MCP Server Quality Scores

Independent quality analysis of 69224 public MCP servers

69224
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 6 hours, 27 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
48551
piephai
A Model Context Protocol server for image optimization with advanced transforma…
— ○ ⏳ — N/A N/A — — —
48552
Xenodocs
Fetches up-to-date, version-specific documentation and code examples for any li…
— ○ ⏳ — — — — — —
48553
neco001
Provides advanced geospatial analytics for OpenStreetMap, including neighborhoo…
— ○ ⏳ — — — — — —
48554
Talap-creator
Real-time Claude.ai subscription awareness for AI coding assistants. Surfaces l…
— ○ ⏳ — N/A N/A — — —
48555
lcaliani
graylog-mcp Claim
Enables querying Graylog log management system for messages using natural langu…
— ○ ⏳ — — — — — —
48556
atillab1
embedded-mcp Claim
Lets AI assistants read, command, and debug microcontrollers over a serial conn…
— ○ ⏳ — N/A N/A — — —
48557
rschalkrce
Enables LLMs to query the RCE Cultural Heritage SPARQL endpoint using ontology …
— ○ ⏳ — — — — — —
48558
fpytloun
mnemory Claim
Self-hosted MCP server giving AI agents persistent memory for personalization a…
— ○ ⏳ — — — — — —
48559
luke-nielsen
Captures DNS queries leaving your Mac and serves them to Claude via MCP for tra…
— ○ ⏳ — N/A N/A — — —
48560
waabox
llm-backlog Claim
MCP server for managing a project backlog as Markdown files in Git, enabling AI…
— ○ ⏳ — N/A N/A — — —
48561
Starlight143
An MCP server that enforces runtime authorization for tool calls using Stage0 p…
— ○ ⏳ — — — — — —
48562
schwarztim
Provides access to Shodan's IoT search engine API for device search, host intel…
— ○ ⏳ — N/A N/A — — —
48563
KlrCe
Enables interaction with Brazil's Electronic Judicial Process (PJe) system to s…
— ○ ⏳ — N/A N/A — 95 —
48564
abhishekY495
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
— ○ ⏳ — — — — — —
48565
iamdylanngo
Connects MCP-compatible clients like Claude to a MySQL database, enabling schem…
— ○ ⏳ — N/A N/A — — —
48566
AnishAchutha05
ARIA Claim
Autonomously researches any topic: searches web, scrapes sources, extracts insi…
— ○ ⏳ — — — — — —
48567
Mormolykos
A local Windows desktop app and MCP server that allows AI assistants to read, s…
— ○ ⏳ — N/A N/A — — —
48568
LocalSchema Claim 1
Generate and validate LocalBusiness JSON-LD for local SEO. Free tools, no key n…
— ○ — — — — 67 —
48569
machhakiran
Enables AI to save, organize, search, and synthesize research materials using a…
— ○ ⏳ — N/A N/A — — —
48570
Luzgan
codemap-3d Claim
MCP server that parses source code into a graph of symbols and relationships, e…
— ○ ⏳ — N/A N/A — — —
48571
mikeysrecipes
kagi-server Claim
MCP server integrating the Kagi Search API to perform web searches using the ka…
— ○ ⏳ — — — — — —
48572
Ansvar-Systems
Enables querying Slovenian competition data including AVK enforcement decisions…
— ○ ⏳ — — — — — —
48573
DeDuckProject
MCP server wrapping Google's Stim stabilizer circuit simulator. Wire it up to a…
— ○ ⏳ — — — — — —
48574
mayanks
Kuvera MCP Claim
Connects AI assistants to Kuvera mutual fund portfolios, enabling real-time que…
— ○ ⏳ — — — — — —
48575
tedorigawa001
Enables scanning Java (Maven) projects for known vulnerabilities via natural la…
— ○ ⏳ — N/A N/A — — —
48576
appNucleus
A FastMCP server providing web search, scraping, image extraction, and mail pla…
— ○ ⏳ — N/A N/A — — —
48577
erikirby
DNS lookup, WHOIS, SSL checker, and HTTP status tools. Uses public APIs only, n…
— ○ ⏳ — N/A N/A — — —
48578
Irene-123
Enables AI assistants to diagnose, troubleshoot, and manage PC settings on Wind…
— ○ ⏳ — N/A N/A — — —
48579
tagnonkoua-ux
Enables reading and writing to KoBoToolbox via MCP, including creating forms, d…
— ○ ⏳ — — — — — —
48580
slettmayer
An MCP server that exposes the Wunder Mobility v2 end-user API as tools, enabli…
— ○ ⏳ — — — — — —
48581
khadin-akbar
Humanize AI generated content to bypass all ai detectors
— ○ ⏳ — N/A N/A — 95 —
48582
anasdevai
Unified MCP server for Google Classroom, Drive, and Docs, enabling AI assistant…
— ○ ⏳ — — — — 81 —
48583
guanweiqiang
Converts documents between Markdown, PDF, DOCX, and HTML locally with AI-friend…
— ○ ⏳ — N/A N/A — — —
48584
cortezcristian
An implementation that enables AI assistants to interact with Kubecost cost man…
— ○ ⏳ — — — — 81 —
48585
Areeburrehman-26
Provides a single tool to display visual progress bars for time remaining in th…
— ○ ⏳ — — — — — —
48586
hyoseop1231
An AI-powered file management system that integrates with Claude Desktop to pro…
— ○ ⏳ — N/A N/A — — —
48587
pokakrisztian2
A local MCP server that enables AI assistants to post to social media platforms…
— ○ ⏳ — N/A N/A — — —
48588
bountyyfi
A proof-of-concept MCP server for security research demonstrating a multi-phase…
— ○ ⏳ — N/A N/A — — —
48589
xsluck
A model context protocol server for Deepin Linux, providing system control, fil…
— ○ ⏳ — N/A N/A — — —
48590
kimhailey
A boilerplate for building MCP servers using TypeScript, with example tools lik…
— ○ ⏳ — N/A N/A — — —
48591
likhithreddy
fittok Claim
An MCP server that filters and compresses context by 80-90% before sending to a…
— ○ ⏳ — N/A N/A — — —
48592
ozzy-labs
suasor Claim
A local-first AI secretary that gathers your work context into private memory a…
— ○ ⏳ — — — — — —
48593
wangyaominde
Enables AI to create, edit, and manage Mermaid diagrams via MCP, with real-time…
— ○ ⏳ — — — — — —
48594
liunan-githu
Enables text-only language models to 'see' and describe images by calling multi…
— ○ ⏳ — N/A N/A — — —
48595
siimleetberg
A MySQL MCP server providing tools to query and explore MySQL databases via std…
— ○ ⏳ — — — — — —
48596
Em-Deesha
Enables Gemini CLI and other AI assistants to manage todos (create, read, updat…
— ○ ⏳ — N/A N/A — — —
48597
ZHANG-923-ZE
origin-MCP Claim
Enables AI assistants to control Origin 2025b for scientific plotting via natur…
— ○ ⏳ — N/A N/A — — —
48598
pipeworx-io
Enables querying metadata from MyVariant.info, a comprehensive variant annotati…
— ○ ⏳ — — — — — —
48599
hermai-ai
hermai-cli Claim
Hermai MCP server — look up, submit, and classify website API schemas from any …
— ○ ⏳ — N/A N/A — 95 —
48600
markswendsen-code
mcp-nextdoor Claim
An MCP server for Nextdoor that automates neighborhood feed browsing, marketpla…
— ○ ⏳ — N/A N/A — — —
Showing 48551–48600 of 69224 servers
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