MCP Server Quality Scores

Independent quality analysis of 69052 public MCP servers

69052
Discovered
→
33772
Scored
→
2112
Verified
→
16953
Complete

Last updated 7 hours, 33 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
62801
cornelcroi
Enables users to ask questions about their spreadsheets in plain English and re…
— ○ ⏳ — N/A N/A — 95 —
62802
Janadasroor
A PostgreSQL Model Context Protocol (MCP) server acting as a robust persistent …
— ○ ⏳ — N/A N/A — — —
62803
rahulraonatarajan
Smart AI workflow for Cursor teams with intelligent prompt routing, real-time c…
— ○ ⏳ — N/A N/A — — —
62804
ZZtopBR
An MCP server enabling video processing via natural language: transcription wit…
— ○ ⏳ — N/A N/A — — —
62805
JayLathiaTR
Simulates a leave management workflow for employees and managers, including lea…
— ○ ⏳ — N/A N/A — — —
62806
hwruchan
Enables management and querying of Sangmyung University schedules, meal plans, …
— ○ ⏳ — — — — 81 —
62807
mikakoivisto
An MCP server for managing Apple Reminders via remindctl on macOS, integrating …
— ○ ⏳ — N/A N/A — — —
62808
famtong8-dev
Python MCP server for vector search using Qdrant vector database and Ollama emb…
— ○ ⏳ — — — — — —
62809
TomMaSS
PRDforge Claim
Enables Claude to read and write product requirement documents section by secti…
— ○ ⏳ — — — — — —
62810
Abernaughty
Enables semantic code search over a local codebase using Qdrant vector embeddin…
— ○ ⏳ — N/A N/A — — —
62811
karolswitala
Syncs and retrieves daily nutrition data (meals and macros) from Fitatu via MCP…
— ○ ⏳ — — — — — —
62812
pepuscz
Enables extraction and analysis of candidate profiles from Recruitee recruitmen…
— ○ ⏳ — — — — — —
62813
matipojo
Enables live preview of Storybook components inside the IDE as the AI edits the…
— ○ ⏳ — N/A N/A — — —
62814
cuongpo
Enable seamless interaction with the Rootstock blockchain through a standardize…
— ○ ⏳ — N/A N/A — 95 —
62815
yuruotong1
autoMate Claim
A personal AI assistant server that provides MCP tools for notes, files, remind…
— ○ ⏳ — — — — — —
62816
antonio-mello-ai
mcp-airflow Claim
Manage Apache Airflow through its REST API — list DAGs, inspect DAG runs and ta…
— ○ ⏳ — N/A N/A — — —
62817
fr1pp
nexus-mcp Claim
A local MCP server for Nexus Mods mod discovery and research, backed by the v2 …
— ○ ⏳ — — — — — —
62818
diagrammo
dgmo-mcp Claim
Render 32 diagram and chart types to SVG/PNG with browser preview and HTML repo…
— ○ ⏳ — N/A N/A — 95 —
62819
ChharithOeun
Provides efficient knowledge-graph queries and unrestricted shell delegation fo…
— ○ ⏳ — N/A N/A — — —
62820
rcgeorge
ObsidianMCP Claim
Enables Claude to interact with an Obsidian vault via the Local REST API plugin…
— ○ ⏳ — N/A N/A — — —
62821
jerry-ai-dev
A pluggable, observable modular RAG framework exposing tools via MCP protocol f…
— ○ ⏳ — — — — — —
62822
nnnunezr
Switchboard Claim
A dashboard and MCP server for managing local development servers, enabling Cla…
— ○ ⏳ — N/A N/A — — —
62823
xhulz
An MCP server for AI-powered game development tools, including combat balancing…
— ○ ⏳ — — — — — —
62824
ZZZ034
Provides a set of micro-tools (time calculation, regex, encoding, JSON diff, et…
