MCP Server Quality Scores

Independent quality analysis of 61551 public MCP servers

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61551
Discovered
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30061
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2112
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16953
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Last updated 38 minutes ago

Grade Distribution

Score Distribution

Newly Added

eudr-parcel-screener F agent-tools F memra F QuillCaddie MCP F Plixana F

Biggest Gainers

Adbloop Meta Ads +54 dynamic-feed +50 NeuroTrade Signal API +32

Biggest Drops

WashPulse -58 Deepfake-Sentinel -58 VeriGhost-Clarity -58
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
31651
abnersajr
Readedit Claim
MCP server that combines Read+Edit file operations into single tool calls. 80-9…
 — ○ ⏳ — N/A N/A — — —
31652
bioanywhere
Connects AI assistants to GitLab projects, enabling natural language queries fo…
 — ○ ⏳ — — — — 81 —
31653
Cast-Hub
CastHub Claim
Control CastHub digital signage. Manage TVs, presentations, schedules, and emer…
 — ○ ⏳ — N/A N/A — — —
31654
olsonale
A comprehensive Model Context Protocol (MCP) server for the Todoist API. Provid…
 — ○ ⏳ — N/A N/A — — —
31655
agentbay
AgentBay Claim
Persistent memory, teams, and …
 — ○ ⏳ — — — — 81 —
31656
edasan0568
Enables management of Proxmox VE environments via the Proxmox API, including no…
 — ○ ⏳ — N/A N/A — — —
31657
ClementRingot
Enables AI agents to check real-time SAP object release status for ABAP Cloud a…
 — ○ ⏳ — N/A N/A — — —
31658
Somsubhra-Nandi
Exposes MetaCall FaaS capabilities as MCP tools for deploying, invoking, and ma…
 — ○ ⏳ — — — — — —
31659
zsomtor
MCP server that wraps a personal task manager REST API, enabling Claude to read…
 — ○ ⏳ — — — — — —
31660
localgov-jp
mcp-server Claim
Japan central + municipal subsidies (20,810 grants, 1,627 munis). 8 tools beyon…
 — ○ ⏳ — — — — — —
31661
Synlake-ai
Compare, estimate, and deploy cloud infrastructure across AWS, GCP, and Azure f…
 — ○ ⏳ — — — — — —
31662
hussainn7
mcp-vision Claim
A local autonomous AI agent that watches your screen, understands the visual la…
 — ○ ⏳ — N/A N/A — — —
31663
PrajwalPrashanth
This MCP server fetches and extracts transcripts from YouTube videos, enabling …
 — ○ ⏳ — N/A N/A — — —
31664
iampopovich
Enables interaction with TestIT test management platform, allowing management o…
 — ○ ⏳ — N/A N/A — — —
31665
dataworkshop
A simple MCP server offering three utility tools: UUID generation, temperature …
 — ○ ⏳ — — — — — —
31666
fastmcp-me
mcp-pinecone Claim
Enables reading and writing to a Pinecone vector index, including semantic sear…
 — ○ ⏳ — — — — — —
31667
bondedpath
The BondedPath MCP Server allows AI assistants to instantly search and discover…
 — ○ ⏳ — — — — 81 —
31668
Szotasz
An MCP server for the Billingo invoicing API (v3) that enables AI assistants li…
 — ○ ⏳ — — — — — —
31669
smamidipaka6
Connects AI agents to Google Flights data, enabling retrieval of flight informa…
 — ○ ⏳ — N/A N/A — — —
31670
nille
Monitors boligportal.dk for new rental listings in Denmark. Provides tools to s…
 — ○ ⏳ — N/A N/A — — —
31671
sator-imaging
An MCP server that generates skill manifests from GitHub skills directories and…
 — ○ ⏳ — — — — — —
31672
156554395
Enables image and video generation using BigModel AI's CogView and CogVideoX mo…
