MCP Server Quality Scores

Independent quality analysis of 67181 public MCP servers

67181
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 45 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
33151
YuriyKirillov
Enables AI-driven interaction with Tekla Structures through natural language co…
N/A N/A
33152 N/A N/A 95
33153
mftnakrsu
Enables read-only interaction with JIRA instances via MCP, allowing searching i…
33154
deduble
Provides grounded web search and research capabilities using Google's Gemini mo…
N/A N/A
33155
mambalabsdev
Find when a public company reports: fiscal year end, cadence, next date and the…
N/A N/A
33156
CSOAI-ORG
CPCS / CISRS / NPORS card verification, BS 7121 lift plans, mobile crane / towe…
N/A N/A 81
33157
vijayanan6
A custom MCP server providing tools for date/time, calculations, mock weather, …
33158
jhongjun1981
An MCP server for scraping product data from Taobao/Tmall and JD.com, providing…
33159
Pyligent
Provides real-time financial data including stock quotes, news, and market move…
33160
guleki
Geolocate Me Claim
# Geolocate Me **Give any AI assistant real-time access to your phone's GPS.**…
81
33161
pipeworx-io
Enables querying and searching City of McKinney GIS open geospatial datasets (p…
33162
pipeworx-io
Provides access to City of Salem GIS open geospatial data (ArcGIS), enabling se…
33163
TubeScribe API Claim 1
YouTube transcripts, metadata, timestamps, and AI summaries for AI agents. Auth…
N/A N/A 81
33164
xiguawang
MCP server for reading WeChat public account articles by reusing authenticated …
N/A N/A
33165
AltoRank
AltoRank Claim
Readiness audits, Search Console, keyword research, and SEO drafts into a revie…
33166
kubegrind
Enables reading, searching, sending, and managing AOL Mail emails and folders v…
33167
daniel-ddtech
Adlicio Claim
Scrape customer comments and reviews from Reddit, YouTube, Amazon, TikTok, and …
33168
dkeeno
An MCP server that provides tools for creating and managing AWS resources using…
33169
Jack-mi
VibeLawyer Claim
Local MCP for Chinese criminal dossier review; Word notes + Excel catalogs stay…
N/A N/A
33170
TopoLift
Atom-grounded negotiation reasoning. Typed topology slot, inline citations, pub…
N/A N/A
33171
jqlts1
Wraps TheBrain knowledge graph as an MCP server, enabling AI assistants to sear…
33172
Alweather-Anurag
ottasia Claim
Where to watch X in Y? 30 Asian and Middle Eastern streaming markets, via Claud…
33173
Vedant2254
MCP server for AIShelf - allows AI model to choose workflows, rules, skills, an…
N/A N/A 83
33174
trymybiscottis
zotero-mcp Claim
Read-only MCP server that lets Claude or any MCP client search and retrieve met…
N/A N/A
33175
elsi06
Enables AI assistants like Cursor or Claude Desktop to fully manage a Shopify s…
N/A N/A
33176
stoneHee99
velog-mcp Claim
Enables AI assistants to read, search, and write Velog blog posts. Supports pos…
33177
pasie15
Integrates with the Neptime.io video platform, providing 39 tools for video man…
33178
epodivilov
A Model Context Protocol (MCP) server that provides comprehensive access to Gar…
33179
TrueLineCollective
sentou Claim
Enables publishing and updating Claude artifacts or HTML to private, access-con…
33180
deermakov
MCP server that provides tools to read JSON files and query data using jsonPath…
N/A N/A
33181
likerberi
Enables ridge-based accounting anomaly analysis in Claude Desktop, allowing use…
N/A N/A
33182
sqlitecloud
Enables AI models to interact with SQLite Cloud databases, supporting SQL queri…
33183
AIops-tools
Fabric AIops Claim
Governed Cisco Meraki fabric ops: uplink RCA, health score, drift; 34 tools wit…
N/A N/A
33184
junter1989k-ai
France payments for AI agents — Cartes Bancaires via Stripe. Never holds funds.
33185
Unified MCP for Scrimba's interactive programming education with visual learning
N/A N/A 81
33186
chirikuuka
Enables LLMs to search and retrieve Japanese real estate data through unified a…
N/A N/A
33187
mcplookupdev
MCPLookup Claim
Look up independent trust ratings and security, maintenance, and adoption evide…
33188
hslee16
archy Claim
Architectural sensor for Python codebases.
N/A N/A
33189
AraneaDev
Chaos-MCP Claim
On-demand micro-mutation sandbox for AI test verification that maps weaknesses …
N/A N/A
33190
monomcp
A unified MCP layer that serves organization toolkits as MCP endpoints with per…
33191
longevitycoach
A comprehensive health coaching system that combines blood test analysis with e…
N/A N/A
33192
Arnabdaz
Enables searching and analyzing CVEs and vulnerabilities from multiple sources,…
33193
rubensgomes
An MCP server that exposes 16 calculator operations as tools, enabling arithmet…
33194
fan-67
local-mcp Claim
A lightweight, stdio-based MCP server enabling AI assistants to perform local f…
N/A N/A
33195
cmdaltctr
A Model Context Protocol server that exposes the NiftyPM project management API…
33196
wjh1547485653-max
为DeepSeek、Claude Desktop等AI助手提供本地视觉能力,支持图片描述和视频帧分析,数据不出机。
N/A N/A 95
33197
MCP server for read-only MySQL database queries in Claude Desktop
N/A N/A 81
33198
rechtssysteem-ai
Lekkage-vrije voorspelling van Nederlandse rechtszaken, getraind op 609.715 uit…
N/A N/A
33199
nampd3
Analyzes GitLab group projects to extract purpose, I/O, dependencies, and datab…
33200
singhalpooja9
Exposes job-posting scanner tools (search, company health, fit scoring, dry-run…
N/A N/A
Showing 33151–33200 of 67181 servers
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