MCP Server Quality Scores

Independent quality analysis of 68948 public MCP servers

68948
Discovered
→
33695
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 31 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
68251
ZapSign
Enables integration with the ZapSign API for electronic document signing and ma…
— ○ ⏳ — — — — — —
68252
k-krawczyk
An MCP server that lets an AI agent work with an ActiveMQ Artemis broker.
— ○ ⏳ — — — — — —
68253
Iyonx
Tollmint Claim
Per-call data for agents: graded behavioural science, dark-pattern detection, w…
— ○ ⏳ — — — — — —
68254
NUbem000
A Model Context Protocol server adapted for Google Cloud Platform that enables …
— ○ ⏳ — N/A N/A — 95 —
68255
moldis
Enables interaction with Kaspa blockchain nodes via RPC, providing tools for qu…
— ○ ⏳ — N/A N/A — — —
68256
kanishka3000
Checks domain name availability using the WhoisJSON API, returning registration…
— ○ ⏳ — — — — — —
68257
mrallanodreman
Bot to amplify crisis information in Venezuela by tweeting predefined templates…
— ○ ⏳ — N/A N/A — — —
68258
gururajhm-neo
MCP server for TestNeo quality workflows, enabling test generation, execution, …
— ○ ⏳ — — — — — —
68259
isdaniel
mcp-gsuite Claim
MCP server to interact with Google Gmail and Calendar APIs. Supports multiple a…
— ○ ⏳ — N/A N/A — — —
68260
nalyDzzz
Read-only MCP server for reconciling SimpleFIN bank data against Firefly III le…
— ○ ⏳ — N/A N/A — — —
68261
SatyamSingh8306
mcp_arena Claim
A production-ready Python library for building MCP servers with agent orchestra…
— ○ ⏳ — — — — — —
68262
blessed234640
Enables searching for jobs in Russia and remote positions from AI assistants us…
— ○ ⏳ — — — — — —
68263
theluckystrike
One install that runs every sibling MCP server as a child process and merges th…
— ○ ⏳ — N/A N/A — — —
68264
fastmcp-me
Enables DuckDB database interaction through MCP, supporting SQL queries, table …
— ○ ⏳ — N/A N/A — — —
68265
Mgabr90
A unified MCP server that integrates Zoho CRM and Zoho Books, enabling AI assis…
— ○ ⏳ — N/A N/A — — —
68266
zhaohongyuziranerran
Enables creating and managing automated workflows with triggers, actions, webho…
— ○ ⏳ — — — — — —
68267
pranavkakde
Enables LLMs to automate browser tasks (navigation, clicks, text input) via Sel…
— ○ ⏳ — N/A N/A — — —
68268
liushoukai
A Model Context Protocol (MCP) server implemented in Rust, providing utility to…
— ○ ⏳ — — — — — —
68269
rafaelcamelo
ideb-mcp Claim
Exposes Brazilian education data (IDEB) by municipality for consultation via Cl…
— ○ ⏳ — N/A N/A — — —
68270
theYahia
Provides access to Neshan Maps API (Iran) for geocoding, directions, and place …
— ○ ⏳ — — — — — —
68271
henrique-coder
An advanced, high-performance Python client, MCP server, and REST API for rever…
— ○ ⏳ — N/A N/A — — —
68272
edithatogo
sourceright Claim
reference and citation validation, verification, enrichment, replacement and im…
— ○ ⏳ — — — — 81 —
68273
Astrid3333
Double-entry accounting MCP server for Claude Desktop. Supports accounts, trans…
— ○ ⏳ — N/A N/A — — —
68274
nolte
MCP server for Reachy Mini robot that exposes robot state and motion control to…
— ○ ⏳ — N/A N/A — — —
68275
McSlaine
AI agent access to website analytics, session replay, and anomaly detection.
— ○ ⏳ — N/A N/A — 83 —
68276
ryuto-alt
Enables AI agents to control the DX12 Engine editor for game development, inclu…
— ○ ⏳ — N/A N/A — — —
68277
brynnjocelyn
Enables LLMs to manage PocketBase databases with comprehensive CRUD, authentica…
— ○ ⏳ — — — — — —
68278
danduh
Enables file operations, npm package management, and configuration checking thr…
— ○ ⏳ — N/A N/A — — —
68279
aspectrr
An MCP server that enables AI-powered video editing with iMovie on macOS.
— ○ ⏳ — N/A N/A — — —
68280
mcpwright
soi-mcp Claim
Provides IRS income and tax statistics by ZIP code, enabling LLM agents to quer…
— ○ ⏳ — N/A N/A — — —
68281
peterparker57
Enables instant file searches on Windows using Everything's native SDK, support…
— ○ ⏳ — N/A N/A — — —
68282
rouse2617
Provides arXiv paper search, download, Chinese translation, and WeChat article …
— ○ ⏳ — N/A N/A — — —
68283
swigerb
Enables interaction with Microsoft Copilot Studio Agents through the Direct Lin…
— ○ ⏳ — N/A N/A — — —
68284
TanvirIslam-BD
A calculator MCP server providing add and subtract tools, along with file resou…
— ○ ⏳ — — — — — —
68285
codysandahl
Fetches webpages and returns clean, structured Markdown with metadata (title, a…
— ○ ⏳ — — — — — —
68286
lokranjanp
Garmin MCP Claim
MCP server that exposes Garmin Connect health and activity data (steps, sleep, …
— ○ ⏳ — — — — — —
68287
sbrunner-atx
contest-mcp Claim
Enables logging amateur-radio QSOs to N3FJP logging software via MCP tools, inc…
— ○ ⏳ — — — — — —
68288
guenichone
Enables AI systems to interact with Atlassian Bitbucket Server/Data Center for …
— ○ ⏳ — — — — — —
68289
srieg
Enables semantic and keyword search across AI work sessions, learnings, reflect…
— ○ ⏳ — N/A N/A — — —
68290
anupmurali05
Exposes a tool to retrieve mocked documentation records from a simulated databa…
— ○ ⏳ — — — — — —
68291
jacobhgruber-dev
Unified scholarly search across 60+ academic sources with citation formatting (…
— ○ ⏳ — — — — — —
68292
haydary1986
fleet-mcp Claim
A unified MCP server for managing hosting fleets, enabling natural language con…
— ○ ⏳ — — — — — —
68293
matematicsolutions
jp-eli-mcp Claim
Searches and retrieves Japanese national legislation from the official e-Gov AP…
— ○ ⏳ — — — — — —
68294
ishk9
Pixl Claim
Turns AI coding hosts into a guided mobile-UI design tool with design interview…
— ○ ⏳ — N/A N/A — — —
68295
4nden
This MCP Server bridges Egonex-AI/Understand-Anything with Claude Desktop and o…
— ○ ⏳ — N/A N/A — — —
68296
raya-ac
engram Claim
A cognitive memory system for MCP that provides hybrid retrieval, memory layers…
— ○ ⏳ — — — — — —
68297
fysh1010
bilibili-mcp Claim
A Model Context Protocol server that provides tools for parsing and retrieving …
— ○ ⏳ — — — — — —
68298
darkClaw921
MCP server for interacting with Bitrix24 REST API, enabling CRUD operations on …
— ○ ⏳ — — — — — —
68299
clemente-turrubiates
cascade-mcp Claim
Exposes a hybrid conflict resolution router as MCP tools, deciding per conflict…
— ○ ⏳ — — — — — —
68300
fangsylar-pixel
Enables web search via a real browser for any LLM, bypassing anti-bot measures …
— ○ ⏳ — N/A N/A — — —
Showing 68251–68300 of 68948 servers