MCP Server Quality Scores

Independent quality analysis of 69007 public MCP servers

69007
Discovered
→
33753
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 47 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
64601
alforge-labs
AlphaForge quant CLI as an MCP server — backtest, optimize (Optuna TPE), and wa…
— ○ ⏳ — N/A N/A — — —
64602
molpass
mcp-qr Claim
Generates QR code PNG images from text or URLs with customizable options like s…
— ○ ⏳ — N/A N/A — — —
64603
susancodes55
A Model Context Protocol server that enables AI assistants to fetch Reddit cont…
— ○ ⏳ — N/A N/A — 95 —
64604
Whatsonyourmind
modelforge Claim
Bulge-tier financial model factory — live formulas, source-traced cells, 14 tem…
— ○ ⏳ — N/A N/A — — —
64605
apaleo
Apaleo Claim
Manage hotels via the apaleo PMS API: reservations, folios, invoices, rates and…
— ○ ⏳ — — — — — —
64606
gregorwolf
MCP server for querying SAP Cloud ALM ITSM installations. Enables retrieval, fi…
— ○ ⏳ — N/A N/A — — —
64607
AdanRott
Semantic search over 3.5M+ live US job postings pulled straight from company AT…
— ○ ⏳ — — — — — —
64608
jeremymikkelsen
Enables AI to access Bible translations in hundreds of languages, original Gree…
— ○ ⏳ — N/A N/A — — —
64609
Ghost-Network666
Alpha MCP Claim
Provides a comprehensive set of tools for Polymarket prediction market trading,…
— ○ ⏳ — N/A N/A — — —
64610
ChalkWorld
Enables Claude to create and manage transactions in Aframe via the Aframe Open …
— ○ ⏳ — — — — 81 —
64611
Sealjay
MCP server for Apple Calendar using compiled Swift to bypass macOS Sequoia TCC …
— ○ ⏳ — N/A N/A — — —
64612
alludium
Enables LLMs to read and manage Affinity CRM data including companies, persons,…
— ○ ⏳ — — — — — —
64613
AhmadTheTech
A remote MCP server that proxies tool calls to the caller's own Composio accoun…
— ○ ⏳ — — — — — —
64614
BeneIstvan
Toolcall Claim
30 pay-per-call APIs for AI agents: compliance, trade, safety, web, data. USDC …
— ○ ⏳ — — — — — —
64615
s3b4hjr
MCP server for querying a multilingual philosophy corpus including glossary, th…
— ○ ⏳ — — — — — —
64616
WizardofTryout
Enables AI agents to program sequences, tweak synthesizer parameters, load audi…
— ○ ⏳ — N/A N/A — — —
64617
robino16
codeembed Claim
Embeds your codebase into a local vector and graph database and exposes it as a…
— ○ ⏳ — N/A N/A — — —
64618
LucasMonteiro1
Enables posting and managing topics in Discord forum channels, including creati…
— ○ ⏳ — — — — — —
64619
oldsnakenewtrik
A stateless MCP server that exposes RedTrack attribution data via two endpoints…
— ○ ⏳ — — — — — —
64620
Nova-Cognitive-Systems
Enables AI agents to store, search, and relate typed memories with a graph-nati…
— ○ ⏳ — — — — 81 —
64621
moaaz01
Provides weather forecasts, alerts, and current conditions via the Model Contex…
— ○ ⏳ — — — — — —
64622
inth3shadows
terse Claim
Transparent proxy that sits in front of any other MCP server and shrinks its to…
— ○ ⏳ — N/A N/A — — —
64623
christophertmonk
A suite of essential utility tools for AI agents, featuring clean HTML-to-Markd…
— ○ ⏳ — — — — 81 —
64624
odd-Innocent
Curated Korean AEC expertise for AI agents: KDS·KCS·KS, building law, practice,…
— ○ ⏳ — — — — — —
64625
Joyall-au
Polish used car market API: valuations, price history, liquidity & regional dat…
— ○ ⏳ — N/A N/A — — —
64626
null-create
Enables to search and analyze internet-connected devices using the Shodan API, …
— ○ ⏳ — — — — — —
64627
gucci10248
BioMCP Claim
Read-only biomedical MCP server connecting PubMed, ClinicalTrials.gov, ClinVar,…
— ○ ⏳ — N/A N/A — — —
64628
SoftEgLi
xhs-mcp Claim
A MCP server for Xiaohongshu that enables account login, copywriting generation…
— ○ ⏳ — N/A N/A — — —
64629
seungil
우리 팀에 상황에 맞는 사업 입찰 공고를 나라장터에서 찾아주고 추천해주는 MCP입니다.
