MCP Server Quality Scores

Independent quality analysis of 69365 public MCP servers

69365
Discovered
→
33980
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 56 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
40451
kongen-labs
kongen-mcp Claim
Connects MCP clients to Kongen Labs' Pattern Intelligence API for reasoning reg…
— ○ ⏳ — N/A N/A — — —
40452
Wayy-Research
flour-ads Claim
MCP server for managing ad campaigns across Google Ads, Meta, and more. Enables…
— ○ ⏳ — — — — — —
40453
Sh1d0w
Fetches webpages with JavaScript rendering, converts HTML to clean Markdown for…
— ○ ⏳ — N/A N/A — — —
40454
block
Model Ledger Claim
Model inventory and governance: trace deployed models and their dependencies as…
— ○ ⏳ — N/A N/A — 95 —
40455
justinlime
Easy MCP RAG Claim
An MCP server for RAG using Qdrant that automatically indexes documents from di…
— ○ ⏳ — — — — — —
40456
Oolab-labs
patchwork-os Claim
MCP bridge server for patchwork-os. Boots a stdio-HTTP bridge with MCP introspe…
— ○ ⏳ — — — — — —
40457
cannavis
Enables full-text search of macOS iMessages including link preview metadata. Wo…
— ○ ⏳ — N/A N/A — — —
40458
Propamp.ai Claim
Connect your Amazon Seller Central data to Claude, Codex, Cursor, and other AI …
— ○ ⏳ — — — — — —
40459
PierrunoYT
Enables high-quality image generation with advanced text rendering and contextu…
— ○ ⏳ — — — — 81 —
40460
ericslab
proxyllm-mcp Claim
OpenAI-compatible LLM gateway: models, savings math, key provisioning, autonomo…
— ○ ⏳ — N/A N/A — — —
40461
CoMfUcIoS
Enables read-only access to Obsidian vaults with semantic search, tag filtering…
— ○ ⏳ — N/A N/A — — —
40462
NeoResearchAI
AI/ML engineering MCP server for Neo — submit tasks, track execution, and retri…
— ○ ⏳ — N/A N/A — — —
40463
dcaelopre
Enables reading of Aprimo DAM asset metadata, fields, and files through the Apr…
— ○ ⏳ — — — — — —
40464
sam-david
unreal-mcp Claim
Enables natural language interaction with Unreal Engine, providing 127 tools ac…
— ○ ⏳ — N/A N/A — — —
40465
Rootly-AI-Labs
MCP server for On-Call Health burnout analysis. Connects AI assistants to your …
— ○ ⏳ — — — — — —
40466
junter1989k-ai
Indonesia payments for AI agents — GoPay, QRIS, Alfamart, bank VA via Midtrans.…
— ○ ⏳ — — — — — —
40467
mcpassistant
Manages the lifecycle of MCP services with health monitoring, auto-restart capa…
— ○ ⏳ — N/A N/A — 95 —
40468
wuxiangege
mcp-hello-py Claim
Greets users in Korean by name, supporting single and multiple recipients.
— ○ ⏳ — — — — — —
40469
qompassai
Lumen Claim
Cross-media conversion engine: 2D art, 3D models and engine formats, determinis…
— ○ ⏳ — N/A N/A — — —
40470
debitura
mcp-server Claim
Cross-border debt collection: submit and track cases handled by local partners …
— ○ ⏳ — — — — — —
40471
IlyaIvanchikov
WEEEK tasks by name, not IDs — an MCP server
— ○ ⏳ — N/A N/A — — —
40472
google
A Model Context Protocol (MCP) server for Chrome Enterprise Premium that expose…
— ○ ⏳ — — — — — —
40473
analyticsinmotion
mcp-listen Claim
Give your AI agents the ability to listen. Microphone capture and speech-to-tex…
— ○ ⏳ — N/A N/A — 95 —
40474
qompassai
Lupin Claim
Revenue-alignment MCP server: opportunity ledger, capability matching, Qompass/…
— ○ ⏳ — N/A N/A — — —
40475
deepentropy
Databento MCP Claim 1
A Model Context Protocol server that provides access to Databento's historical …
— ○ ⏳ — — — — 81 —
40476
datadubai
Dubai property prices, AED/sqft, sales, rents, yields and projects from DLD reg…
— ○ ⏳ — — — — — —
40477
qompassai
Periscope Claim
MCP broker into your live Neovim/diver config: LSP, formatters, linters, DAP, M…
— ○ ⏳ — N/A N/A — — —
40478
NoBanks
mux-mcp Claim
Enables AI agents to interact with Mux video infrastructure, providing tools fo…
— ○ ⏳ — — — — — —
40479
PatrickDehkordi
edgar-mcp Claim
Provides AI assistants direct access to SEC EDGAR filing data — financials, fil…
— ○ ⏳ — — — — — —
40480
tengolabs
Goal and process maps for humans and AI agents on your own server.
