MCP Server Quality Scores

Independent quality analysis of 41157 public MCP servers

41157
Discovered
29275
Scored
2095
Verified
16952
Complete

Last updated 1 hour, 30 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
37001
ppronobis
A local MCP server for analyzing DATEV bookkeeping data in natural language. It…
N/A N/A
37002
EveryInc
Provides secure file access and clipboard history management for Claude AI and …
N/A N/A
37003
xiaobenyang-com
text-toolkit Claim
Transform and format text quickly to keep content clean, consistent, and readab…
N/A N/A 95
37004
paoloamato2
Enables management of Keycloak identity and access management through the Keycl…
37005
strvmarv
total-recall Claim
Persistent, cross-tool memory for AI coding assistants, enabling context retent…
37006
oangelo
MCP server for managing Homebox inventory via AI assistants, enabling item mana…
37007
alexandria-shai-eden
105-tool browser automation with cognitive user simulation, visual testing, per…
81
37008
Polsia-Inc
twitter-read Claim
An MCP server for reading Twitter/X engagement data and metrics, enabling AI ag…
37009
EnviralDesign
mcp-tts Claim
Adds text-to-speech capabilities to Cursor IDE, allowing your AI assistant to s…
N/A N/A
37010
vincentdchn
MCP Server Claim
A testing environment for Model Context Protocol that enables exploration of MC…
N/A N/A
37011
fastmcp-me
mcp-acp Claim
Enables management of Ambient Code Platform (ACP) sessions, including creating,…
37012
umutckem
Enables students to securely access and manage their academic data from Isparta…
37013
OJamals
Provides access to LangSearch's Web Search and Semantic Rerank APIs for AI assi…
81
37014
ArthurSrz
Enables graph-powered semantic search over the Grand Débat National dataset, pr…
37015
kuklaph
Enables LLMs to interact with Cascade CMS via REST API, supporting asset CRUD, …
37016
pansapiens
An MCP server that provides tools for searching and fetching protein data from …
37017
ronkaldes
A basic example of developing and running serverless MCP using Netlify Function…
37018
soyrochus
Enables MCP-compatible clients to leverage OpenAI's multimodal capabilities (vi…
37019
maxwellsdm1867
Provides MCP wrappers for Allen AI's Asta research tools, enabling AI agents to…
81
37020
RosenAdvertising
lawruler-mcp Claim
MCP server for LawRuler Legal CRM. Provides 15 tools for lead/intake creation, …
37021
groundlight
An MCP server for capturing images from cameras and video streams via the frame…
N/A N/A
37022
Augmented-Nature
Enables natural language querying and analysis of KEGG biological databases, in…
37023
memforge-memory Claim 1
Team engineering memory for AI coding assistants. 47 MCP tools, pgvector semant…
N/A N/A 61
37024
engrdeveloper
Enables posting text messages to Facebook business pages through MCP. Supports …
81
37025
orthosie
Give your AI agent access to 150+ translators covering fictional languages, pop…
81
37026
cincyjosh
Integrates Kroger's public API with Claude to allow adding meal plan grocery li…
N/A N/A
37027
goww7
Shariah-compliant stock and ETF screening across AAOIFI, DJIM, FTSE, MSCI and S…
37028
Tyler-Irving
garmin-mcp Claim
Enables Claude to access and query your Garmin Connect data, including sleep, a…
37029
LucasTMartins
BelugaMCP Claim
Unified SAP MCP server combining SAP documentation search, ABAP linting, and BT…
37030
andyc00ps
An MCP server that enables conversational access to Lumar SEO crawl data via it…
81
37031
dathere
Provides access to FBI Crime Data Explorer API, enabling queries for crime stat…
37032
anvanster
tempera Claim
Persistent episodic memory for AI coding: capture, retrieve, brief, dream cycle…
N/A N/A
37033
Racimy
A comprehensive MCP server that enables users to interact with Letterboxd for s…
N/A N/A 95
37034
ddmanyes
Self-maintaining knowledge vault: figure-level search, auto-wikilinks, and memo…
N/A N/A
37035
bhuvanabala
VINdata Claim
VIN decoding and European vehicle data for automotive workflows.
37036
forloopcodes
vision-mcp Claim
Helps non-vision models extract and understand images and screenshots via OpenR…
N/A N/A
37037
12345678969696969
Exposes popular OSINT and reconnaissance tools like Sherlock, SpiderFoot, and H…
81
37038
torkjacobs
AI agent governance for MCP: PII detection, policy enforcement, compliance, and…
N/A N/A 83
37039
MuhammadAliShahzad
regex-mcp Claim
Enables testing, explaining, debugging, and generating regular expressions dire…
N/A N/A
37040
move-32
A read-only Google Drive MCP server that allows searching files, reading file c…
N/A N/A
37041
vngcloud
Enables AI assistants to manage VNG Cloud infrastructure including compute, sto…
37042
ratbyte
RX-Radar Claim
[![smithery badge](https://smithery.ai/badge/ratbyte/rxradar)](https://smithery…
81
37043
pankaj28843
An MCP server that connects AI assistants to Confluence, enabling search and fe…
37044 N/A N/A 95
37045
infoinlet-marketplace
mcp-workflow Claim
Workflow automation for AI agents — browse 125 connectors + 234 templates, run …
N/A N/A
37046
yk-lab
Caches Figma file data locally and provides an MCP server for AI agents to sear…
37047
elliot-evno
A basic MCP server built with FastMCP framework that provides example tools inc…
N/A N/A 95
37048
axel-belfort
SEO keyword research API for AI agents. Generate keyword ideas from Google Sugg…
N/A N/A 95
37049
promobase
A typed MCP server that wraps the Google Ads API v20, enabling AI agents to man…
37050
fhyxz1
A unified MCP server for scaffolding project structures across multiple framewo…
N/A N/A
Showing 37001–37050 of 41157 servers
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