MCP Server Quality Scores

Independent quality analysis of 58579 public MCP servers

58579
Discovered
29865
Scored
2112
Verified
16953
Complete

Last updated 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
58051
greglg45
MCP server for phpIPAM IP address management, enabling subnet, VLAN, VRF, and a…
58052
Juupeee
Provides seamless integration between MCP-compatible AI assistants and n8n work…
N/A N/A 95
58053
wmarceau
Search and compare concert ticket prices across platforms
N/A N/A 75
58054
axel-belfort
Postal address validation API for AI agents. Parse and validate addresses world…
81
58055
narrateai
NarrateAI Claim
Stop recording your voice. NarrateAI adds professional voiceover to silent scre…
81
58056
axel-belfort
Crypto airdrop eligibility API for AI agents. Check any wallet's eligibility fo…
81
58057
yazan4m7
yazan4m7 Claim
N/A N/A 95
58058
yugandhar-maram
agrasandhany Claim
Turns local plain-text notes into searchable long-term memory for AI agents thr…
N/A N/A
58059
dgtalquantumleap-ai
Monitor Reddit and Nairaland for product keywords with AI drafts.
N/A N/A 83
58060
AmanMakesStuff
mappls-mcp Claim
MCP server for Mappls (MapMyIndia) — India-first maps API for AI agents
N/A N/A
58061
suberbawer
Exposes a suite of 31 AI agents and the Ralph Engine orchestration framework to…
N/A N/A 95
58062
krishsharma1008
Healix Claim
End-to-end AI test generation and QA automation server that orchestrates auto-d…
N/A N/A
58063
fnarel
MCP server providing tools to search Red Hat KCS solutions, retrieve solution d…
N/A N/A
58064
IBM
A Model Context Protocol (MCP) server for searching STAC catalogs, downloading …
N/A N/A
58065
Michibiku
Enables Claude to interact with Google Workspace services including Gmail, Driv…
81
58066
davidmosiah
delx-memory Claim
Local-first persistent memory MCP: shared SQLite key/value store, searchable, T…
N/A N/A
58067
marmar9615-cloud
Enables AI agents to discover, validate, and call actions from web apps through…
58068
ockham-sh
An MCP server for parsimony connectors that provides cheap discovery tools thro…
58069
mcph Claim 1
mcp.hosting — one install, all your MCP servers, managed from the cloud
N/A N/A 81
58070
adelaidasofia
Multi-workspace Linear MCP — PAT auth, 57 tools + 3 prompts, substrate enforcem…
N/A N/A
58071
aparsoft
Provides text-to-speech generation using the Kokoro-82M model, enabling AI assi…
N/A N/A
58072
CSOAI-ORG
email-validator-ai-mcp MCP server by MEOK AI Labs
N/A N/A
58073
samalyxx
GSC SEO MCP Claim
Professional Google Search Console MCP server providing 40+ SEO tools for perfo…
N/A N/A
58074
Sean-Bravo
taxformatter Claim
Parse crypto CSVs and bank PDFs into clean transaction data for Koinly, TurboTa…
N/A N/A
58075
QuarantikiIsland420
ManifestYOU Claim
A soul document API for AI agents. Injects a short grounding preamble into your…
58076
mception Claim 1
Audits other MCP servers for security risks. Returns safe / caution / unsafe / …
N/A N/A 81
58077
acearv09876
CaptureMind Claim
Turn Claude Desktop conversations into visual mind maps via MCP. Highlights blo…
N/A N/A
58078
kallusuvaidyam
Manage your Frappe benches and sites directly from Claude.ai through natural la…
N/A N/A
58079
hoeongj
ssuMCP Claim
숭실대학교의 모든 정보 제공과 자동화 에이전트 기능을 MCP 표준 도구로 제공하는 공개 서버 지속적으로 업데이트 및 기능 추가 중입니다 공…
58080 N/A N/A 95
58081
jeel00dev
Generates beautiful Excalidraw diagrams from natural language descriptions usin…
N/A N/A
58082
RevelDigital
Enables AI assistants to manage digital signage infrastructure through the Reve…
58083
PJW2004
job-search Claim
Search Korean job postings from JobKorea and Saramin by company name
N/A N/A 95
58084
MatterAIOrg
Enables code reviews, implementation planning, and pull request generation for …
58085
jianlins
navmcp Claim
A browser automation MCP server that enables web page interaction, content extr…
N/A N/A
58086
txagscott
roon-mcp Claim
Controls music playback on a FiiO M23 device through Roon, allowing Claude to s…
N/A N/A
58087
RPieterse
An MCP server that allows agents to trade through MetaTrader 5 by computing pos…
N/A N/A
58088
robertocirillo
Let existing MCP servers ask for missing required tool arguments through MCP el…
N/A N/A
58089
Freebeat MCP Claim 1
Freebeat MCP server for AI music videos, effects, and media uploads.
N/A N/A 69
58090
decline27
Enables AI agents to control Homey smart home devices, trigger flows, and query…
N/A N/A
58091
lqwangxg
MCP server providing tools for addition, current time, config index updates, a …
N/A N/A
58092
chenyuan35
AI Reasoning Cache & Consensus Layer with 11 MCP tools via Streamable HTTP.
58093
chrischall
homes-mcp Claim
homes.com real-estate for Claude — search, property details, photos, compare, m…
N/A N/A
58094
0xruth1ezz
Enables MCP clients to control JLCPCB EDA (嘉立创 EDA) for PCB and schematic desig…
N/A N/A
58095
devrev
A Model Context Protocol server that enables searching, retrieving, creating, a…
N/A N/A 95
58096
not-sure-w
MCP server for WHMCS — 73 tools, 10 resources, 8 prompts, simulate mode, rate l…
N/A N/A 83
58097
carhaix
ProxVanta Claim
Access your ProxVanta AI setup: teams, contexts, workflows, tools, and more.
58098
toruproject
Generate styled map images (PNG/SVG) for any location, with customizable color …
N/A N/A
58099
Focus-GTS
eds-mcp-server Claim 1
Adobe Edge Delivery Services (AEM EDS) management with 20 tools for preview, pu…
81
58100
ShunkiOgino
ask-ogino Claim
Query Shunki Ogino's public profile: his thesis, the tools he builds, and his w…
Showing 58051–58100 of 58579 servers