— ○ ⏳ — N/A N/A — — —
40481
rudra016
An MCP server that enables AI assistants to search, discover, and install Acete…
— ○ ⏳ — — — — — —
40482
peterkrueck
Enables Claude Code to consult Gemini for complex coding problems with session …
— ○ ⏳ — N/A N/A — — —
40483
soundbytelabs
sbl-debugger Claim
Enables AI assistants to debug ARM Cortex-M targets via GDB and OpenOCD, suppor…
— ○ ⏳ — N/A N/A — — —
40484
ThomasJanssen-tech
MCP_Server Claim
Enables querying Crunchbase company data through Claude Desktop using natural l…
— ○ ⏳ — — — — — —
40485
bendza
Jobless MCP Claim
Personalized job search inside Claude. Get ranked job matches based on your act…
— ○ ⏳ — — — — 81 —
40486
qompassai
Phaedrus Claim
Research-feed MCP server: literature-watch findings, watchlist, and revenue-can…
— ○ ⏳ — N/A N/A — — —
40487
qompassai
Slipway Claim
Android build/sign/verify/install/release MCP server with measured certificatio…
— ○ ⏳ — N/A N/A — — —
40488
Ansvar-Systems
Query Lithuanian data protection regulations, decisions, and requirements from …
— ○ ⏳ — — — — — —
40489
eCardWidget
Enables AI assistants to interact with an eCardWidget account using a scoped AP…
— ○ ⏳ — — — — — —
40490
arizen-dev
deepseek-mcp Claim
Enables using DeepSeek models as a small, cheap supervised worker from any MCP-…
— ○ ⏳ — — — — — —
40491
sparrowdesk
SparrowDesk Claim
Connect to SparrowDesk using MCP and manage your tickets, knowledge base and mo…
— ○ ⏳ — — — — — —
40492
KKonstantinov
graphql2mcp Claim
Convert GraphQL schemas and endpoints into Model Context Protocol (MCP) servers.
— ○ ⏳ — — — — — —
40493
aby0
A 4-stage reading companion that helps users set reading goals, discover books,…
— ○ ⏳ — N/A N/A — — —
40494
oceanromain
Enables remote shell control of Linux and network devices via SSH/Telnet, with …
— ○ ⏳ — — — — — —
40495
AiAgentKarl
Enables natural language access to USDA's FoodData Central database with 1M+ fo…
— ○ ⏳ — — — — — —
40496
mreider
better-bear Claim 1
MCP server for Bear notes — read, search, create, edit, tag, and manage notes v…
— ○ ⏳ — N/A N/A — 95 —
40497
shenmali
An open-source Python MCP server for AI-assisted interview preparation.
— ○ ⏳ — N/A N/A — — —
40498
dougsureel-tech
radmail-mcp Claim
Email OS for agents - real-inbox search, triage, commitments, and a verifiable …
— ○ ⏳ — — — — — —
40499
Marysbrain
x402 analytics feed + 20+ pay-per-call agent tools over x402 (data, LLM, risk),…
— ○ ⏳ — N/A N/A — — —
40500
a13-team
A Node.js MCP server for filesystem operations with support for custom ignore f…
— ○ ⏳ — N/A N/A — — —
Showing 40451–40500 of 69365 servers
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