MCP Server Quality Scores

Independent quality analysis of 69153 public MCP servers

69153
Discovered
→
33849
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 58 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
54501
malci6464
A remote MCP server deployed on Cloudflare Workers that provides Cloudflare obs…
— ○ ⏳ — — — — — —
54502
pmanyeh
Enables AI assistants to read, search, and convert MindManager .mmap files with…
— ○ ⏳ — N/A N/A — — —
54503
WalksWithASwagger
Wedges Claim
A remote MCP server that guides agents through taste extraction exercises to pr…
— ○ ⏳ — — — — — —
54504
neupaneprashant
Integrates Yahoo Finance data with Claude to provide real-time and historical f…
— ○ ⏳ — — — — 81 —
54505
JoeXie
RememberMe Claim
Dual-mode tool providing long-term memory management for Claude Code and MCP cl…
— ○ ⏳ — N/A N/A — — —
54506
praveen-radakirouchenane
Exposes news search and top headlines via GNews API, plus simulated email tools…
— ○ ⏳ — — — — — —
54507
AnterCreeper
keyscope-mcp Claim
AI-native oscilloscope control. A pure-Python MCP service that lets LLM agents …
— ○ ⏳ — N/A N/A — — —
54508
shinjiyu
ae-meta-mcp Claim
Lightweight MCP server for After Effects that enables Cursor Agent to execute E…
— ○ ⏳ — N/A N/A — — —
54509
bzhzion
hae-mcp Claim
MCP server for hae — a GTD-based task management app. Gives Claude full access …
— ○ ⏳ — — — — — —
54510
mutamiri-sudo
Country-agnostic MCP-callable directory for AI agents to find local SMBs — real…
— ○ ⏳ — — — — — —
54511
vaibot-io
Governance circuit-breaker MCP server that enables AI agents to request risk-ba…
— ○ ⏳ — — — — — —
54512
the33warehouse-tech
The first MCP server for the wafle commerce platform. It enables Claude, agents…
— ○ ⏳ — — — — — —
54513
Panelica
panelica-mcp Claim
Enables natural language interaction with a Panelica hosting panel to manage do…
— ○ ⏳ — — — — — —
54514
rostradamus
klaws Claim
Scans source code for possible Korean compliance risks (PIPA, Network Act, Cred…
— ○ ⏳ — — — — — —
54515
piyushptiwari
Provides deterministic, 100%-file-coverage security findings by running Semgrep…
— ○ ⏳ — — — — — —
54516
aswin-sankaranarayanan
Exposes JIRA sprint data as MCP tools and prompts, with mock data and a pluggab…
— ○ ⏳ — — — — — —
54517
flarewand
Enables AI assistants to generate QR codes for URLs, text, vCard, WiFi, email, …
— ○ ⏳ — — — — — —
54518
growthkit-tools
Sales intelligence for DACH & EU SMEs — lead scoring, ICP fit, CRM enrichment &…
— ○ ⏳ — — — — — —
54519
pavex
Enables token-efficient web reading and HTTP requests for MCP agents, with tool…
— ○ ⏳ — — — — — —
54520
muhammadraheel-vd
Enables browser automation through the MCP protocol, allowing AI agents to cont…
— ○ ⏳ — — — — — —
54521
lanternrow
Enables AI assistants to access YouTube organic analytics, including channel st…
— ○ ⏳ — — — — — —
54522
pradeept95
Provides tools to search and retrieve data from NIH's RePORTER grant database, …
— ○ ⏳ — — — — — —
54523
yslee1126
Enables database schema querying and execution plan analysis for Spring Boot pr…
— ○ ⏳ — N/A N/A — — —
54524
digitalaiseo
GSC-MCP Claim
Enables natural language analysis of Google Search Console data through Claude,…
— ○ ⏳ — — — — — —
54525
jsgorana
