MCP Server Quality Scores

Independent quality analysis of 68948 public MCP servers

68948
Discovered
→
33679
Scored
→
2112
Verified
→
16953
Complete

Last updated 10 hours, 27 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
68401
MnkyBr8n
A Model Context Protocol server that parses code, documents, data, and config f…
— ○ ⏳ — N/A N/A — — —
68402
CSOAI-ORG
creativity-engine-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
68403
MaartenSmeets
Enables LLMs to fetch and extract web content using browser automation, OCR, an…
— ○ ⏳ — N/A N/A — — —
68404
Lee-Becky
test Claim
— ○ ⏳ — N/A N/A — 95 —
68405
avadev
Provides access to Avalara Global Returns API for tax returns, filing calendars…
— ○ ⏳ — — — — — —
68406
toothlesstarantula
mcp-finance Claim
MCP server for capturing and classifying daily expenses, built with Node.js and…
— ○ ⏳ — — — — — —
68407
contactkontey-dotcom
BRYDGE Claim
Checks whether an agent's actions actually happened, against the destination's …
— ○ ⏳ — N/A N/A — — —
68408
SamtheIII
Manages Xray test cases, executions, and reports through natural language comma…
— ○ ⏳ — — — — 81 —
68409
Semiotronika
Nouz Claim
Semantic knowledge engine for Obsidian with auto-classification and DAG hierarc…
— ○ ⏳ — N/A N/A — — —
68410
pakbusapp
PakBus Claim
Bus and metro journeys, departures, routes, fares and service changes in Pakist…
— ○ ⏳ — — — — — —
68411
RupeshEY
A Model Context Protocol (MCP) server for managing Google Calendar events.
— ○ ⏳ — — — — — —
68412
Pantani
Control Ableton Live from Claude, Cursor or Codex with LOM tools, device knowle…
— ○ ⏳ — N/A N/A — — —
68413
KeithWyatt
Repair or replace? Get device repair costs, local shops, trade-in values.
— ○ ⏳ — N/A N/A — 95 —
68414
Create and update subscription calendars from ChatGPT, Claude, or Codex.
— ○ — — — — 67 —
68415
Koradji77
heropen Claim
A local memory server for AI agents that stores and retrieves information via M…
— ○ ⏳ — N/A N/A — — —
68416
CSOAI-ORG
job-description-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
68417
Prototypr
Search the Feedbagel RSS catalog, follow feeds, and route new entries to webhoo…
— ○ ⏳ — — — — — —
68418
runapi-ai
z-image-mcp Claim
Enables text-to-image generation using Z Image models via RunAPI, with task man…
— ○ ⏳ — — — — — —
68419
clihub Claim 1
Convert any CLI binary to an MCP server via `ch mcp wrap`; discover CLI tools &…
— ○ — N/A N/A — 81 —
68420
OmNagvekar
Chef-Agent Claim
A streaming AI cooking assistant that uses MCP tools and Neo4j knowledge graph …
— ○ ⏳ — — — — — —
68421
sspcodeflix
Exposes a materialized service dependency graph as an MCP toolset for persisten…
— ○ ⏳ — — — — 81 —
68422
luizrodrigues034
mcp-sing Claim
Enables reproduction of identical handwritten signatures on a NextDraw 8511 pen…
— ○ ⏳ — N/A N/A — — —
68423
HappyMonkeyAI
Provisions Google Analytics 4 for local AI/web projects by creating properties …
— ○ ⏳ — N/A N/A — 95 —
68424
atharvpatwardhan
Enables natural language-powered ETL workflows using Airflow, AWS Glue, Athena,…
— ○ ⏳ — — — — — —
68425
moyohussein
Enables AI models to interact with YouTube content through 18 MCP tools for vid…
— ○ ⏳ — — — — — —
68426
AhmadTheTech
Enables AI agents to manage WordPress sites through the WordPress REST API, sup…
— ○ ⏳ — — — — — —
68427
AgenticAI-Ind
MCP server for personal finance management and investment tracking with real-ti…
— ○ ⏳ — N/A N/A — — —
68428
Thutos
mcp Claim
Sendar application email: inspect setup, preview, send and check delivery.
— ○ ⏳ — — — — — —
68429
rabdulsal
An MCP server that drives the full App Store release cycle for iOS and macOS ap…
— ○ ⏳ — N/A N/A — — —
68430
standardbeagle
slop-mcp Claim
An MCP orchestration layer that aggregates multiple MCP servers while exposing …
— ○ ⏳ — — — — — —
68431
LPSignals
LPSignal Claim
Uniswap/PancakeSwap/Aerodrome LP pools and price ranges ranked by net APR after…
— ○ ⏳ — — — — — —
68432
AugustusW
sharedoc-mcp Claim
Share agent-generated Markdown as links — GitHub gists today, your own server t…
— ○ ⏳ — N/A N/A — — —
68433
christophejlegros-lgtm
Exposes a bio-hybrid neuromorphic simulation pipeline (SNN, consciousness proxi…
— ○ ⏳ — — — — — —
68434
jeffbai996
ibkr-mcp Claim
An MCP server that turns Interactive Brokers into a question-answering portfoli…
— ○ ⏳ — N/A N/A — — —
68435
xavierchoi
claude-code Claim
Enables Codex to delegate tasks to Claude Code, allowing Claude to investigate,…
— ○ ⏳ — N/A N/A — — —
68436
E0DUAR
Enables AI agents to manage Kommo CRM (formerly AmoCRM) entities including lead…
— ○ ⏳ — — — — — —
68437
ElemTran
Web-based feedback collection tool for MCP environments with Markdown, Mermaid …
— ○ ⏳ — — — — — —
68438
AIops-tools
Governed PostgreSQL DBA ops: slow-query RCA, bloat/vacuum & blocking-lock analy…
— ○ ⏳ — N/A N/A — — —
68439
Dvorak
Enables querying OpenDRIVE road network files through structured MCP tools for …
— ○ ⏳ — N/A N/A — — —
68440
joeseesun
A local MCP gateway that unifies multiple LLM providers, API keys, routing, and…
— ○ ⏳ — N/A N/A — — —
68441
emresemercioglu
Competitive Intelligence MCP: generate AI battlecards, track competitors, monit…
— ○ ⏳ — N/A N/A — 83 —
68442
ramesharavapally
Fusion MCP Claim
A local stdio MCP server providing read-only access to Oracle Fusion/ERP Cloud …
— ○ ⏳ — — — — — —
68443
igor47
notmuchproxy Claim
Enables LLMs to search and read email from a notmuch archive, providing tools f…
— ○ ⏳ — N/A N/A — — —
68444
insightsocial
Live public data from TikTok, LinkedIn, YouTube, X, Reddit and 17 more networks…
— ○ ⏳ — — — — — —
68445
sebastianall1977
gmail-mcp6 Claim
— ○ ⏳ — N/A N/A — 95 —
68446
viniciuslazzari
Bolsai Claim
Provides Brazilian financial market data including stock prices, fundamentals, …
— ○ ⏳ — — — — — —
68447
signaltech-org
Discover and call every paid API on the bolthub marketplace with automatic L402…
— ○ ⏳ — N/A N/A — — —
68448
DenUsenko
Connects Claude Desktop to real-time stock market data via Finnhub API, enablin…
— ○ ⏳ — — — — — —
68449
CallMarcus
Community-built, comprehensive MCP server for the SecurityScorecard API (unoffi…
— ○ ⏳ — N/A N/A — — —
68450
dennisonbertram
Enables Large Language Models to securely interact with Box cloud storage, incl…
— ○ ⏳ — — — — — —
Showing 68401–68450 of 68948 servers