— ○ ⏳ — — — — 81 —
64630
BillNobill
Enables AI agents to manage Jira projects and issues using natural language, in…
— ○ ⏳ — — — — — —
64631
ceeyang
MCP server for Zentao that reads bugs, extracts reproduction steps, and allows …
— ○ ⏳ — — — — — —
64632
redhat-community-ai-tools
jenkins-mcp Claim
Enables interaction with multiple Jenkins instances from a single MCP server, u…
— ○ ⏳ — — — — — —
64633 — ○ ⏳ — N/A N/A — 95 —
64634
jimmyjrengifom-glitch
MCP server for demonstrating and selling clinic operational management systems …
— ○ ⏳ — — — — — —
64635
SafaAslan
Enables Claude AI to control an Engwe N1 Air e-bike via Bluetooth and IoT API, …
— ○ ⏳ — N/A N/A — — —
64636
FoundryNet
Academic paper search, scientific literature, citation analysis, arXiv & semant…
— ○ ⏳ — — — — — —
64637
vynn-mcp Claim 1
Self-improving AI workflows with backtesting, prompt optimization, and scheduli…
— ○ — N/A N/A — 81 —
64638
devcheyannagraham
FileMCP Claim
Minimal MCP file server for safe file operations under a local AgentFiles direc…
— ○ ⏳ — N/A N/A — — —
64639
Baneado98
ci-sentinel Claim
Multi-CI security scanner with a live threat-intel feed of compromised CI compo…
— ○ ⏳ — — — — — —
64640
mi60dev
Eyes for AI coding agents: deterministic MCP server that tells the LLM which CS…
— ○ ⏳ — N/A N/A — — —
64641
SreeTarak2
A production-grade MCP server for secure MongoDB CRUD operations with filtering…
— ○ ⏳ — — — — 81 —
64642
PropterMalone
soapstone Claim
Context-anchored gotcha notes for LLM agents that surface warnings at the point…
— ○ ⏳ — N/A N/A — — —
64643
Plydeen
Stock-MCP Claim
Provides access to Massive (Polygon) market data including stock and options OH…
— ○ ⏳ — — — — — —
64644
drgost1
Bridges AI assistants to Roblox Studio with 51 tools for exploring, editing, an…
— ○ ⏳ — N/A N/A — — —
64645
portablestew
Indexes commit history to create a queryable expert, providing insights into co…
— ○ ⏳ — N/A N/A — — —
64646
bryankemp
MCP server for controlling and monitoring Digital Loggers Power Switch Pro devi…
— ○ ⏳ — — — — — —
64647
manasvi-turing
Automatically enforces team coding standards in AI-assisted development by prov…
— ○ ⏳ — N/A N/A — — —
64648
DealMachine
DealMachine Claim
Search and enrich US property, owner, people, and company data for sales and le…
— ○ ⏳ — — — — — —
64649
activebook
Provides Text-to-Speech (TTS) functionality using Google TTS API, enabling audi…
— ○ ⏳ — — — — — —
64650
ayyandurai111
Text-to-speech MCP server using Microsoft Edge TTS, supporting multiple voices …
— ○ ⏳ — — — — — —
Showing 64601–64650 of 69007 servers