MCP Server Quality Scores

Independent quality analysis of 43365 public MCP servers

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43365
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29451
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2111
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16952
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Last updated 2 hours, 14 minutes ago

Grade Distribution

Score Distribution

Newly Added

CloudBees Unify MCP Server F abm-mcp F ipnex F Aim F Fractera F

Biggest Gainers

theothers +30 aTars MCP +1 Tabula MCP +1

Biggest Drops

SaaS Browser -2 Correkt: The AI-Native Online Marketplace for Physical Products -2 Camber - Remote Agentic Data Science -2
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
40001
ybolduc
The world's first forensic FX audit MCP server. Detects hidden bank fees, undi…
 — ○ ⏳ — N/A N/A — — —
40002
DylanCodyBrown
aimm-mcp Claim
Local MCP server for AI Model Manager that captures SQL data-model metadata and…
 — ○ ⏳ — N/A N/A — — —
40003
biothings
Enables integration between MCP-compatible clients and APIs registered in the S…
 — ○ ⏳ — — — — — —
40004
RomainLaffitau
French real estate data platform for AI agents. Identifies property owners like…
 — ○ ⏳ — — — — — —
40005
nozh74
mp Claim
— ○ ⏳ — N/A N/A — 95 —
40006
chopratejas
headroom Claim
Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 6…
 — ○ ⏳ — N/A N/A — — —
40007
tsfir
Gives Claude read-only access to EasyCS Learning Firebase data, enabling querie…
 — ○ ⏳ — N/A N/A — — —
40008
joepangallo
Submit URLs to Google and Bing for indexing, scan sitemaps, check index status.
 — ○ ⏳ — N/A N/A — 95 —
40009
automationagent10-max
Converts a local MCP server into a remote HTTP-accessible REST API server with …
 — ○ ⏳ — — — — 81 —
40010
seungil
Jangteo Claim
— ○ ⏳ — N/A N/A — 95 —
40011
MoshPitLabs
An MCP server that enables interaction with Linear.app's API for issue tracking…
 — ○ ⏳ — — — — 81 —
40012
multicam
mcp-server Claim
— ○ ⏳ — N/A N/A — 95 —
40013
kesugwa
weather-mcp Claim
— ○ ⏳ — N/A N/A — 95 —
40014
fordeboy444
— ○ ⏳ — N/A N/A — 95 —
40015
TGPCQuotes
A Cloudflare Workers-hosted MCP server that provides basic mathematical operati…
 — ○ ⏳ — — — — 81 —
40016
valk-ryx
email-mcp Claim
— ○ ⏳ — N/A N/A — 95 —
40017
jck411
MCP Platform Claim
High-performance Model Context Protocol server supporting multiple LLM provider…
 — ○ ⏳ — — — — 81 —
40018
tooyipjee
TS version of yahoo finance mcp.
 — ○ ⏳ — — — — 81 —
40019
bioanywhere
Connects AI assistants to GitLab, enabling natural language queries for merge r…
 — ○ ⏳ — — — — 81 —
40020
miloira
Enables AI assistants to search local files on Windows using the Everything sea…
 — ○ ⏳ — N/A N/A — — —
40021
ssmanji89
Model Context Protocol server for interacting with the HaloPSA API, enabling AI…
 — ○ ⏳ — — — — 81 —
40022
yunjia
— ○ ⏳ — N/A N/A — 95 —
40023
gareth
reflag Claim
— ○ ⏳ — N/A N/A — 95 —
40024
mvm.lenko
highlight-ai Claim
— ○ ⏳ — N/A N/A — 95 —
40025
abasensei
Agent coordination protocol bridging A2A and MCP. Register, discover, and coord…
 — ○ ⏳ — — — — 81 —
40026
yansircc
mcp-wp Claim
A full control with your WP site
 — ○ ⏳ — N/A N/A — 95 —
40027
kennetchau
MCP Server Claim
A modular MCP server providing file operations, web search, URL scraping, and s…
 — ○ ⏳ — — — — — —
40028
suhnion
molon Claim
— ○ ⏳ — N/A N/A — 95 —
40029
rapid
note_mcp Claim
— ○ ⏳ — N/A N/A — 95 —
40030
gapra
useVyre component context for AI agents — valid props, variants, anti-patterns,…
 — ○ ⏳ — N/A N/A — — —
40031
matteo-gabrielli
— ○ ⏳ — N/A N/A — 95 —
40032
fletton
Cut Text Claim
Provide a minimal MCP server scaffold to help developers quickly build and test…
 — ○ ⏳ — N/A N/A — 95 —
40033
rozbijbank
Rozbij Bank Claim
Compare personal and business bank accounts, savings, and deposits specifically…
 — ○ ⏳ — — — — 81 —
40034
telagod
AI-powered development assistant that bridges AI assistants with Godot game pro…
 — ○ ⏳ — N/A N/A — — —
40035
mambalabsdev
Detects a company CRM, sequencer, and marketing automation from its public webs…
 — ○ ⏳ — N/A N/A — — —
40036
CRED-CLUB
aws-cost-mcp Claim
Enables querying AWS Cost and Usage Report data via Amazon Athena for cost-effe…
 — ○ ⏳ — — — — — —
40037
tomelliot
todos-mcp Claim
A todo list manager with MCP integration that enables AI assistants to create, …
 — ○ ⏳ — N/A N/A — — —
40038
CoMfUcIoS
Enables read-only access to Obsidian vaults with semantic search, tag filtering…
 — ○ ⏳ — N/A N/A — — —
40039
Dhari-Q
recall-mcp Claim
A shared, local-first memory layer for AI CLIs, providing persistent, layered m…
 — ○ ⏳ — N/A N/A — — —
40040
Raghunandan2813
Enables tracking personal finances with Indian Rupee support, adding expenses, …
 — ○ ⏳ — N/A N/A — — —
40041
hyunhoonj
Enables access to South Korea's Ministry of Gender Equality and Family youth ac…
 — ○ ⏳ — — — — 81 —
40042
thostetler
Enables LLMs to search astronomical literature, retrieve paper metadata, analyz…
 — ○ ⏳ — — — — — —
40043
NeuralRays
CodeXRay Claim
Enables AI coding agents to query a pre-built semantic knowledge graph of code,…
 — ○ ⏳ — N/A N/A — — —
40044
PierrunoYT
An MCP server that enables high-quality image generation using OpenAI's GPT-Ima…
 — ○ ⏳ — — — — 81 —
40045
ruslanmv
Demo Server Claim
A simple MCP server that exposes a calculator tool (addition) and a dynamic gre…
 — ○ ⏳ — N/A N/A — — —
40046
FjolleI
geo-mcp Claim
A geospatial MCP server providing weather, geocoding, timezone, and nearby plac…
 — ○ ⏳ — — — — — —
40047
Griboedow
A Model Context Protocol server that provides real astronomical data (planetary…
 — ○ ⏳ — N/A N/A — — —
40048
shadsidd
A WebSocket-based MCP server for OWASP ZAP security scanning, enabling real-tim…
 — ○ ⏳ — N/A N/A — — —
40049
clarsbyte
WashedMCP Claim
Token-optimized semantic code search with automatic context expansion for AI co…
 — ○ ⏳ — N/A N/A — — —
40050
revelica
Revelica Claim
Product intelligence for AI agents — query a Revelica workspace's ideas, specs,…
 — ○ ⏳ — — — — — —
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