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
46651
nerdydata
mcp Claim
Search websites by source code, technology stack, analyze domains, and download…
— ○ ⏳ — N/A N/A — 83 —
46652
Desearch-ai
Desearch AI Claim
Enable real-time AI-powered search capabilities including Twitter (X) and web s…
— ○ ⏳ — N/A N/A — 95 —
46653
blinkingbit-oss
execkit Claim
Stateful, structured, auditable shell sessions for AI agents over local, SSH, a…
— ○ ⏳ — N/A N/A — — —
46654
crustapi
Live Google + public LinkedIn data: search, maps, profiles, companies, jobs. Pa…
— ○ ⏳ — N/A N/A — — —
46655
BoonieX
Model Context Protocol server for Telegram. Let AI read, search, send, and forw…
— ○ ⏳ — — — — — —
46656
sarveshtalele
A self-hostable MCP server that turns a folder of skills into callable tools vi…
— ○ ⏳ — — — — — —
46657
utilsforagents
A suite of essential utility tools for AI agents, featuring clean HTML-to-Markd…
— ○ ⏳ — — — — 81 —
46658
ViGi-P
lucide-mcp Claim
Enables searching Lucide icons by keyword tags, returning best-matching icon na…
— ○ ⏳ — N/A N/A — — —
46659
ellettie
Enables AI assistants to access real-time iRacing telemetry, race information, …
— ○ ⏳ — N/A N/A — — —
46660
Spaceinvaderz
MCP server for the FreeFeed social network API. Enables reading timelines, post…
— ○ ⏳ — — — — — —
46661
Vistazo Claim 1
An analytics workspace where teams and agents collaborate to build dashboards a…
— ○ — — — — 67 —
46662
zz6zz666
Enables agent-style remote development over SSH with file operations and comman…
— ○ ⏳ — N/A N/A — — —
46663
patrickfreyer
Enables LLMs to directly query and interact with Snowflake databases, supportin…
— ○ ⏳ — — — — — —
46664
DrishtantKaushal
Model Context Protocol server for Langfuse observability. Query traces, analyze…
— ○ ⏳ — — — — — —
46665
chirpephippiorhynchus804
Provides persistent local memory for AI assistants using SQLite and semantic se…
— ○ ⏳ — N/A N/A — — —
46666
ruandwrd
Enables LLMs to fetch and process web page contents by providing tools to retri…
— ○ ⏳ — — — — — —
46667
kht6163
Enables code analysis of JavaScript, TypeScript, TSX, Python, and Rust files us…
— ○ ⏳ — N/A N/A — — —
46668
UniProt MCP Claim 1
Read-only UniProtKB via MCP (entries, sequences, features, GO, taxonomy, ID map…
— ○ — N/A N/A — 81 —
46669
RenanMiqueloti
A general-purpose MCP server with utility tools including datetime information,…
— ○ ⏳ — N/A N/A — — —
46670
ManishMaurya22
Enables natural language Kubernetes cluster operations, SLO monitoring, and Pro…
— ○ ⏳ — — — — — —
46671
GuruPDF
GuruPDF Claim
Convert, compress & merge PDFs and 100+ file formats from any AI agent. By Guru…
— ○ ⏳ — N/A N/A — — —
46672
team23gm
Honest monetary data for AI agents. Inflation, M2 vs CPI, Bitcoin vs dollar. No…
— ○ ⏳ — N/A N/A — — —
46673
datdtpl-maker
Enables AI agents to automate product listing on Shopee via the Shopee Open Pla…
— ○ ⏳ — — — — — —
46674
Veloce-AI
SQLMind Claim
An MCP server that provides SQL generation, validation, transpilation, and sche…
— ○ ⏳ — — — — — —
46675
signaltech-org
Discover and call every paid API on the bolthub marketplace with automatic L402…
— ○ ⏳ — N/A N/A — — —
46676
DenUsenko
Connects Claude Desktop to real-time stock market data via Finnhub API, enablin…
— ○ ⏳ — — — — — —
46677
anomal3
Local, free MCP server for brand logo search and shadcn/ui component search & s…
— ○ ⏳ — N/A N/A — — —
46678
nycsav
geo-audit Claim
Evaluates any website's AI visibility with 15 checks across crawlability, struc…
— ○ ⏳ — N/A N/A — — —
46679
vinicius
clockify_mcp Claim
— ○ ⏳ — N/A N/A — 95 —
46680
Agostynah
Wraps GitLab Duo CLI as an MCP tool for code review, enabling agents to get str…
— ○ ⏳ — N/A N/A — — —
46681
EmmaKingDev
Enables AI assistants to answer questions about Finnish social benefits (Kela) …
— ○ ⏳ — — — — — —
46682
michelfritzschjoin
Enables AI assistants to seamlessly interact with Microsoft 365 services throug…
— ○ ⏳ — N/A N/A — — —
46683
toddschilling
Helps AI agents answer XCS221 course logistics questions (e.g., deadlines, paci…
— ○ ⏳ — — — — — —
46684
vgiri2015
An MCP server that optimizes Apache Spark code using Claude AI, providing intel…
— ○ ⏳ — — — — — —
46685
Kartikk-26
Enables AI agents to build real-time knowledge graphs using Zep's Graphiti memo…
— ○ ⏳ — — — — — —
46686
elevanaltd
Enables structured multi-perspective debates with Wind (explore), Wall (constra…
— ○ ⏳ — — — — — —
46687
linkguard-mcp Claim 1
Backlink tools for AI assistants: redirect, Google index, and backlink health c…
— ○ — N/A N/A — 69 —
46688
alpadalar
A comprehensive MCP server for managing Active Directory environments through L…
— ○ ⏳ — — — — — —
46689
xiexiajiao
HiveServer2 MCP Claim 1
A MCP server that allows users to interact with HiveServer2 through an API inte…
— ○ ⏳ — N/A N/A — 95 —
46690
iprashantraj
Discord MCP server with 46 tools for channels, messages, forums, webhooks, memb…
— ○ ⏳ — N/A N/A — 95 —
46691
shivam-singh-au17
Provides AI assistants with read-only access to AWS CloudWatch Logs for product…
— ○ ⏳ — N/A N/A — — —
46692
Lloydm15
Mevoric Claim
Unified memory and agent bridge for Claude Code, enabling cross-tab messaging, …
— ○ ⏳ — — — — — —
46693
beneb89
changegamer Claim
Agent-first resource directory for AI agents: protocols, security, RAG, memory,…
— ○ ⏳ — — — — — —
46694
nick-timms
mcp-server Claim
AI-powered email & WhatsApp for teams — manage your shared inbox from Claude, C…
— ○ ⏳ — N/A N/A — — —
46695
abhijeetgiram
Manages student leave requests and approvals, integrated with GitHub Copilot fo…
— ○ ⏳ — N/A N/A — — —
46696
zjandrew
Enables natural language-driven speech synthesis using Fish Audio's Text-to-Spe…
— ○ ⏳ — — — — — —
46697
EmiyaKatuz
Transcribe and understand local audio/video with CrispASR and local models only.
— ○ ⏳ — N/A N/A — — —
46698
MSKazemi
mcp-zenodo Claim
A comprehensive MCP server for interacting with Zenodo records, enabling search…
— ○ ⏳ — — — — — —
46699
none298-dotcom
Read-only MCP server: AI agents read your live MyLinedChart desktop chart conte…
— ○ ⏳ — N/A N/A — — —
46700
Patrick-321
An MCP server optimized for user profile and audience data synchronization task…
— ○ ⏳ — N/A N/A — — —
Showing 46651–46700 of 69236 servers
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