MCP Server Quality Scores

Independent quality analysis of 69236 public MCP servers

69236
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 14 hours, 32 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47451
keyhoffman
Enables Claude to query other LLMs like ChatGPT, Perplexity, and Gemini for ver…
— ○ ⏳ — — — — — —
47452
augforce
Interprets advanced hockey player cards to translate metrics into plain-languag…
— ○ ⏳ — N/A N/A — — —
47453
13739777296-del
Automates cross-platform e-commerce sourcing between JD and Taobao using AI-dri…
— ○ ⏳ — N/A N/A — — —
47454
shadab15github
crawler-mcp Claim
Web-crawler MCP server that fetches web pages with static parsing or headless b…
— ○ ⏳ — — — — — —
47455
nickjlucker
Enables AI agents to check IP reputation and abuse reports via AbuseIPDB, inclu…
— ○ ⏳ — N/A N/A — — —
47456
anujmv
Enables searching and retrieving documents from a local folder to ground LLM an…
— ○ ⏳ — N/A N/A — — —
47457
wehomemove
homedata-mcp Claim
Enables AI assistants to query UK property data including EPCs, sale history, p…
— ○ ⏳ — — — — — —
47458
plone
Enables content management, search, workflow operations, and Volto blocks manag…
— ○ ⏳ — — — — 81 —
47459
Trusty-Squire
Trusty Squire signs up / in to websites for you so you don’t have to.
— ○ ⏳ — N/A N/A — — —
47460
spranab
MCP server for managing hierarchical project tracking with PostgreSQL. Enables …
— ○ ⏳ — N/A N/A — — —
47461
360CVGroup
FGCLIP-MCP Claim
MCP server for FG-CLIP embedding services enabling multi-modal similarity compu…
— ○ ⏳ — — — — — —
47462
Larshiensch99
FlowVolt Claim
Cold engine for B2B founders. Detects buying signals, drafts outreach, books qu…
— ○ ⏳ — — — — — —
47463
srotzin
Hive MPP Claim
Dual-rail 402 (x402 + MPP Tempo) MCP server
— ○ ⏳ — — — — — —
47464
Give AI agents access to Gmail, Calendar, Drive, and more — multi-account, mani…
— ○ — N/A N/A — 69 —
47465
RapidMCP
wikimedia Claim
Enables natural language queries to search, retrieve, and explore Wikipedia and…
— ○ ⏳ — — — — 81 —
47466
cyanheads
Read, write, and inspect the system clipboard on macOS, Linux (X11/Wayland), an…
— ○ ⏳ — N/A N/A — — —
47467
EESHAN-ANAND
Persistent expense tracker backed by Neon Postgres with SQL tools for adding, e…
— ○ ⏳ — — — — — —
47468
pulkit-guglani
keep-mcp Claim
Enables users to create, search, and retrieve Google Keep notes via natural lan…
— ○ ⏳ — N/A N/A — — —
47469
Desmond-Labs
Provides AI-powered image analysis using Google Gemini 2.0 Flash, with support …
— ○ ⏳ — N/A N/A — — —
47470
mikimatsub
swsd Claim
MCP server for SolarWinds Service Desk: tickets, knowledge base, and the servic…
— ○ ⏳ — N/A N/A — — —
47471
asheshv
llm-reviewer Claim
MCP server for reviewing code changes using LLMs, supporting Copilot, Ollama, a…
— ○ ⏳ — N/A N/A — — —
47472
MCP-Mirror
Provides access to real-time satellite tracking data using the N2YO API, enabli…
— ○ ⏳ — — — — 81 —
47473
ShopFarnow
VerditNxtGen Claim
A cryptographic sidecar proxy that tests MCP tools for OWASP vulnerabilities be…
— ○ ⏳ — — — — — —
47474
cooa3e
AI-powered crypto trading signals for 400+ pairs. Generate directional signals …
— ○ ⏳ — N/A N/A — 95 —
47475
0xABADBABE-ops
Self-hosted MCP server for AI browser automation. Connects to your own Chromium…
