MCP Server Quality Scores

Independent quality analysis of 69027 public MCP servers

69027
Discovered
→
33753
Scored
→
2112
Verified
→
16953
Complete

Last updated 31 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
64301
tianhao909
An MCP server that provides access to Overleaf projects via Git integration, en…
— ○ ⏳ — N/A N/A — 95 —
64302
marcel-rbro
MCP Spa Claim
A hosted MCP server that provides AI agents with spa-like treatments (breathing…
— ○ ⏳ — — — — — —
64303
Aldrin-Joan
paperstack Claim
Enables arXiv paper search, PDF download, text extraction, and context chunking…
— ○ ⏳ — N/A N/A — — —
64304
Jin-HoMLee
marginalia Claim
Renders Markdown into a browser-based, click-to-comment thread; comments are re…
— ○ ⏳ — N/A N/A — — —
64305
MHasaan
Webots MCP Claim
Full-access MCP server for the Webots robot simulator that enables AI assistant…
— ○ ⏳ — N/A N/A — — —
64306
Plutor-05
gems-mcp Claim
MCP server wrapping xGEMS for thermodynamic equilibrium calculations, offering …
— ○ ⏳ — N/A N/A — — —
64307
mkjun2016
An MCP server that transforms course syllabi into structured, queryable data — …
— ○ ⏳ — N/A N/A — — —
64308
Loop-XXI
loop-mcp Claim
L402 MCP: 5 paid BTC/Lightning tools + fiat credits, 10-25 sats/call.
— ○ ⏳ — — — — — —
64309
paraph-sign
paraph-mcp Claim 1
MCP server for the Paraph e-signature API that enables AI tools to fill PDF for…
— ○ ⏳ — — — — 81 —
64310
PedroSodrr10
A local MCP server that connects WhatsApp to Claude via QR code, enabling chat …
— ○ ⏳ — N/A N/A — — —
64311
thepapermen
Provides a read-only PostgreSQL SQL surface for LLM agents via MCP, with defens…
— ○ ⏳ — — — — — —
64312
samueljayasingh
Stitch-MCP Claim
An MCP server that exposes Google Stitch's AI-powered UI design capabilities as…
— ○ ⏳ — — — — — —
64313
NoSugarCoffee
youmind-mcp Claim
Bridges YouMind content to AI assistants via MCP, enabling retrieval of craft c…
— ○ ⏳ — — — — — —
64314
drmaxbdc
MCP server for the Productboard API v2. Provides 30 tools covering entities, no…
— ○ ⏳ — — — — — —
64315
wdvipa
py-har-mcp Claim
An MCP server for parsing and analyzing HAR files, enabling AI assistants to in…
— ○ ⏳ — N/A N/A — — —
64316
SmartSuiteFoundry
A locally-hosted MCP server enabling AI agents to securely interact with SmartS…
— ○ ⏳ — N/A N/A — — —
64317
faulkj
Exposes multiple LLMs as individual tools via the OpenAI Responses API wire for…
— ○ ⏳ — — — — — —
64318
lkathke
panda-mcp Claim
Turns a comma.ai Panda into a conversational CAN reverse-engineering rig, allow…
— ○ ⏳ — N/A N/A — — —
64319
ajmalaksar25
gsc-mcp Claim
Turns Google Search Console into an SEO copilot by enabling natural language qu…
— ○ ⏳ — N/A N/A — — —
64320
berntpopp
uniprot-link Claim
An MCP server that grounds protein research in the UniProt SPARQL endpoint, pro…
— ○ ⏳ — — — — — —
64321
davidmosiah
Local-first TikTok Content Posting API for AI agents: OAuth checks, dry-run and…
— ○ ⏳ — — — — — —
64322
raihan0824
Provides access to Kubernetes troubleshooting runbooks, enabling search, discov…
— ○ ⏳ — — — — — —
64323
UpstageAI
mcp-upstage Claim
Enables AI assistants to extract and structure content from documents (PDFs, im…
— ○ ⏳ — N/A N/A — — —
64324
dazebug
Lets MCP-compatible AI assistants have read-only conversations with OpenAI Code…
— ○ ⏳ — N/A N/A — — —
