MCP Server Quality Scores

Independent quality analysis of 45732 public MCP servers

45732
Discovered
29507
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 54 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
43801
sandraschi
A high-performance control plane for Ollama-based local LLM sessions with backg…
N/A N/A
43802
Rethunk-AI
Provides Go language tools for LLMs to analyze, test, and format Go code.
N/A N/A
43803
NikiforovAll
Remote MCP server for Hangfire that exposes background jobs as dynamic MCP tool…
43804
karrolcia
Hippocampus Claim
Open-source MCP memory server providing persistent, cross-platform context for …
N/A N/A
43805
hyamie
datagate-mcp Claim
MCP server for the DataGate billing platform API, providing read-only tools to …
43806
tools-mcp
Read-only vessel identity lookup, AIS-style positions, tracks, port calls, carr…
43807
Clarethium
Enables structural framing analysis of documents, identifying perspectives, omi…
N/A N/A
43808
romati88
Read-only MCP server for Yandex Cloud resources including VMs, networks, disks,…
43809
tannht
gg-mcp Claim
A Model Context Protocol (MCP) server that connects AI agents to Google Workspa…
N/A N/A
43810
nikondrat
cctx-mcp Claim
An MCP server that provides structure-aware code analysis (symbol trees, depend…
N/A N/A
43811
tecnologicachile
Enables AI-driven management of osTicket helpdesks through natural language, al…
81
43812
elevanaltd
Enables structured multi-perspective debates with Wind (explore), Wall (constra…
43813
MaxGhenis
A read-write MCP server for managing Google Ads campaigns, ad groups, keywords,…
43814
aixsignal
ruon-ai Claim
N/A N/A 95
43815
chinpeerapat
Enables job search and scraping across multiple job boards (LinkedIn, Indeed, G…
43816
RA86-dev
A Python-based MCP server that provides instant access to over 700 documentatio…
43817
thesma-dev
Gives AI assistants access to SEC filings, BLS employment, Census demographics,…
N/A N/A
43818
statespace-tech
Statespace Claim
Enables users to document data and connect it to AI agents by defining tools an…
81
43819
t-j-thomas
Read-only MCP server that allows interaction with a Jama Connect instance via t…
N/A N/A
43820
forgemeshlabs
imagegen-mcp Claim
AI image generation MCP server with generate, background removal, 4x HD upscale…
43821
ribsousa
Exposes SigmaUI Design System components to AI assistants, providing tools for …
43822
mmorey
Connects AI assistants to the Runn.io resource planning platform to manage proj…
81
43823
cloudflare
AI Gateway management. Search logs, inspect prompts and responses, and monitor …
81
43824
elliot-evno
DDG MCP2 Claim
A basic MCP server template built with FastMCP framework that provides example …
N/A N/A 95
43825
MWGMorningwood
An Azure PaaS-hostable MCP server that provides a workspace-grounded knowledge …
81
43826
ThinkneoAI
Enterprise AI governance layer for spend tracking, runtime guardrails, policy e…
81
43827
alexander-kastil
smithery Claim
N/A N/A 95
43828
luccakazan
A template for deploying authentication-free MCP servers on Cloudflare Workers …
81
43829
JaxsonWang
Provides semantic search over ScriptingApp documentation by converting Markdown…
81
43830
morebetterclaw
forge-swap Claim
FORGE Swap — cross-chain swaps via THORChain. Quote and execute BTC, ETH, RUNE,…
N/A N/A 90
43831
universal-mcp
Enables interacting with Hubspot tools and services through a unified API and t…
43832
kennyR859
Provides unified access to OneDrive and SharePoint through Microsoft Graph API,…
81
43833
shuji-bonji
An MCP (Model Context Protocol) server that provides structured access to ISO 3…
N/A N/A
43834
LaunchpadAI
An open source toolkit that converts 280+ integrations into MCP servers for use…
N/A N/A 95
43835
zym9863
Generates sound effects from text descriptions using ElevenLabs API and saves t…
N/A N/A
43836
aloryanirakan-cqmg
Auto-repair middleware for crypto trading bots. Automatically detects and fixes…
81
43837
kscz0000
Automatically generates Chinese README documentation and mind maps for project …
N/A N/A 95
43838
pipeworx-io
AI Incident Database (AIID) MCP
43839
exe-blue
tools-server Claim
N/A N/A 95
43840
basegridio
Gives Claude Desktop, Cursor, Cline, and other MCP-compatible AI tools persiste…
43841
rajavel6698
rajavel-66 Claim
N/A N/A 95
43842
Auxin-io
Generate secure Java code snippets and starter projects for common tasks. Learn…
N/A N/A 95
43843
ilvolodel
IRIS Legacy Claim
Archived monolithic MCP server that provided 28 tools for Microsoft 365 (email,…
N/A N/A 95
43844
atmflow55
datafood-mcp Claim
DataFood: 16 data sources (crypto/DeFi/security/news/finance) via one MCP. Bund…
43845
vinicius
clockify_mcp Claim
N/A N/A 95
43846
kb_mcp
biai Claim
N/A N/A 95
43847
altrnex
Enables keyword research and search trend analysis for the Russian market throu…
81
43848
huntbuilds
Provides actionable financial intelligence tools for AI agents including inside…
43849
mttrly-hq
mttrly Claim
AI-powered incident management and server monitoring via MCP.
43850
mjmirza
hetzner-mcp Claim
Manage your entire Hetzner platform from any AI assistant. Cloud servers, netwo…
Showing 43801–43850 of 45732 servers
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