— ○ ⏳ — — — — — —
62825
Nero-PC
raycast Claim
— ○ ⏳ — N/A N/A — 95 —
62826
effatico
A lightweight MCP server that provides coding copilots with access to GPT-5, Pe…
— ○ ⏳ — — — — — —
62827
jdguggs10
A Cloudflare Worker that provides access to MLB Statistics API data through the…
— ○ ⏳ — — — — 81 —
62828
essovius
Integrates Everything file search with Claude Desktop, enabling instant Windows…
— ○ ⏳ — N/A N/A — — —
62829
gokimedia
Provides tarot card meanings, spreads (three-card, yes/no), and random draws fo…
— ○ ⏳ — N/A N/A — — —
62830
Jelloeater
A Model Context Protocol (MCP) server that connects to ActivityWatch, allowing …
— ○ ⏳ — N/A N/A — — —
62831
Newpaw
Enables interaction with the Rohlik grocery delivery service through MCP by pro…
— ○ ⏳ — N/A N/A — — —
62832
pipeworx-io
mcp-data-wa Claim
Enables querying and exploring Washington State open data via the Socrata SoQL …
— ○ ⏳ — — — — — —
62833
rkostko-ops
context Claim
Provides up-to-date documentation for AI agents by locally querying a community…
— ○ ⏳ — — — — — —
62834
s2tconsulting
Enterprise-grade MCP tools for AWS infrastructure, security compliance, AI work…
— ○ ⏳ — N/A N/A — 95 —
62835
iamvinitk
electron-mcp Claim
MCP server for interacting with and debugging Electron apps, providing tools fo…
— ○ ⏳ — N/A N/A — — —
62836
ngkienmkqn
Read-only MCP server for Wealify KPI dashboard that allows AI agents to query K…
— ○ ⏳ — — — — — —
62837
alpacahq
Enables AI agents to control Adobe After Effects for project inspection, compos…
— ○ ⏳ — N/A N/A — — —
62838
zmbcen
Integrates multiple Android APK security analysis tools into MCP standard APIs …
— ○ ⏳ — N/A N/A — — —
62839
hitankshah
sylgeo-mcp Claim
Enables AI assistants to scan brand visibility across ChatGPT, Claude, Gemini &…
— ○ ⏳ — — — — — —
62840
WW-AI-Lab
Enables AI assistants to generate and edit images using Azure OpenAI's gpt-imag…
— ○ ⏳ — — — — 81 —
62841
popey
grype-mcp Claim
— ○ ⏳ — N/A N/A — 95 —
62842
solomonneas
zeek-mcp Claim
An MCP server for Zeek and Suricata, providing intelligent log parsing, queryin…
— ○ ⏳ — N/A N/A — — —
62843
hallboys
Enables Claude to interact with Acumatica ERP through a remote MCP server with …
— ○ ⏳ — — — — — —
62844
dotts-h
twiceshy Claim
Experience memory for coding agents: validated traps, fixes and dead-ends at de…
— ○ ⏳ — — — — — —
62845
ai-integr8tor
An MCP server for storing and retrieving memories using Qdrant vector search, a…
— ○ ⏳ — — — — — —
62846
MartinCley
Generates formatted Excel (.xlsx) files from user requests and deposits them in…
— ○ ⏳ — — — — — —
62847
neurynae
MCP tool discovery for AI agents — find, compare, verify tools across 35+ regis…
— ○ ⏳ — N/A N/A — — —
62848
LCM2M
Enables read-only access to LCM2M Caddis VM2M API for equipment, runs, telemetr…
— ○ ⏳ — N/A N/A — — —
62849
thefranceway
mcp-ad4m Claim
Enables Claude Code with persistent semantic memory, cross-session context, and…
— ○ ⏳ — N/A N/A — — —
62850
sunnylabtv-crypto
A multi-domain multi-agent system served over MCP (Model Context Protocol) with…
— ○ ⏳ — — — — — —
Showing 62801–62850 of 69052 servers