64325
bschoepke
Enables AI agents to control Ableton Live by evaluating arbitrary Python code a…
— ○ ⏳ — N/A N/A — — —
64326
emarkou
setlistify Claim
An MCP server that fetches real setlists from setlist.fm and creates Spotify pl…
— ○ ⏳ — N/A N/A — — —
64327
jshsakura
An MCP server for ServiceNow that supports multi-factor authentication via real…
— ○ ⏳ — — — — — —
64328
sailingnaturali
flighty-mcp Claim
A read-only MCP server that exposes personal Flighty app flight data as geo-rea…
— ○ ⏳ — N/A N/A — — —
64329
techexpert0119
vector-mcp Claim
Integrates RAG into AI agents via MCP Server, supporting multiple vector databa…
— ○ ⏳ — — — — — —
64330
taygunsavas
Control the Unity Editor from any MCP host. One package install, one click, and…
— ○ ⏳ — N/A N/A — — —
64331
vvitovec
Connects to ABRA Flexi over its REST API to read companies, evidence, partners,…
— ○ ⏳ — N/A N/A — — —
64332
Harry-GenAI
An MCP-based enterprise tools server that exposes company knowledge search and …
— ○ ⏳ — N/A N/A — — —
64333
CSOAI-ORG
UK Care Quality Commission (CQC) Single Assessment Framework compliance for car…
— ○ ⏳ — N/A N/A — — —
64334
zkdots
deluge-mcp Claim
A strict, beginner-friendly MCP server for Deluge syntax support, providing too…
— ○ ⏳ — N/A N/A — — —
64335
AmanHogan
Exposes tools for retrieving weather forecasts and alerts using the National We…
— ○ ⏳ — — — — — —
64336
AmirTlinov
A universal MCP server that enables AI agents to securely manage PostgreSQL dat…
— ○ ⏳ — — — — 81 —
64337
runapi-ai
Enables creating and managing GPT Image tasks (edit and text-to-image) via RunA…
— ○ ⏳ — — — — — —
64338
GarethWright
A comprehensive MCP server for the Pipedrive CRM API, enabling AI assistants to…
— ○ ⏳ — — — — — —
64339
groundlens-dev
Enables hallucination detection for AI assistants by providing tools to assess …
— ○ ⏳ — N/A N/A — — —
64340
moustafaezzeldeen-73
Gemini MCP Claim
Remote MCP server that exposes Google Gemini's text, image, video (Veo), and au…
— ○ ⏳ — — — — — —
64341
good-gis
Enables managing Docker containers (run, list, stop, remove, view logs) through…
— ○ ⏳ — N/A N/A — — —
64342
HLH2023
Local + remote terminal interaction control MCP Server. Lets AI agents control …
— ○ ⏳ — N/A N/A — — —
64343
Imanity-Software
MCP server that reads Spark profiler files to give accurate Minecraft server tu…
— ○ ⏳ — N/A N/A — — —
64344
pipeworx-io
An MCP server for accessing the UK's official legislation database (legislation…
— ○ ⏳ — — — — — —
64345
Popy21
claude-news Claim
Claude Real Time News Popy21/claude-news-mcp https://claudenews.online/api/mcp
— ○ ⏳ — — — — — —
64346
Rinava
umbryn-mcp Claim
Redacts PII/PHI from text before it reaches an LLM. Fail-closed, self-hosted, n…
— ○ ⏳ — N/A N/A — — —
64347
gabrielmahia
remit-mcp Claim
MCP server for African diaspora remittance optimization, enabling comparison of…
— ○ ⏳ — — — — — —
64348
Im-Hal-9K
A remote MCP server deployable on Cloudflare Workers without authentication, al…
— ○ ⏳ — — — — — —
64349
pubspro
regsub-mcp Claim
MCP server for regulatory submission intelligence — ICH guideline lookup, CTD m…
— ○ ⏳ — — — — — —
64350
rpc-edge
Provides Solana infrastructure awareness including RPC health, priority fee est…
— ○ ⏳ — — — — — —
Showing 64301–64350 of 69027 servers