ignition-mcp Claim
MCP server for Inductive Automation Ignition, enabling AI assistants to browse …
— ○ ⏳ — — — — — —
54526
rohanbimal2-max
Remote MCP server that enables Claude AI to extract transcripts from YouTube vi…
— ○ ⏳ — — — — — —
54527
shizzgar
Enables LLM agents to control Android devices securely via Shizuku and Termux:A…
— ○ ⏳ — N/A N/A — — —
54528
gixia-org
Logs and analyzes AI assistant conversations, including file operations and too…
— ○ ⏳ — N/A N/A — — —
54529
BAESI
focal-mcp Claim
Centralizes AI behavior rules and applies them across tools like Codex, Claude …
— ○ ⏳ — N/A N/A — — —
54530
yespark
Enables AI assistants to interact with Metabase by providing access to dashboar…
— ○ ⏳ — — — — 81 —
54531
eleva
A minimal MCP server deployed on AWS Lambda and exposed via API Gateway, enabli…
— ○ ⏳ — — — — — —
54532
shdra06
ai-mind-map Claim
An MCP server that reduces AI coding agent token usage by 80-99% through a quer…
— ○ ⏳ — N/A N/A — — —
54533
youill0317
A unified Model Context Protocol server that integrates multiple search provide…
— ○ ⏳ — N/A N/A — 95 —
54534
Iziedking
Agent QA Claim
Evaluates MCP servers by running read-only checks and returning a graded report…
— ○ ⏳ — — — — — —
54535
wolverin0
wezbridge Claim
Zero-dependency MCP server to orchestrate a swarm of Claude Code / Codex sessio…
— ○ ⏳ — N/A N/A — — —
54536
JoshuaRamirez
Manages Chrome's synced bookmarks through an MCP server and Chrome extension, e…
— ○ ⏳ — N/A N/A — — —
54537
Nkovaturient
Enables AI assistants to interact with peer-to-peer networks (libp2p) and DeFi …
— ○ ⏳ — N/A N/A — — —
54538
up2itnow0822
Enables AI agents to perform forex trading operations through brokerages with r…
— ○ ⏳ — — — — — —
54539
rabi-siddique
This MCP server provides authentication via wallet sign-in (SIWE) and authoriza…
— ○ ⏳ — — — — — —
54540
JACKWULA123
mail-mcp Claim
Enables AI coding agents to search, read, and manage drafts across Gmail and Ou…
— ○ ⏳ — N/A N/A — — —
54541
rocnubie
Nano Banana Pro AI image editor free online. Create, edit, and enhance images b…
— ○ ⏳ — N/A N/A — — —
54542
juannastaken
Connects Claude directly to Roblox Studio for building UI, editing scripts, run…
— ○ ⏳ — N/A N/A — — —
54543
ollibeyer
Enables natural language database queries by combining Ollama's language models…
— ○ ⏳ — N/A N/A — — —
54544
cookiemonster0921
A self-hosted, VNC-backed MCP server that enables AI agents to control a dedica…
— ○ ⏳ — — — — — —
54545
opendatahub-io
An MCP server that enables AI agents to interact with Red Hat OpenShift AI envi…
— ○ ⏳ — — — — — —
54546
tboome33
Enables MCP clients to run multi-model deliberation (Fusion) via background job…
— ○ ⏳ — — — — — —
54547
DasClown
CropProphEU Claim
EU Crop Intelligence MCP Server — Yield forecasts, weather analysis, and phenol…
— ○ ⏳ — — — — — —
54548
mdwipasha
Connects AI assistants to locally running TradingView Desktop via Chrome DevToo…
— ○ ⏳ — N/A N/A — — —
54549
Henry-Hong
figma-mcp Claim
Enhanced Figma MCP Server that exposes prototype flow data — screen lists, prot…
— ○ ⏳ — — — — — —
54550
jongan69
Enables retrieval of Anthropic billing and cost report data, with time-based fi…
— ○ ⏳ — — — — — —
Showing 54501–54550 of 69153 servers