MCP Server Quality Scores

Independent quality analysis of 56925 public MCP servers

56925
Discovered
29794
Scored
2112
Verified
16953
Complete

Last updated 56 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
56651
JackKuo666
A FastMCP wrapper server that provides API access to the ChEMBL database, enabl…
56652
yufeioptimal
Enables AI assistants to process 3D point clouds and meshes using CloudCompare …
N/A N/A
56653
DakshBeep
CashBFF MCP Claim
CashBFF is a personal-finance MCP server for Claude. Connect your bank through …
56654
akhilkannur
Salestools Club is a technical registry and audit of 300+ sales APIs and MCP se…
56655
skyhook-io
radar Claim
Built-in MCP server for [Radar](https://radarhq.io), a modern Kubernetes visibi…
N/A N/A
56656
Customer LTV, churn risk, repurchase, lifecycle email, and winback intelligence.
N/A N/A 81
56657
akilat-spec
Manage employee leave with quick lookups for balances, histories, and recent ac…
N/A N/A 95
56658
Happm3p
A FastAPI server that enables interaction with YouTube's data through search, v…
N/A N/A 95
56659
PierrunoYT
Provides access to Reve text-to-image AI model for generating high-quality imag…
81
56660
ignitabull18
Enables interaction with Google's NotebookLM through natural language, allowing…
N/A N/A 95
56661
tilfin
Provides a serverless implementation of the Model Context Protocol for register…
56662
dmang-dev
mcp-ppsspp Claim
Drive PSP games through [PPSSPP](https://www.ppsspp.org)'s built-in WebSocket d…
N/A N/A
56663
dmang-dev
mcp-dolphin Claim
Drive the [Dolphin](https://dolphin-emu.org) GameCube/Wii emulator from any MCP…
N/A N/A
56664
pl728
Enables fetching and reading subscriber-only content from Trade Companion by Ad…
N/A N/A 95
56665
LAXY9887
A hosted Model Context Protocol (MCP) server for game-dev spritesheet workflows…
56666
ActaLumen
Enables AI agents to upload, verify, and chat about documents for compliance (e…
56667
rivka414
Enables users to query real-time weather data for Israeli cities using natural …
N/A N/A
56668
timjensgrossinger
switchyard Claim
Routes coding tasks across multiple AI CLIs (Copilot, Claude Code, Gemini, etc.…
N/A N/A
56669 N/A N/A 95
56670
Lexus2016
Provides persistent, local-first memory with knowledge graph and hybrid search …
N/A N/A
56671
liatrio-labs
Generates and manages slash commands for AI coding assistants like Claude Code …
N/A N/A
56672
0xHumban
Enables AI assistants to perform web searches and retrieve real-time informatio…
56673
EviterLesRoses2
cc98-mcp Claim
cc98-mcp enables AI assistants to search, read, and aggregate posts from the Zh…
N/A N/A
56674
aws-samples
Exposes Amazon Nova Act web automation capabilities through the Model Context P…
N/A N/A
56675
bbusche
An MCP server that lets an AI agent read your portfolio, place paper trades, an…
56676
huangjien
Enables read-only integration with GitHub, Jenkins, and Artifactory for DevOps …
56677
Maxteabag
A utility that helps diagnose and fix GitHub Actions workflow failures by analy…
81
56678
Vektor-Memory
Slipstream - Built by Vektor Memory - a persistent multi-layered memory archite…
N/A N/A
56679 N/A N/A 95
56680
Rhonstin
zerobyte-mcp Claim
Enables managing Zerobyte backups via MCP, including listing repositories, snap…
N/A N/A
56681
agarwalvivek29
quickwit-mcp Claim
A read-only MCP server that exposes Quickwit log search and aggregations to LLM…
56682
gunjanjp
A comprehensive Model Context Protocol (MCP) server that enables Claude and oth…
N/A N/A
56683
gastonmorixe
Exposes a standardized web search tool via Brave Search for MCP clients like Co…
56684
graphpilot-oss
graphpilot Claim
Structural memory for coding agents. Indexes TypeScript/JavaScript repos and ex…
N/A N/A
56685
OscarByron69
mcp-pgSQL Claim
A local MCP server for PostgreSQL that provides tools for SQL execution, metada…
N/A N/A
56686
thrr87
Hoard Claim
Local MCP server for indexing personal knowledge into SQLite with hybrid search…
56687
nycsav
geo-audit Claim
Evaluates any website's AI visibility with 15 checks across crawlability, struc…
N/A N/A
56688
bit-of-a-shambles
A Model Context Protocol (MCP) server for Microsoft Advertising (Bing Ads / Duc…
56689
zackpeters93
ugs-mcp Claim
CNC machine control via Universal G-code Sender (GRBL). Jog axes, home, run G-c…
N/A N/A
56690
bunq
An MCP server that connects AI assistants to the bunq Partner API, enabling nat…
N/A N/A
56691
canopy-workshop
clermes-mcp Claim
Exposes a Clermes worker fleet as typed tools over HTTP and stdio, enabling a c…
N/A N/A
56692
bhayanak
Enables AI assistants to interact with Datadog's observability platform via nat…
56693
deepakjois
A proof-of-concept MCP server that interacts with Todoist using OAuth-based aut…
56694
MIMICLab
Enables web search using Google Gemini with search grounding and question-answe…
N/A N/A
56695
BeTrusty
Enables to calculate property prices and check availability via BeTrusty API, s…
56696
coah80
youtube-mcp Claim
Enables AI assistants to watch YouTube videos by extracting frames at scene cha…
N/A N/A
56697
xiaobenyang-com
osrs-stat Claim
Track any player's skills, activities, and boss kills. Explore leaderboards for…
N/A N/A 95
56698
trussler-leveragepointdata
MCP server for querying procurement and inventory documents (invoices, purchase…
N/A N/A
56699
aircodelabs
Grasp Claim
An open-source self-hosted browser agent that provides a dockerized browser env…
81
56700
ronier83
Enables secure management of CTERA Portal file systems and administration throu…
81
Showing 56651–56700 of 56925 servers