MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31834
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 2 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
46501
cyanheads
Find air-quality stations and read pollutant observations from government monit…
46502
Rongxuan-Zhou
Exposes MuJoCo physics simulation to AI assistants via 65 MCP tools, enabling n…
46503
hermitsh-ai
shrimp Claim
Task manager for AI agents. Zero setup, nested trees, batch ops, local-first st…
N/A N/A 95
46504
dinglebear-ai
Soma Claim
RMCP runtime for provider-backed agents with CLI, REST, HTTP MCP, plugins, and …
N/A N/A
46505
jurislm
MCP server providing 19 tools to manage AI agent checkpoints and sessions via t…
N/A N/A
46506
Runestone-Labs
gatekeeper Claim
Run MCP tool calls through Runestone Gatekeeper — policy enforcement, human app…
N/A N/A
46507
OriginTrail
Connects MCP-compatible agents with the OriginTrail Decentralized Knowledge Gra…
46508
elphamale
ScribblesLM Claim
A self-hosted, notebook-scoped RAG pipeline with contextual retrieval, delivere…
N/A N/A
46509
dominion525
familiar-mcp Claim
MCP server that drives the user's real signed-in Chrome on macOS via AppleScrip…
N/A N/A
46510
junter1989k-ai
Nigeria payments for AI agents — bank transfer / USSD via Paystack. Never holds…
46511
fdcommercial
UK property finance calculators: bridging cost (rolled-up / retained / serviced…
46512
roger
roger Claim
N/A N/A 95
46513
fabienbutz
A Model Context Protocol (MCP) server that provides tools for interacting with …
N/A N/A
46514
cletcher
chaprola Claim
Serverless API backend: query, JOIN, pivot, batch ops, email, FHIR, programs vi…
N/A N/A 83
46515
nassie256
Local Windows ambient context (presence, foreground app, battery) as privacy-ga…
N/A N/A
46516
WesleySalzer
GameCodex Claim
A game development MCP server with 950+ curated docs across 29 engines and 5 po…
N/A N/A
46517
Tapojit
A read-only Model Context Protocol server that connects your Schwab brokerage a…
N/A N/A
46518
andichen0420
Analyzes and compares product reputation using data from Reddit, Hacker News, a…
N/A N/A
46519
alcastaro
MCP server for datos.gob.do — Dominican Republic open government data (CKAN 2.1…
N/A N/A
46520
AngelsForAgents
Discover AFA funding and venture resources, validate pitches, and report grant …
46521
getzikra
zikra Claim
Persistent memory MCP server for Claude Code — self-hosted, n8n + PostgreSQL + …
81
46522
finna.aleksandrovna
testap123 Claim
N/A N/A 95
46523
november11th
Provide real-time subway congestion information for Seoul with station and line…
N/A N/A 95
46524
mrbuslov
AI Capcut MCP server for automated "talking head" video processing. Removes pau…
N/A N/A
46525
carsonroell-debug
leadenrich-mcp Claim 1
Waterfall lead enrichment — cascades Apollo, Clearbit, and Hunter for max cover…
N/A N/A 67
46526
dmclain
uv-mcp Claim
Enables LLMs to manage Python environments and dependencies via uv, supporting …
N/A N/A
46527
HalidSaglam
Expert design & marketing MCP: UI/UX, design languages, SEO/GEO, tokens, a11y, …
N/A N/A
46528
svensxl
weather Claim 1
An MCP server for weather information.
N/A N/A 95
46529
KurtIceberg
MCP server for the OffByOne website factory, enabling agents to generate, valid…
N/A N/A
46530
AccelByte
An MCP server that gives AI assistants tools to generate AccelByte AGS uGUI pre…
N/A N/A
46531
sidprax
HA-Synapse Claim
Connects LLM coding agents to Home Assistant instances, enabling configuration …
N/A N/A
46532
ygtalp
rawthink Claim
Persistent memory for Claude Code — hybrid search, knowledge graph, session lif…
N/A N/A
46533
monirul8888
AI-powered Teacher Assistance MCP Server for managing student records with Post…
N/A N/A
46534
easydocforms
EasyDocForms Claim
Healthcare intake for agents: import blank PDFs, create patient fill links, fet…
N/A N/A
46535
mambalabsdev
Detect whether a company runs cold outbound, on what stack, and from which send…
N/A N/A
46536
rudedoggg
Generates clean, PG-13 dad jokes using AI and creates visual illustrations to a…
81
46537
loganriebel
Mako Metrics Claim
Competitor Meta ads intelligence reports. List plans, create orders, Stripe che…
46538
nikan
elorus-mcp Claim
MCP server for the Elorus invoicing and accounting platform, enabling AI assist…
46539
SVGator
mcp Claim
Browse, create, edit, and export SVGator animated SVG projects via your SVGator…
46540
choudhary-github
Test prompts by instantly reflecting your message back. Validate formatting and…
N/A N/A 95
46541
markusvankempen
Connect AI assistants to IBM Code Engine for project, app, build, job, and runt…
N/A N/A
46542
atmflow55
Real-time smart contract security for autonomous AI agents, offering tools for …
N/A N/A
46543
dwin-gharibi
MCP server wrapping Roshan AI's Fahm Persian language service, enabling chat, t…
46544
fastmcp-me
mcp-pinecone Claim
Enables reading and writing to a Pinecone vector index, including semantic sear…
46545
shibing624
Provides current weather and multi-day forecasts for any location worldwide, in…
46546
inissaka
MCP Chat Claim
Enables interactive chat with AI models through the Anthropic API, supporting d…
46547
MacroSense-AI
Provides comprehensive food hierarchy and nutrition data through structured too…
81
46548
MadLlama25
A production-ready server that connects Claude Desktop to Firewalla network man…
81
46549
tigergraph
Model Context Protocol (MCP) server for TigerGraph that lets AI agents interact…
46550
Szatek
An MCP server that allows AI agents to search and retrieve GIFs using the Giphy…
Showing 46501–46550 of 66518 servers
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