MCP Server Quality Scores

Independent quality analysis of 45235 public MCP servers

45235
Discovered
29503
Scored
2112
Verified
16952
Complete

Last updated 1 hour ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
44651 N/A N/A 95
44652
yifanyifan897645
git-summary Claim
Git repo intelligence: summaries, blame, changelogs, branch health, and history…
N/A N/A 95
44653
bbssppllvv
Search and retrieve information from Apple's complete developer documentation, …
44654
rahilp
One memory layer, every AI tool. Store anything once — recall it in Claude, Cha…
N/A N/A
44655
CSOAI-ORG
music-production-ai-mcp MCP server by MEOK AI Labs
N/A N/A
44656
chrisbusbin-pixel
applianceiq Claim
Home appliance MCP: CPSC recall lookup, lifespan, maintenance, repair-or-replac…
N/A N/A
44657
adelaidasofia
FastMCP server for Obsidian wikilink suggestions from a pre-computed knowledge …
N/A N/A
44658
ARTEMKOPIK
chatgpt Claim
N/A N/A 95
44659
Natural language interface designed for agentic applications to manage and sear…
N/A N/A 81
44660
matetools
mcp-server Claim
35 utility tools for AI agents — mate.tools API. Hash, regex, SEO, random, DNS,…
N/A N/A
44661
Parc-Dev
Break down complex problems into clear, actionable steps. Adapt on the fly by i…
N/A N/A 95
44662
ampeco
Transforms OpenAPI specs into an MCP server, enabling dynamic API interaction t…
44663
apideck
Model Context Protocol server for the Apideck Unified API. Connect any MCP-comp…
81
44664
ctxray
ctxray Claim
Context intelligence for AI coding sessions. 7 MCP tools to score, compare, com…
N/A N/A 95
44665
clauxel
Remote MCP for Copilot CLI switch gate MCP, structured receipts, audit logs, an…
44666
chiaha-ai
Run Plant Builder production-plant simulations with tunable knobs for goals, ra…
44667
KalvadTech
redmine-mcp Claim
A stateless MCP server for Redmine that allows users to interact with issues, t…
44668
Launch-On-Basis
Provides 205 tools for the Basis protocol on BNB Smart Chain, enabling trading,…
44669
heliojff
A dynamic server that automatically discovers and executes scripts from a tools…
N/A N/A 95
44670
MarvelNwachukwu
mcp-pear Claim
Read-only MCP server for Pear Protocol that gives Claude access to markets, pai…
44671
getgapup
100+ MCP tools for AI agents: content metadata, trade intelligence, business-ex…
44672
stevenayl
An MCP server that integrates with Missive App allowing users to create, manage…
N/A N/A 95
44673
keremurat
JSON Compare Claim
Compare two JSON files deeply without worrying about key or array order. Detect…
N/A N/A 95
44674
s-palmer
Enables interaction with Gmail through OAuth 2.0 authentication, allowing users…
81
44675
bogdan01m
MCP server for ZapCap API providing video caption and B-roll generation via nat…
81
44676
A lightweight MCP server for Stata.
N/A N/A 81
44677
gauravsaini
Provides AI assistants with comprehensive access to Gluestack UI components, so…
44678
FishWoWater
Enables AI assistants to generate 3D assets from text descriptions using Trelli…
N/A N/A
44679
farr1102work-bzcc
https://mempalace-mcp.vercel.app/ — Register or sign in here first to create yo…
81
44680
qFlav
MCP server for AgentDrop - encrypted file transfer between AI agents across any…
N/A N/A
44681
openstack-lightspeed
Exposes the full openstack and oc CLIs as MCP tools with read-only by default, …
44682
franklinbaldo
Bridges AI agents to the Brazilian SEI system, enabling listing processes, read…
44683
Outlook Claim 2
Outlook integration with OAuth, message search, batch operations, and calendar …
N/A N/A 61
44684
ma-pony
Provides browser automation capabilities for LLM applications, enabling web pag…
N/A N/A
44685
Auxin-io
Generate secure Java code for common tasks and patterns. Apply best practices t…
N/A N/A 95
44686
jinpyo.yi
ask_her Claim
N/A N/A 95
44687
andrewlamamills-tech
MissingLinkz Claim
Campaign link builder for AI agents. Build UTM-tracked links and validate desti…
N/A N/A 95
44688
bitbankinc
MCP server for bitbank cryptocurrency exchange enabling ticker, candlestick, or…
44689
aisle
Search destination wedding venues and vendors worldwide with Aisle. 10 tools fo…
81
44690
alexfu
mcp-ynab Claim
FastMCP server that exposes the YNAB API for budget management, enabling intera…
44691
raumnebenan-mcp Claim 1
raumnebenan-mcp MCP server (remote, JSON-RPC 2.0)
N/A N/A 81
44692
syndicate-links
Attribution and commission infrastructure for AI agents. Track conversions, ver…
81
44693
rotem1230
fixme-agent Claim
Real-time AI code quality — 30 validators, 17 languages, 813+ checks
N/A N/A 83
44694
eugeneoh04
Enables LLMs to autonomously query AWS CloudWatch Logs and perform structured r…
44695
CRACKISH
mcp-creatio Claim
MCP server for Creatio CRM that enables AI assistants to read, create, update, …
44696
nkefor
Enables LLMs to interact with GitHub repositories, issues, pull requests, and w…
81
44697
brnndnn
Allows deploying a Model Context Protocol server on Cloudflare Workers without …
N/A N/A 95
44698
cyanheads
Search and audit NIST NVD CVEs by keyword, severity, CWE, CISA KEV status, and …
N/A N/A
44699
tubone24
Enables Claude to authenticate with GitHub OAuth and access tools for user info…
N/A N/A
44700
chayan-1906
The Ultimate MCP Server for Google Workspace Automation — Seamlessly integrate …
Showing 44651–44700 of 45235 servers
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