MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31834
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 24 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
46801
trendsmcp
Provides news sentiment scores, media volume trends, and historical coverage da…
46802
creativec09
MCP server that provides semantic search and documentation for STM32 microcontr…
46803
channel3-ai
Shopping search across 100M+ products, with every retailer's offer and live pri…
46804
Competitive pricing, ads, SEO moves, launches, reviews, and daily market briefs.
N/A N/A 81
46805
GoodFaithExteriors
Provides browser automation capabilities using Playwright, allowing LLMs to int…
46806
Grinv
Steam store/game data (no key) plus player profiles, libraries and achievements…
N/A N/A
46807
sayand
growwmcp Claim
N/A N/A 95
46808
mdasiff
A production-ready MCP server that turns any MCP-compatible AI assistant into a…
46809
Ansvar-Systems
Enables querying British cybersecurity data, including regulations, decisions, …
N/A N/A
46810
heroku
An MCP server for securely executing Python code, supporting STDIO, Streamable …
46811 N/A N/A 95
46812
GuodongDai2113
A TypeScript Model Context Protocol server that provides 21 tools for interacti…
46813
lordbasilaiassistant-sudo
MCP server for AI agents to create and manage P2P escrow deals on Base (ETH or …
46814
paresh-p-crest
Enables AI assistants to query real-time system metrics like CPU, RAM, disk, an…
N/A N/A
46815
linares222
myfitnesspal Claim
Retrieves MyFitnessPal nutrition data including daily summaries, meal breakdown…
46816
xiaocaoooo
netease-mcp Claim
MCP server that enables AI assistants to search and retrieve music data (songs,…
N/A N/A
46817
vicquick
nobrainr Claim
Self-hosted memory service that gives AI agents persistent, searchable memory a…
46818
andrewaws26
Claude Works Claim
An MCP server that exposes a perpetual, honest job-application pipeline as type…
N/A N/A
46819
camcarre
hevymcp2 Claim
N/A N/A 95
46820
applivery
mcp Claim
Search and read the public Applivery docs (MDM & app distribution). Read-only, …
46821
YeeDochi
A Model Context Protocol server that provides 123 tools across 7 OpenStack doma…
46822
y735832496
Enables interaction with employee management systems through a standardized MCP…
81
46823
brian-bfz
Enables querying and retrieving webpage content from websites by parsing sitema…
81
46824
rohitchitodkar-bit
A read-only MCP server that connects to HubSpot to audit CRM data, diagnose Rev…
46825
0xAxiom
x402-paid Base agent tools (USDC). 5 deterministic tools. No API keys. No NFT p…
46826
ctxlint Claim 1
Lint AI agent context files (CLAUDE.md, AGENTS.md, etc.) against your actual co…
N/A N/A 81
46827
yeodh10
Provides security tools (prompt injection detection, CVE lookup, version impact…
N/A N/A
46828
Nandani-Rejoice
mcp-gmail Claim
An MCP server that provides Gmail access for LLMs, enabling email composition, …
N/A N/A
46829
STiFLeR7
memex Claim
Temporal knowledge graph of your codebase (Graphiti + Neo4j), served to AI agen…
N/A N/A
46830
Shelpuk-AI-Technology-Consulting
A project-aware AI design and code review server that uses dual reviewers via O…
N/A N/A
46831
haoylle
kd-mcp Claim
Controls kd.exe for KDNET kernel debugging on Windows, often paired with winrm-…
N/A N/A
46832
TheOctMind
A production-grade MCP server for Fireberry CRM that enables LLMs to query, cre…
46833
Artem362
Local-first memory for AI agents: SQLite FTS5, deterministic recall, no vector …
N/A N/A
46834
ArkTechNWA
Provides AI assistants with safe, controlled access to PostgreSQL databases wit…
81
46835
llmops-pro
nwc-mcp Claim
MCP server exposing a Lightning wallet to LLM agents over Nostr Wallet Connect …
46836
J-Quants
Enables searching J-Quants API endpoints, retrieving detailed documentation, ge…
46837
goldendev0830
FastAPI-MCP Claim
Exposes your FastAPI endpoints as Model Context Protocol tools with authenticat…
46838
jgauffin
Persistent, structured memory server for AI agents using the Model Context Prot…
N/A N/A
46839
kkrizka
Enables searching for movies and TV shows and retrieving streaming availability…
81
46840
fozagtx
USDCx Bridge Claim
A conversational MCP server that enables bridging USDC between Ethereum and Sta…
46841
kvrancic
The server enables Claude Code to rent, drive, and terminate Prime Intellect GP…
N/A N/A
46842
anujmv
Enables searching and retrieving documents from a local folder to ground LLM an…
N/A N/A
46843
sustinbebustin
citadel-mcp Claim
MCP server bundling per-stack documentation tools for coding agents.
N/A N/A
46844
Christopher-AS
riv-mcp Claim
Riv MCP server — a thin shell over the Riv authorization API (authorize, get_ac…
N/A N/A
46845
favcrm
FavCRM Claim
Agentic CRM for service businesses — bookings, customers, WhatsApp, loyalty, in…
46846
sigaihealth
Food logging, nutrition summaries, and meal photo calorie and macro estimates.
46847
Dellety
Provides vision capabilities to Reasonix, enabling analysis of images/videos, O…
N/A N/A
46848
localgov-jp
mcp-server Claim
Japan central + municipal subsidies (20,810 grants, 1,627 munis). 8 tools beyon…
46849
keides2
MCP server for FutureVuls vulnerability management service, enabling AI assista…
N/A N/A
46850
hightemp
mdurl Claim
Converts URL content to Markdown, providing two tools: one for extracting main …
Showing 46801–46850 of 66518 servers
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