MCP Server Quality Scores

Independent quality analysis of 57160 public MCP servers

57160
Discovered
29804
Scored
2112
Verified
16953
Complete

Last updated 33 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
50651
npmjs-mcp Claim 1
npm registry MCP server — package intelligence, security audits, dependency ana…
N/A N/A 81
50652
david-spies
Enterprise-grade dynamic MCP proxy that eliminates token bloat by lazy-loading …
50653
World-999-Labs
proof-layer Claim
Signed, hash-chained provenance receipts for AI agent actions.
N/A N/A
50654
vast-data
MCP server for VAST Data administration, enabling AI assistants to monitor, lis…
50655
cyanheads
Researcher profiles, works, affiliations, funding, and peer reviews from the OR…
50656
turnono
Enable seamless time tracking and reporting for Azure DevOps work items by inte…
N/A N/A 95
50657 N/A N/A 95
50658
IBM
Enables AI assistants to interact seamlessly with IBM watsonx.data lakehouses u…
50659
ByteOverDev
peak-window Claim
Ranks the best weather windows to climb any peak worldwide, on the sharpest reg…
N/A N/A
50660
Aevella
本地MCP工具,通过截图、OCR、键盘和聊天输入与PC游戏《光遇》交互,支持AI客户端陪聊和实验。
N/A N/A
50661
deepakbishnoi717
Enables users to manage expenses with category support, including adding expens…
50662
amurshak
An MCP server that enables managing podcasts through the Podbean API via natura…
50663
KarstenKreh
Generate design systems: OKLCH color palettes, fluid type scales, spacing, shap…
50664
simplemindedbot
mnemex Claim
Temporal memory for AI with decay and reinforcement. Two-layer storage (JSONL +…
N/A N/A 95
50665
clauxel
Agentic workflow budget approvals with usage receipts.
50666
sarveshtalele
A self-hostable MCP server that turns a folder of skills into callable tools vi…
50667
getmasv
masv Claim
Provides tools to use MASV API. MASV is reliable and secure large file transfer…
N/A N/A
50668
Bettertoo2
Enables natural language-driven ANSYS simulations (Fluent, Mechanical, Geometry…
N/A N/A
50669
dungeonroll0
On-chain D&D 1v1 combat on Base. Register agents, wager ETH, fight. Loser dies …
N/A N/A 75
50670
SolvoHQ
openworkdays Claim
Zero-signup business-day date-math API: add days, count days between dates, is-…
50671
RiteshAgarwal27
Enables lead management and permission set assignment in Salesforce through nat…
50672
FedWiebe
Enables contact searches within the Federated Directory system by name or email…
81
50673
lukleh
Provides secure read-only SQL access to PostgreSQL and ClickHouse databases wit…
50674
abdulhadi-98
Official MCP server that enables interaction with ElevenLabs Text to Speech and…
50675
DrBaher
MCP server for compare-cli: contract version diff/redline and a drift gate as a…
N/A N/A
50676
DillonRich
Iron Cannon Claim
An MCP-powered compliance copilot for SaaS stacks, enabling structured audit wo…
N/A N/A
50677
BACH-AI-Tools
Provides tools to scrape, extract structured data, and crawl webpages, with acc…
81
50678
saju-from-seoul
Saju from Seoul — Korean Four Pillars (사주) over MCP: compute 년·월·일·시 pillars, F…
81
50679
bch1212
bizintel Claim
Local business intel for AI agents: audits, lead scoring, tech stack, prospecti…
50680
kioie
memex Claim
Local MCP memory for coding agents. SQLite on your machine — preferences persis…
N/A N/A
50681
ingeno
Enables MCP clients to interact with any OpenAPI-defined REST API through a ser…
81
50682 N/A N/A 95
50683
finmanagerai
Hosted MCP for stocks, options, Greeks, brokers, order previews, alerts, and wo…
50684
Decodo
Enable your AI agents to scrape and parse web content dynamically, including ge…
N/A N/A 95
50685
OJamals
An MCP server that provides web search and semantic reranking capabilities usin…
81
50686
markusvankempen
Connect AI assistants to IBM Code Engine for project, app, build, job, and runt…
N/A N/A
50687
930m310n
mcp Claim
MCP server for the Geomelon geographic API — stdio and remote HTTP transports
N/A N/A
50688
socialnetwork0
Enables AI assistants to search YouTube videos with rich metadata including tit…
81
50689
kodey-ai
Find and enrich B2B contacts and companies for prospecting and outreach. Uncove…
N/A N/A 95
50690
TamalAdebisi
phasefolio Claim
Biotech rNPV/PoS engine for AI agents. Signed exports, evidence register, asset…
50691
middlebrick
Scan any API for OWASP Top 10 vulnerabilities and get a security risk score. Co…
81
50692
co-browser
An MCP server running inside a trusted execution environment (TEE) via Gramine,…
81
50693
oliver-charles-rene-grabner-hju9
Composer Claim
<p align="center"> <img src="https://github.com/OliverGrabner/composer-mcp/ra…
N/A N/A 95
50694
ericthlai
MCP server wrapping a mock internal ops platform (FastAPI + SQLite) so Claude C…
N/A N/A
50695
unisone
Enables semantic search across thousands of indexed educational YouTube videos …
81
50696
MrMebelMan
golemio-mcp Claim
Enables AI assistants to query Prague's public transit departures, air quality,…
50697
gepappas98
mcprice Claim
finance crypto
81
50698
cboxdk
Enables AI assistants to manage Statamic CMS content, including blueprints, ent…
50699
jessicaruthabbott
Enables programmatic management of Substack content, including creating drafts,…
81
50700
cowboy-samurai
caldera-mcp Claim
Connects MCP-compatible AI clients to a MITRE Caldera adversary emulation platf…
Showing 50651–50700 of 57160 servers