MCP Server Quality Scores

Independent quality analysis of 62421 public MCP servers

62421
Discovered
30103
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
33051
tangivis
twikit-mcp Claim
An MCP server for interacting with Twitter/X using browser cookies without an A…
33052
ptamb3
MCP server to interact with the Shortcut project management API, providing 73 t…
N/A N/A
33053
pipeworx-io
mcp-isbn Claim
Validates and converts ISBN-10 and ISBN-13 numbers offline, checking check digi…
33054
pipeworx-io
mcp-vat Claim
Validates VAT number formats for EU, UK, Switzerland, and Norway.
33055
Jason-CKY
Demonstrates a FastMCP server with Bearer token authentication via Nginx and fi…
33056
Bluesun-Networks
contacts-mcp Claim
Enables AI assistants to manage contacts with full CRUD, dedup, merge, import/e…
N/A N/A
33057
hypeprinter007-stack
16 paid wallet & utility tools on Base + Solana. 9 commodity primitives — OFAC …
33058
Somnath-Chattaraj
A starter template with ready-to-use tools for job searching (analyze descripti…
33059
tristandistretti
Exposes Jira API calls as tools for use with AI models like Claude, enabling pr…
N/A N/A
33060
solidSpoon
anki-mcp Claim
Enables intelligent Anki vocabulary management with automatic TTS audio generat…
N/A N/A
33061
AStheTECH
Integrates with Razorpay's payment infrastructure to manage orders, process pay…
33062
emmahyde
Provides AI systems with structured thinking frameworks and reasoning tools to …
33063
archimedes-market
OpenSCAD wrapped as an MCP server. Render .scad with parameter overrides, run p…
N/A N/A 95
33064
esskay2016
Agentic KYC/AML compliance server with tools for sanctions screening, identity …
33065
XiLeForCLY
A development guide and reference implementation for building a custom Baidu Ne…
33066
andsky
Enables AI assistants to directly control the Cocos Creator game editor via MCP…
N/A N/A
33067
CSOAI-ORG
Automated security red-team for any MCP server that scans manifests against OWA…
33068
liander-ai
An MCP server providing policy-gated Solana access for AI agents, with read-onl…
33069
jamieday
is-even-mcp Claim
Helps AI agents determine whether a number is even or not.
N/A N/A
33070
VladMain
Enables AI assistants to interact with JetBrains YouTrack for issue, project, a…
33071
clauxel
Paid remote MCP for schema drift checks, approvals, receipts, and release audit…
33072
vishal1145
Enables ChatGPT agents to store and retrieve reports in MongoDB Atlas, acting a…
33073
mbufkin
Cloakbox Claim
Let LLMs analyze sensitive data safely by querying a tokenized, join-preserving…
N/A N/A
33074
shutovdef-dotcom
Connects Google Search Console to AI assistants, enabling SEO data analysis thr…
33075
Ramanand-tomar
Enables AI agents to create, edit, and export IEEE research papers as PDFs, wit…
33076
UmoLab
memento Claim
Provides persistent memory for AI coding agents via MCP, enabling agents to sto…
N/A N/A
33077
enstw
A remote MCP connector that gives Claude.ai projects a persistent, cross-conver…
33078
php-workx
Local, read-only Modal context for coding agents. Enables agents to inspect Mod…
N/A N/A
33079
hkopenai
Provides access to hotel room occupancy rate data in Hong Kong through a FastMC…
33080
cloudtypej
MCP server providing calculator, user list, and statistics tools with Bearer To…
33081
aud1ence
MCP server that implements Karpathy's LLM Wiki pattern for Obsidian vaults, ena…
N/A N/A
33082
Meerkats-Ai
Enables web scraping, RSS feed processing, and Google search via the Meerkats.a…
33083
fischperson0000000
GetMyCert Claim
13,000+ IT certification practice questions for AI agents (AWS, Azure, GCP, Com…
33084
LucMacPaquet
Enables MCP clients like Kiro and Claude to access current weather conditions a…
33085
htlin222
An MCP server that connects to Anki for card review and creation, featuring aut…
N/A N/A
33086
Shelpuk-AI-Technology-Consulting
A project-aware AI design and code review server that uses dual reviewers via O…
N/A N/A
33087
anirban1592
MCP-AWS Claim
Enables AI agents to provision and terminate AWS EC2 instances using natural la…
33088
markchiang
Wraps the gpt-researcher tool as an MCP server, enabling automated web research…
33089
istefox
MCP server for DEVONthink 4 — outcome-oriented tools, preview-then-apply, audit…
N/A N/A
33090
juliocesar
monkeysee Claim
Enables MCP clients to drive a real, logged-in Chrome browser for web automatio…
N/A N/A
33091
Peterl561
A read-only interface for querying InstantDB that dynamically loads schemas and…
81
33092
UMN-Choi-Lab
refcheck Claim 2
Verify academic citations against real databases. Catches hallucinated referenc…
N/A N/A 67
33093
ambideXtrous9
StockMcp Claim
Enables stock analysis by fetching company details, profit data, and shareholdi…
N/A N/A
33094
itsanamune
Analyze search engine results, conduct keyword research, and perform competitor…
N/A N/A 95
33095
followthepattern
video-editor Claim
An MCP server for programmatic video editing using ffmpeg, enabling draft creat…
N/A N/A
33096
erikmaday
Provides access to Unusual Whales market data including options flow, dark pool…
33097
mgorabbani
askdb Claim
Self-hosted MCP server that bridges your MongoDB or PostgreSQL database to AI a…
N/A N/A
33098
JeonJunYeong
sample-mcp Claim
A sample MCP server built with NestJS and TypeScript, demonstrating a ping tool…
N/A N/A
33099
albert850904
Enables generating images from text prompts using OpenAI's GPT-Image-2 model wi…
N/A N/A
33100
krystiangw
Enables Claude to speak responses out loud using ElevenLabs text-to-speech API,…
Showing 33051–33100 of 62421 servers
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