— ○ ⏳ — — — — — —
47476
flagify-com
UniMCPSim Claim
A universal MCP simulator that dynamically simulates API interfaces for various…
— ○ ⏳ — — — — — —
47477
grulex
An MCP server for calling gRPC methods from AI agents, enabling them to inspect…
— ○ ⏳ — N/A N/A — — —
47478
nickcosmo
Fetches bike ride events from the Pedalpalooza calendar and allows LLMs to quer…
— ○ ⏳ — N/A N/A — — —
47479
suddh123
Programmatic Tableau workbook (.twb/.twbx) generation � 47 MCP tools for charts…
— ○ ⏳ — N/A N/A — 95 —
47480
StepFunctionLLC
An MCP server that wraps Cantera to enable LLMs to perform accurate thermodynam…
— ○ ⏳ — N/A N/A — — —
47481
halismertkir
Search and explore academic profiles from YÖK Akademik. Retrieve structured pro…
— ○ ⏳ — N/A N/A — 95 —
47482
aiua-dev
mcp-hub Claim
A lightweight control plane and local stdio agent that enables multiple MCP cli…
— ○ ⏳ — N/A N/A — — —
47483
Sigmodx
sigmodx-mcp Claim
Audit infrastructure for AI agents to log consequential decisions (invoice, GL,…
— ○ ⏳ — — — — — —
47484
taimiralain
Dynamic context and active engineering workflow for AI coding assistants, enabl…
— ○ ⏳ — N/A N/A — — —
47485
Georges999
MeshLab-mcp Claim
MCP bridge for MeshLab enabling mesh operations via HTTP and TCP backends using…
— ○ ⏳ — N/A N/A — — —
47486
StevenLi-phoenix
Local daemon that bridges AI assistants to the local filesystem with read-only …
— ○ ⏳ — N/A N/A — — —
47487
ad-vertly
adextract Claim
Ad libraries are public but fragmented. Every platform is a silo - different UI…
— ○ ⏳ — N/A N/A — — —
47488
sebastianfoerste
eu-reg-mcp Claim
An MCP server that gives AI agents cited, review-gated grounding in EU regulati…
— ○ ⏳ — — — — — —
47489
vishal1145
Enables ChatGPT agents to store and retrieve reports in MongoDB Atlas, acting a…
— ○ ⏳ — — — — — —
47490
Mobile car detailing in Jacksonville, FL: prices, open times and booking.
— ○ — — — — 67 —
47491
Tuatara-Tec
ATA Travel Claim
ATA Travel: agent-first direct booking for accommodations, hotels, and vacation…
— ○ ⏳ — — — — — —
47492
TubeScribe API Claim 1
YouTube transcripts, metadata, timestamps, and AI summaries for AI agents. Auth…
— ○ — N/A N/A — 81 —
47493
pgallar
Enables natural language interaction with SimplyBook.me API to manage bookings,…
— ○ ⏳ — N/A N/A — — —
47494
andrewdryga
emisar Claim
Let AI operate servers without SSH. Choose actions, approve risky changes, and …
— ○ ⏳ — — — — — —
47495
Bishop81
Scan any URL for WCAG accessibility issues (axe-core) and get per-element fixes…
— ○ ⏳ — N/A N/A — — —
47496
wallter
trw-mcp Claim
MCP server providing persistent engineering memory and spec-driven development …
— ○ ⏳ — N/A N/A — — —
47497
Tae4an
Enables AI models like Claude to manage local prompt files with CRUD operations…
— ○ ⏳ — N/A N/A — — —
47498
jyarbro
Enables searching eBay for auctions by providing a query and number of results,…
— ○ ⏳ — N/A N/A — — —
47499
redmorestudio
Provides comprehensive management of Google Apps Script projects via clasp CLI,…
— ○ ⏳ — N/A N/A — — —
47500
basttran
Routes commodity NLP tasks like summarization and translation to free-tier LLMs…
— ○ ⏳ — — — — — —
Showing 47451–47500 of 69236 servers
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