MCP Server Quality Scores

Independent quality analysis of 56925 public MCP servers

56925
Discovered
29794
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 14 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
51301
egtai
MCP-GMX-VMD Claim
Integrates GROMACS molecular dynamics simulations with VMD visualization, enabl…
N/A N/A
51302
delimit-ai
delimit Claim
API governance server that detects breaking changes in OpenAPI specs. Diffs two…
N/A N/A 95
51303
antonioac1
Courier Claim
Continuity protocol for autonomous AI agents. Agent messaging with SMTP bridge …
51304
stefanwille
A Model Context Protocol server for managing Anki flashcards via AnkiConnect, e…
N/A N/A
51305
finos
Provides direct access to AI governance framework documents, risks, and mitigat…
N/A N/A
51306 N/A N/A 95
51307
GstXu
mcp_test Claim
A simple MCP server example written in TypeScript that provides a multiplicatio…
N/A N/A
51308
talonicdev
talonic-mcp Claim
Schema-validated document extraction with searchable workspace memory. Extract …
51309
research-intel Claim 1
Research GTM triggers: new NIH grants by PI/institution and new clinical trials…
67
51310 N/A N/A 95
51311
jmiedzinski
Enables Claude to explore and analyze remote Git repositories, providing struct…
51312
RishabhKodes
prexist Claim
Search across 9 platforms to find existing products similar to your idea.
N/A N/A 83
51313
kcofoni
MCP server for managing Duplicati backups from an LLM.
51314
MCP-Mirror
Provides comprehensive access to 471+ DigitalOcean API endpoints, enabling AI a…
81
51315
Fistacho
MCP server for Home Assistant — 202 tools across 21 domains; full control of yo…
N/A N/A
51316 N/A N/A 95
51317
agents-finance
bank Claim
The financial layer for the agent economy. Self-custody wallets, on-chain USDC …
81
51318
ThaiTrevor
gold-mcp Claim
MCP server for XAUUSD gold market data + 4-tier trading toolkit (TA, backtest, …
N/A N/A
51319
Aarul5
jira-pilot Claim
Jira Pilot is an MCP server that provides 14 tools for AI assistants to manage …
N/A N/A
51320
anomalyarmor-uib0
AnomalyArmor Claim
Data observability for AI agents. Query alerts, monitor freshness, investigate …
81
51321
Racimy
A comprehensive MCP server that enables users to interact with Letterboxd for s…
N/A N/A 95
51322
null
A Model Context Protocol (MCP) server that prevents citation hallucination by v…
81
51323
lazymac2x
Cloudflare Workers MCP server: api-payload-auditor
51324
aniongithub
Manage dev container environments via MCP (Docker, DevPod, Codespaces).
N/A N/A
51325
yhgun31
erpdevdb Claim
N/A N/A 95
51326
Cronus87
An enterprise-grade management tool that enables Claude Code to securely intera…
81
51327
CSOAI-ORG
MEOK AI Labs - ai-reflection MCP server extracted from SOV3
N/A N/A
51328
foxtrottwist
Connects LLMs to your macOS Shortcuts library, enabling interactive workflows, …
N/A N/A
51329
CSOAI-ORG
social-media-ai-mcp MCP server by MEOK AI Labs
N/A N/A
51330
Bluente
BluTranslate Claim
N/A N/A 95
51331
bradenpan
Enables comprehensive management of Google Ads accounts by allowing users to cr…
81
51332
pierre-landoin
Icypeas Claim
Icypeas is a suite of APIs designed to programmatically source, verify, and enr…
81
51333
hckhanh
Gitlab Utils Claim
Extend your GitLab workflows with additional utilities to enhance productivity …
N/A N/A 95
51334
kineticadb
Exposes tools and resources for interacting with Kinetica's database, SQL-GPT c…
51335
F43nris
An MCP server for searching Sparkasse bank branches and ATMs by location, with …
N/A N/A
51336
fildb
Enables AI agents to discover, purchase, and query blockchain-based datasets us…
81
51337
binsarjr
A specialized MCP server for Svelte 5 frontend development, providing curated k…
N/A N/A
51338
mimerlxd
Enables semantic search and management of development knowledge including globa…
81
51339
dmarsters
Generates formal string diagram visualizations of Lushy brick compositions, ena…
N/A N/A
51340
jessicayanwang
Fetch latest and historical currency exchange rates from Frankfurter. Convert a…
N/A N/A 95
51341
MCP-Mirror
bonk-mcp Claim
Enables interaction with the LetsBonk launchpad on Solana blockchain to launch …
81
51342
dania
Social media automation with AI. Publish, schedule, manage campaigns, DMs, anal…
81
51343
glauberfrancodesign
FrancoLabs Claim
UX research platform: manage studies, browse templates, read responses and anal…
51344
caleb-overbay4
Enables AI-driven interaction with Twilio call services, including initiating o…
51345
bollam1818
A demonstration MCP server that provides calculator tools for arithmetic operat…
N/A N/A 95
51346
geraservicesuk
GeraWitness MCP (placeholder) — human-in-the-loop safety layer for AI agents. L…
N/A N/A 95
51347
leon4652
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
N/A N/A
51348
kinzen
linewhiz Claim
AI-powered MCP server for managing LINE Official Accounts. Send broadcasts, pus…
81
51349
capyBearista
Stateless MCP server that proxies research queries to Gemini CLI, reducing agen…
N/A N/A 75
51350
jonathanposovatz
MCP Server for the Meta Marketing API. Gives Claude Desktop direct access to yo…
N/A N/A
Showing 51301–51350 of 56925 servers