MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 15 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
52401
ProntoHQ
mcp-pronto Claim
B2B sales intelligence: find companies, extract leads, enrich contacts with ema…
52402
JiayuuWang
Enables AI assistants to interact with Vercel API for managing projects, deploy…
52403
gregpriday
A read-only MCP server providing structured code planning and review tools (tec…
N/A N/A
52404
andreahaku
A Model Context Protocol server for deep codebase understanding of Python proje…
N/A N/A
52405
MorganFisher2007
Noemic Fabs Claim
Custom manufacturing for AI agents: parametric CAD in chat, DFM checks, USD quo…
52406
Data-Engineering-MCP
Enables AI assistants to retrieve Rally work items by FormattedID using HTTP Ba…
52407
maxaeo
Local-first AI visibility, GEO/AEO, and llms.txt audit MCP server for Claude, C…
N/A N/A
52408
jkvu626
agent-zoo Claim
Enables injecting agent personas into Cursor conversations via MCP prompts.
N/A N/A
52409
angelafeliciaa
TabulaRAG Claim
Enables AI assistants to query tabular data (CSV/TSV) using natural language wi…
52410
jnMetaCode
engram Claim
Local, private memory layer for notes and files with temporal reasoning and cit…
N/A N/A
52411 N/A N/A 95
52412
sancovp
SEED MCP Claim
SEED provides a unified interface to compound AI systems, coordinating between …
N/A N/A
52413
danielsimonjr
Enables file comparison, folder diffing, 3-way merging, folder sync, and script…
N/A N/A
52414
rpc-edge
Provides Solana infrastructure awareness including RPC health, priority fee est…
52415
mcpflow
Provides real-time access to Singapore's Land Transport Authority data, includi…
52416
gregpriday
An MCP server that generates and edits images using OpenAI's GPT Image model, a…
N/A N/A
52417
blendduck
Create, schedule, review, analyze, and manage social content across connected c…
52418 N/A N/A 95
52419
woraphol-j
MCP Server for the LINE Shopping API, enabling AI agents and tools to interact …
52420
557888-pixel
Retrieves game logs from the Lumigame platform, including recent logs and sign-…
N/A N/A
52421
bokazio
MCP server for WordPress content management that provides a secure interface fo…
N/A N/A
52422
mrchris2000
Enables automated deployments, environment management, snapshots, and deploymen…
N/A N/A
52423
og-mcp
ado-mcp Claim
Enables AI assistants to interact with Azure DevOps, providing tools for managi…
52424
joshfreeland
Forward MCP Claim
Enables agents to purchase verified growth outcomes such as qualified leads, sa…
N/A N/A
52425
FMorgan-111
MCP server that exposes GitHub operations as tools for AI agents, enabling code…
52426
sjgant80-hub
MCP server for foldkit that exposes the 7-prime spine, 7 κ-bands, and 6 fold op…
N/A N/A
52427
Lay4U
repomemory Claim
MCP server that captures and recalls coding session memory (failures, decisions…
52428
FabG
mcp-server Claim
Provides instructions and code to set up an MCP server using FastMCP, enabling …
N/A N/A
52429
naotochan
MCP server for controlling PolyNodes spatial sonic synthesis via OSC, allowing …
N/A N/A
52430
gregorydickson
memory-graph Claim
N/A N/A 95
52431
pipeworx-io
Enables searching, querying, and inspecting Honolulu GIS open geospatial datase…
52432
shvartzj1
jetkvm-mcp Claim
MCP server that enables AI to see and control a physical computer via a JetKVM …
N/A N/A
52433
ybolduc
The world's first forensic FX audit MCP server. Detects hidden bank fees, undi…
N/A N/A
52434
nzxhuong
Enables hybrid keyword and semantic search over ModernGL documentation using FT…
N/A N/A
52435
AlexLin1234
Enables searching and exploring millions of items from the Smithsonian Institut…
52436
Ryan3719
aseprite-mcp Claim
MCP server for controlling Aseprite from Codex, wrapping its native CLI and Lua…
N/A N/A
52437
wolfcao
A local-first MCP server providing persistent, project-scoped and global memory…
N/A N/A
52438
xiaobenyang-com
edge-tts Claim
Convert text into natural-sounding speech for fast audio creation. Orchestrate …
N/A N/A 95
52439
amarshiv86
Enables SRE operations through natural language, providing tools to query SLO s…
52440
LokiMCPUniverse
Enables reading and writing to Tableau Server or Tableau Cloud via the REST API…
52441
IBM
Provides a modular MCP server to integrate with IBM Data Intelligence services,…
52442 N/A N/A 95
52443
gastonmorixe
Exposes a standardized web search tool via Brave Search for MCP clients like Co…
52444
guangxiangdebizi
Facilitates retrieval and parsing of Chinese central government policies from g…
52445
hussainbiedouh
Beaunifi Claim
An MCP server that intelligently beautifies and minifies JavaScript and CSS fil…
N/A N/A
52446
mohsinmshabbir
Ask about the Saudi economy in plain English or Arabic. No API key or database …
52447
Acharya-Arvind
A distributed MCP server architecture with a master aggregator that orchestrate…
81
52448
unfakable
Document verification MCP server enabling AI agents to verify file authenticity…
N/A N/A
52449
mcostigliola321
Enables AI assistants to forecast revenue and demand for Shopify stores using G…
52450
Abhishekv87bit
Enables AI assistants to render 3D models by providing tools to execute OpenSCA…
N/A N/A 95
Showing 52401–52450 of 66502 servers