 — ○ ⏳ — — — — — —
31673
ai-mcp-garage
Enables retrieval and analysis of MyFitnessPal nutrition data including daily s…
 — ○ ⏳ — — — — 81 —
31674
enki-run
buddy Claim
Agent-first knowledge graph MCP server that provides 25 tools for managing a kn…
 — ○ ⏳ — N/A N/A — — —
31675
FallDownTheSystem
Enables Claude to chat with various AI models and obtain multi-model consensus …
 — ○ ⏳ — — — — — —
31676
BofAI
A comprehensive MCP server that enables AI agents to interact with the TRON blo…
 — ○ ⏳ — — — — — —
31677
Auxin-io
Generate secure Java code snippets and starter projects for common tasks. Learn…
 — ○ ⏳ — N/A N/A — 95 —
31678
rjlopezai
VERITAS Claim
Multi-model consensus verification for AI agent pipelines. 5 MCP tools: verify_…
 — ○ ⏳ — N/A N/A — 95 —
31679
SCom-82
An unofficial MCP server that provides 17 tools for Yandex/Google rank tracking…
 — ○ ⏳ — — — — — —
31680
folk00
Enables LLMs to create, onboard, and diagnose Cisco SD-WAN branch edges using M…
 — ○ ⏳ — — — — 81 —
31681
Woodrose233
Enables interaction with MySQL databases via HTTP/SSE, allowing SQL query execu…
 — ○ ⏳ — N/A N/A — — —
31682
godson
godson_1231 Claim
— ○ ⏳ — N/A N/A — 95 —
31683
halim-23
Enables AI agents to interact with PostgreSQL databases through the Model Conte…
 — ○ ⏳ — — — — — —
31684
buoooou
SupaUI MCP Claim
Automatically generate a variety of UI components to improve development effici…
 — ○ ⏳ — N/A N/A — 95 —
31685
fenil0020
gridpane-mcp Claim
Manage GridPane WordPress servers and sites through MCP clients like Claude or …
 — ○ ⏳ — — — — — —
31686
ShyaM-SqS
Exposes GitHub repository actions (listing PRs/issues, creating issues, merging…
 — ○ ⏳ — N/A N/A — 95 —
31687
bioanywhere
Enables AI assistants to interact with GitLab projects, allowing users to query…
 — ○ ⏳ — — — — 81 —
31688
rrbanda
lol-mcp Claim
A FastMCP server that exposes REST API endpoints as Model Context Protocol tool…
 — ○ ⏳ — — — — 81 —
31689
webski101
Exposes the MiniMax M3 LLM API to MCP-compatible clients, enabling chat complet…
 — ○ ⏳ — — — — — —
31690
Beta0415
An MCP server that provides comprehensive image conversion and processing tools…
 — ○ ⏳ — N/A N/A — — —
31691
the-data-gateway-initiative
Exposes India's open government data (data.gov.in) APIs via the Model Context P…
 — ○ ⏳ — — — — — —
31692
alphajew420
concierge-mcp Claim 1
MCP server for Concierge, enabling AI agents to manage Discord customer support…
 — ○ ⏳ — — — — 81 —
31693
10.blaylock.10
project10 Claim
— ○ ⏳ — N/A N/A — 95 —
31694
Meshcue
An open-source MCP server that turns natural language hardware descriptions int…
 — ○ ⏳ — — — — — —
31695
Kartikk-26
Enables AI agents to build real-time knowledge graphs using Zep's Graphiti memo…
 — ○ ⏳ — — — — — —
31696
jimestesblog
A highly configurable, deployment-ready MCP server with modular architecture fo…
 — ○ ⏳ — — — — — —
31697
meruada
server Claim
Investment sentiment, predictions, and analyst track records for stocks and cry…
 — ○ ⏳ — N/A N/A — 95 —
31698
cloud
brickdocs Claim
— ○ ⏳ — N/A N/A — 95 —
31699
PierfrancescoLijoi
mcp-brain Claim
A Model Context Protocol server that gives Claude Code persistent, structured a…
 — ○ ⏳ — N/A N/A — — —
31700
sshh12
Enables Claude to fully control a Windows desktop with native screen capture, l…
 — ○ ⏳ — N/A N/A — — —
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