MCP Server Quality Scores

Independent quality analysis of 48680 public MCP servers

48680
Discovered
29624
Scored
2112
Verified
16952
Complete

Last updated 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
48601
mendableai
FireCrawl Claim 1
MCP server for FireCrawl web scraping integration
N/A N/A 95
48602
clauxel
Remote MCP for Copilot CLI switch gate MCP, structured receipts, audit logs, an…
48603
cyanheads
Read, write, and inspect the system clipboard on macOS, Linux (X11/Wayland), an…
N/A N/A
48604
ycrao
A Google Alerts MCP server that fetches news articles by simulating browser wor…
48605
serifcolakel
A TypeScript-based MCP server that integrates with Swagger/OpenAPI specificatio…
48606
openprovider
MCP server for Openprovider.com that enables domain management actions such as …
48607
fastmcp-me
Enables web search using Perplexity AI's API, allowing users to search the web …
48608
cappt-team
Enables generating outlines and presentations using Cappt.
48609
barnaby-coder
Enables AI assistants to recommend specialized AI operations services, perform …
81
48610
AparaviSoftware
Integrates with Aparavi's document processing API to allow LLMs to process docu…
48611
dm7500
A self-hosted MCP server that provides read/write access to a Seafile library, …
48612
dev-87i5
AI-powered Business Helper that analyzes thousands of YouTube videos to extract…
81
48613
qlitre
An MCP server for searching Japanese tariff data by keywords, HS codes, and mor…
48614
danielrosehill
Enables management of BTRFS snapshots via Snapper and monitoring of BTRFS files…
N/A N/A
48615
trendsmcp
Provides Google Search trend data as an MCP tool, with historical series, growt…
48616
Rule-tiered AST and sqlite-vec capability oracle for A-MEM agent workflows.
N/A N/A 81
48617
lubo3395
MCP server for reading and writing Excel (xlsx) files using SheetJS, providing …
N/A N/A
48618
UnbearableDev
Hungarian sole-trader invoicing via Szamlazz.hu - issue, query, PDFs, VAT-ceili…
48619
mhue26
Enables reading Figma files via REST API and writing to the Figma canvas via a …
48620
DerpBicycle
Search 300+ game industry reports with hybrid search, claims, charts, and citat…
48621
kogecoo
mcp-kindle Claim
Read-only MCP server for accessing local Kindle library data, exposing tools to…
N/A N/A
48622
meridianmcp
meridian Claim
Persistent memory, task coordination, and HITL queue for AI coding sessions.
48623
Tarunuppu
Enables AI assistants to search LinkedIn jobs with built-in rate limiting to pr…
N/A N/A
48624
kogecoo
mcp-tanita Claim
Read-only MCP server for Tanita Health Planet measurements, providing tools for…
48625
SamyiHu
mcp-uart Claim
Enables AI agents to communicate with UART/serial devices, offering tools for p…
N/A N/A
48626
bulkpublish
Social media automation for AI agents. Schedule posts, upload media, manage cha…
N/A N/A 95
48627
sadfasdf
asdfas123 Claim
N/A N/A 95
48628
Rhaera
mcp-server Claim
N/A N/A 95
48629
Shyamkadiwar
Enables AI assistants to interact with MongoDB databases through natural langua…
48630
PerssonaOps
MCP server that lets AI agents control Perssona. It enables creating terminals,…
N/A N/A
48631
giuliocapecchi
Jisho MCP Claim
Enables Japanese word lookup and search using the Jisho.org dictionary, providi…
48632
ringo380
A comprehensive MCP server for Google Sheets integration with Claude, enabling …
48633
fastmcp-me
IcebergMCP Claim
Enables natural language interaction with Apache Iceberg Lakehouse tables throu…
48634
benjamin920101
Enables querying of Chinese-Western medicine interactions with comprehensive dr…
N/A N/A 95
48635
kkjzio
Generates quizzes from Markdown content and outputs interactive HTML and Word d…
N/A N/A
48636
gitagenticdev
Enables AI models like Claude or GPT to interact with a decentralized git netwo…
48637
seungmanchoi
An MCP server for vibe coders to generate app icons with AI, auto-resize for iO…
N/A N/A
48638
kbennett2000
concord-mcp Claim
Enables MCP clients to look up Bible verses, perform semantic search, and acces…
N/A N/A
48639
Null-Phnix
JobHound Claim
Enables autonomous job search by scanning, scoring, and applying to jobs via AP…
N/A N/A
48640
2389-research
agent-drugs Claim
Digital drugs that modify AI behavior through prompt injection, enabling agents…
48641
AlfrescoLabs
A minimal MCP server for Alfresco providing tools via the Alfresco REST API, wi…
48642
Jonahbkerr
An MCP server that enables any AI agent to call Claude using your existing Max/…
N/A N/A
48643
groundlight
Enables natural language interaction with Groundlight to create and manage comp…
48644
AiAgentKarl
MCP server giving AI agents access to global supply chain and trade data from U…
48645
MauroDruwel
Connect Claude and other MCP clients to your Smartschool account to ask about g…
48646
orbisapi
Browse, discover, and call 971 production APIs from Claude, Cursor, or Windsurf…
81
48647
Helms-AI
MCP server that exposes OpenClaw Gateway tools to Claude Code and other MCP cli…
48648
priyasogani8-star
A WhatsApp MCP server providing 32 tools for Claude, Cursor, and Windsurf, incl…
N/A N/A
48649
preangelleo
Enables AI-powered Ghost CMS blog management through Claude Desktop with conten…
81
48650
shahil-yadav
Enables real-time weather data streaming through a secure MCP server. Features …
81
Showing 48601–48650 of 48680 servers