MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
44601
simsketch
MemoryIQ Claim
Enables AI tools to access and contribute to shared semantic memory, supporting…
44602
KORThomasJeong
Self-hosted MCP server that provides embedding-powered semantic search with gra…
44603
tkykenmt
Searches OpenSearch documentation, blogs, and community forums.
N/A N/A
44604
WenZhimo
Provides font subsetting and web-font generation tools (split_font, split_font_…
N/A N/A
44605
SamtheIII
Connects Claude Desktop and Claude Code to Bitbucket Cloud, enabling searching …
44606
eoeoe22
personal-mcp Claim
Enables Claude to send you a Discord message through a Cloudflare Workers MCP s…
N/A N/A
44607
mambalabsdev
How often a company publishes long-form work, and whether that rate is rising o…
N/A N/A
44608
Kaboom2025
Enables AI-driven Python debugging with debugpy, allowing Claude Code to contro…
N/A N/A
44609
Pragatheswar-72
A custom MCP server that exposes a jobs database to any MCP-compatible LLM clie…
N/A N/A
44610
theomartiz
Enables an AI assistant to search the mon-marche.fr grocery catalog and build a…
44611
nakulk02
Enables AI-powered analysis of IP assignment compliance, including gap detectio…
44612
KodimTech
MCP server for managing and analyzing Cloudflare DNS — zones, records, analytic…
44613
filhocf
docforge-mcp Claim
Enables complete Office document lifecycle management for AI agents, including …
N/A N/A
44614
lemaiwo
Enables AI assistants to manage SAP Cloud Integration (CPI) landscapes through …
44615
mossipcams
Read-only MCP server for YNAB that provides tools for budgets, accounts, catego…
44616
Gwyn-Ahchoo
A TypeScript MCP server boilerplate providing example tools and resources for r…
N/A N/A
44617
danusiojr
MCP server that enables video analysis capabilities to Claude, including frame …
N/A N/A
44618
sauravtom
A safety layer and monitoring copilot for AI agents using Splunk MCP, recording…
N/A N/A
44619
wyre-technology
MCP server for ThreatLocker — zero-trust application allowlisting, approval req…
44620
mfdaves
okf-mcp Claim
A project-agnostic Open Knowledge Format MCP server that indexes Markdown conce…
N/A N/A
44621
SemyonSinchenko
A server implementation of MCP for Apache Spark that provides query plans and c…
N/A N/A
44622
Vanszs
MCP server for cryptocurrency trading across multiple exchanges (Bybit, Binance…
N/A N/A
44623
JoergKoester
An MCP server that provides AI assistants with direct access to FileMaker datab…
44624
andresfortunato
An experimental MCP search server for Claude Code. Returns raw, verbatim web co…
N/A N/A
44625
commit-check
Enables validation of commit messages, branch names, author info, push safety, …
N/A N/A
44626
AAChibilyaev
Enables Claude and Claude Code to manage AACWorkflow tasks, agents, projects, s…
44627
MichaelEnny
Enables AI agents to evaluate clinical AI models for adversarial robustness, pr…
N/A N/A
44628
Ondrej86
studio Claim
Design & price modular raised garden beds and walls: exact bill of materials, E…
44629
ryanda9910
erdlens Claim
MCP server that reads your database schema from SQL DDL, Prisma, Drizzle, TypeO…
N/A N/A
44630
mehran-shabani
MCP Server Claim
A minimal Django project exposing MCP-style endpoints for listing and fetching …
44631
luthersystems
Enables interaction with Buildium property management software through natural …
N/A N/A
44632
Unveil-gg
twine-mcp Claim
A locally-run MCP server that connects to Twine's story library, enabling AI-as…
N/A N/A
44633
mttrly-hq
mttrly Claim
AI-powered incident management and server monitoring via MCP.
44634
AceDataCloud
AceDataCloud Face Transform MCP: keypoints, beautify, age/gender, swap, cartoon…
44635
phuonghx
Serves project memory, tasks, docs, and conventions live over the Model Context…
N/A N/A
44636
zent7x
mcp-guard Claim
Adds security capabilities like port scanning, TLS inspection, DNS enumeration,…
N/A N/A
44637
0xIntuition
An HTTP stream server for interacting with the Intuition knowledge graph, enabl…
44638
sbl-sdsc
Converts natural language queries into Cypher queries against the NASA GeneLab …
44639
mirage-security
Enables AI assistants to interact with KnowBe4 security awareness training data…
44640
MMasey
atag-mcp Claim
ATAG 2.0 (Authoring Tool Accessibility Guidelines) guidance for authoring tool …
N/A N/A
44641
RenzoReccio
Enables inspecting database schemas and executing read-only SQL queries on a Po…
N/A N/A
44642
Aboudjem
sniff Claim
QA + a11y scanner: walks your running app's real user flows and reports what's …
N/A N/A
44643
jclee941
Analyzes KakaoTalk group chat texts to extract availability, rank options, draf…
44644
Onitsag
Enables AI agents to assist sales advisors of the fictional e-commerce Velora b…
N/A N/A
44645
antonpme
MCP server for integrating Claude AI with Google Workspace, enabling access to …
44646
HoukasaurusRex
MCP server that equips AI agents with dev workflow tools including GitHub proje…
N/A N/A
44647
vskstudio
MCP server for querying privacy-friendly website analytics from a self-hosted T…
44648
YashvantHange
SuperMemory Claim
MCP-first agent learning: capture failures, validate lessons, retrieve context,…
N/A N/A
44649
myers-gh1328
Enables read-only querying of Grafana Loki logs through tools like label discov…
44650
FrankGenGo
Enables AI assistants to interact with the Solana blockchain, manage accounts a…
Showing 44601–44650 of 67197 servers
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