MCP Server Quality Scores

Independent quality analysis of 33379 public MCP servers

33379
Discovered
25250
Scored
1416
Verified
16957
Complete

Last updated 6 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
32551
mnlt
wellread Claim
Shared research cache across AI agents. Hit → instant answer from verified sour…
32552
Goldentrii
AI Session Memory with Think-Execute-Reflect Quality Loops — give your agent a …
N/A N/A
32553
Agnuxo1
MCP server + REST API for the P2PCLAW decentralized AI research network. Lets a…
N/A N/A
32554
colin807
wmcp Claim
N/A N/A
32555
prassanna-ravishankar
repowire Claim
Peer-to-peer mesh for AI coding agents - connect Claude Code, Opencode, Codex, …
N/A N/A HT
32556
mohammadfarooqi
canlii Claim
Search Canadian case law, browse legislation, and check citations via the CanLI…
N/A N/A
32557
nalediym
touch-grass Claim
Claude Code plugin and MCP server that nudges you to take outdoor breaks based …
N/A N/A
32558
jinseok19
mcp2 Claim
N/A N/A
32559
devd3vil
mcpserver1 Claim
N/A N/A
32560 N/A N/A
32561 N/A N/A
32562
pipeworx-io
Notion MCP Pack
32563
lucasastorian
llmwiki Claim
Open Source Implementation of Karpathy's LLM Wiki. Upload documents, connect yo…
N/A N/A
32564
metosin
mcp-toolkit Claim
a lib to build MCP clients and MCP servers in Clojure(script)
N/A N/A
32565
cletcher
chaprola Claim
Serverless API backend: query, JOIN, pivot, batch ops, email, FHIR, programs vi…
N/A N/A 83
32566
daniel-r55a
Forge MCP Claim
A remote MCP server that connects AI assistants to the full Salesforge product …
N/A N/A
32567
labrat-akhona
Semantix-Verify is an MCP server for semantic validation of AI/LLM outputs. It …
N/A N/A
32568
EllGree
gitlab-mcp Claim
MCP server for interacting with GitLab API, supporting both self-hosted instanc…
32569 N/A N/A
32570
pixelixe
Pixelixe Claim
Brand-safe MCP for AI agents to create editable, on-brand graphics and automate…
32571
moisesvilar
smithery-si Claim
N/A N/A
32572
axel-belfort
QR code generation API for AI agents. Generate QR codes from any text or URL: b…
32573
naumana3services-maker
A Model Context Protocol server that provides browser automation capabilities u…
32574
axel-belfort
Cron expression parser API for AI agents. Parse, validate, and explain cron exp…
N/A N/A
32575
zhangpanda
gomcp Claim
A Gin-like framework for building MCP servers in Go. Struct-tag auto schema, mi…
N/A N/A
32576
whichmodel
WhichModel Claim
Cost-optimized LLM model routing recommendations for autonomous AI agents
32577
YV17labs
GhostDesk Claim
A virtual Linux desktop as an MCP server, shipped in Docker. Agents drive scree…
32578
geraservicesuk
mcp-gerarent Claim
Property rental: search listings, check availability, book rentals. 50+ countri…
N/A N/A
32579
xiaobenyang-com
edge-tts Claim
Convert text into natural-sounding speech for fast audio creation. Orchestrate …
N/A N/A 95
32580
rsanandres
Atlas MCP Claim
AI-powered MCP server for searching and conversing over FHIR R4 clinical docume…
32581
mcpware
Instagram MCP — 23 tools for Instagram Graph API: posts, DMs, stories, reels, a…
N/A N/A
32582
atenkai
Fashion Claim
Create professional-quality fashion product photography, on-model shots, and ed…
32583
GHSix
AverbePorto Claim
Integrate with AverbePorto to streamline authentication and document submission…
N/A N/A
32584
wefilmshit
Persistent memory + smart query for AI agents. Visual dashboard, semantic searc…
N/A N/A HT
32585
zb2947244682
A novel management tool that uses SQLite database to store and manage novel inf…
N/A N/A 95
32586
32587
seolint
seo-scanner Claim
Scan any website for SEO issues directly from Claude, Cursor, or any MCP client…
32588
jordan-s648
Real-time Polymarket analytics for AI agents. Query live prediction market data…
81
32589
heather-macavelia
Search and retrieve structured data on AI agents for business automation. Filte…
32590
petpicksco
High Story MCP Server - Automate AI content campaigns and social media manageme…
N/A N/A
32591
neverprepared
mcp-utm Claim
Manages UTM virtual machines on macOS via AppleScript, enabling cloning, config…
N/A N/A
32592
Immoswipe
immoswipe-ai Claim
Search Swiss apartments and houses for rent or sale. Filter by city, price (CHF…
32593
danielsimonjr
dropbox-mcp Claim
Dropbox MCP server to recover deleted files, list revisions, search content, an…
32594
VrtxOmega
Ollama-Omega Claim
Official Ollama MCP Server. Exposes ollama_chat, ollama_generate, ollama_pull_m…
N/A N/A
32595
BrainBlend-AI
Tesseron Claim
Enables MCP-compatible AI agents to execute typed live-app actions over WebSock…
32596
austenstone
Enables AI agents to render interactive Highcharts visualizations directly with…
N/A N/A
32597
axel-belfort
Hyperliquid vault analytics API for AI agents. Performance data for all Hyperli…
N/A N/A
32598
OpenGerwin
About MCP server for Google Agent Platform Docs — Google AI + Vertex AI. 3400+ …
32599
urtworkmail
Enables AI assistants to search the web, fetch news, and retrieve page content …
32600
juice094
devbase Claim
Developer Knowledge OS — local-first bimodal workspace for humans (TUI) and AI …
N/A N/A
Showing 32551–32600 of 33379 servers
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