MCP Server Quality Scores

Independent quality analysis of 66534 public MCP servers

66534
Discovered
31841
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 37 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
42151
ccampora
Enables D365 F\&O development including object creation, modification, deletion…
N/A N/A
42152
TMHSDigital
Local AI MCP Claim
Unified MCP server for managing local model runtimes (Ollama, LM Studio, etc.),…
N/A N/A
42153
alexanderhupfer
Enables bulk domain registration status checking for over 200 TLDs using WHOIS …
N/A N/A
42154
Microck
Font MCP Claim
An expert design advisor MCP server that researches live discussions, scans pro…
N/A N/A
42155
doug-harrison
A FastMCP server packaged for easy installation into Dataiku code environments,…
42156
osirishorus
OpenCoffer Claim
Enables querying personal finance data including accounts, transactions, spendi…
42157
harshit-stas
browserbase Claim
N/A N/A 95
42158
Phionx
Validate physics equations for dimensional consistency. Add custom variables an…
N/A N/A 95
42159
automatikstudio
Generates inclusive, bias-free job descriptions by leveraging Claude AI to dete…
81
42160
BautistaPessagno
CollabMCP Claim
Provides shared real-time context for Claude Code agents, including scope aware…
N/A N/A
42161
ham-zax
Satori Claim
Agent-safe code retrieval MCP server that indexes repositories and provides sem…
81
42162
rach16
Enables web search via Tavily API, dice rolling, and marketing/company news ret…
N/A N/A
42163
qFlav
MCP server for AgentDrop - encrypted file transfer between AI agents across any…
N/A N/A
42164
andrew-sondgeroth
Enables location intelligence for US ZIP codes, allowing users to search, profi…
42165
GET-Technology-Inc
Provides AI assistants with direct access to Jamf official documentation, enabl…
42166
juangb87
Integrates FlexOffers API v3 as an MCP server, enabling users to manage affilia…
N/A N/A
42167
svtica
GLPI MCP Claim
MCP server allowing an AI assistant to interact directly with your GLPI instanc…
42168
WOOWTECH
A production-ready admin bundle for Odoo MCP Server deployments, providing a we…
42169
udjin-labs
mnemostack Claim
Durable hybrid memory for AI agents. Combines vector search, BM25, temporal ret…
N/A N/A 95
42170
Fibi66
Enables AI assistants to automatically analyze GitHub repositories and set up d…
81
42171
mattmre
EVOKORE-MCP Claim
Multi-server MCP aggregator with 266 skills, an orchestration runtime, fleet/cl…
N/A N/A
42172
PostOakLabs
476 MCP tools across 557 fintech tools: ChainGraph AP2 decisions, execution_has…
42173
manusa
powerful Kubernetes MCP server with additional support for OpenShift. Besides p…
N/A N/A 95
42174
NicolaivdSmagt
Gives AI assistants full macOS desktop control via screenshots, mouse, keyboard…
N/A N/A
42175
VectorInstitute
Enables querying and exporting phenology data from the USA National Phenology N…
42176
gitcookman
Local stdio MCP server for Open-Elevation single, batch, and profile lookups.
N/A N/A
42177
Yussefgafer
Enables comprehensive file and document operations including image compression,…
81
42178
Akshat2190
A self-hosted memory layer for Claude using plain markdown files, enabling pers…
42179
AlexlaGuardia
A production Model Context Protocol (MCP) server with 70+ tools, OAuth 2.1 auth…
42180
nextic-tech
Enables local text-to-speech synthesis for Claude and Cursor using Supertonic 3…
N/A N/A
42181
botmonster
Convert raster images (PNG/JPG/WEBP/TIFF) to SVG vector format. Single tool, ac…
N/A N/A
42182
Meru-Fin-Tech
AI agents for bookkeeping, reconciliation, and financial close for SMBs.
42183 N/A N/A 95
42184
FassihShah
Enables searching and comparing products across Pakistani e-commerce platforms …
42185
mediatriforce-create
mcp-zap Claim
MCP server for sending and receiving WhatsApp messages through Evolution API, e…
N/A N/A
42186
sophia-labs
mcp-dispatch Claim
Local inter-agent messaging for AI coding agents via filesystem relay.
N/A N/A
42187
pongs1
MCP server for co-building and managing atomic learning notes in an Obsidian va…
N/A N/A
42188
Boolsai-ai
Quant-research MCP — tradeable signals from public-company website stack change…
42189
waymarks
Waymark Claim
MCP server that intercepts and controls AI agent actions in your codebase by en…
N/A N/A
42190
AngelZ-YT
Drives a live ArcGIS Pro session from Claude via arcpy, enabling layer listing,…
N/A N/A
42191
icue
Enables exploring Steam store reviews and community discussion threads with ser…
N/A N/A
42192
marckwei
A Model Context Protocol server that provides tools for interacting with Yahoo …
81
42193
Qwup2112
Enables AI agents to automate COMSOL Multiphysics simulations, including model …
N/A N/A
42194
ayhoung
Trawlia Claim
Web search and page extraction for agents, returned as readable text rather tha…
N/A N/A
42195
Dithilli
Enables AI assistants to interact with FontLab for font design and manipulation…
N/A N/A
42196
marques576
Enables control of Yeelight smart lights over local LAN, supporting on/off, bri…
N/A N/A
42197
Hassan-Jamal
api-mcp Claim
An MCP server that automatically discovers API endpoints from any codebase, gen…
N/A N/A
42198
arsenkylyshbek
ContextVault Claim
Shared context storage for AI agents. Enables any MCP-compatible model to store…
N/A N/A
42199
Invompt
Invompt MCP Claim
Enables users to interact with Invompt's public invoice API to draft and create…
81
42200
plany
Plany Claim
Organize travel itineraries by creating detailed trips with scheduled events li…
81
Showing 42151–42200 of 66534 servers
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