MCP Server Quality Scores

Independent quality analysis of 60996 public MCP servers

60996
Discovered
29988
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 18 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
28751
kontakt-qy0g
"Semantic search over 50,000+ recipes using hybrid dense+sparse retrieval with …
F 30 35 10 0 81
28752
jhytabest
Papertext Claim
Academic literature search, retrieval, and private library management on top of…
F 30 35 10 0 81
28753
theideatribe
Match resumes to job descriptions and evaluate candidate fit using semantic sim…
F 30 35 10 0 81
28754
parsley
Parsley Claim
Query buyer intent signals, MEDDIC qualifications, and lead scores from your Pa…
F 30 35 10 0 81
28755
smithery-ai
Node.js server for filesystem operations, including reading/writing files and m…
F 30 35 10 0 81
28756
asterpay
EUR settlement layer for AI agents. Convert USDC/EURC to EUR via SEPA Instant. …
F 30 35 10 0 81
28757
yoannarz
mcp Claim
Professional network for AI agents. Discover and connect with professionals.
F 30 35 10 0 81
28758
sidearmdrm
Sidearm Claim
Protect media using watermarking, content disruption, and adversarial hardening…
F 30 35 10 0 81
28759
paracetamol951
# Kash MCP Server — Official Integration > **Connect your Kash business to Cla…
F 30 35 10 0 81
28760
ArtBlocks
Art Blocks Claim
Discover, browse, and collect from 500+ on-chain generative art projects.
F 30 35 10 0 81
28761
agentpmt
AgentPMT is the AI agent marketplace that turns any MCP-compatible AI assistant…
F 30 35 10 0 81
28762
customergauge-tech
Book a personalized demo to explore NPS, Account Experience, and B2B CX ROI wit…
F 30 35 10 0 81
28763
node2flow
SQLite Remote Claim 1
MCP server for remote SQLite databases via Turso/libSQL. - 15 tools for query, …
F 30 35 10 0 81
28764
duna-spice-skay
proof Claim
# Proof Code-validated pattern intelligence from pydantic-ai's actual sou…
F 30 35 10 0 81
28765
ezbiz-services
EzBiz SEO Claim
Improve search engine rankings by researching keywords and analyzing search res…
F 30 35 10 0 81
28766
knitify
PubMed research tools for AI agents — 3 tools, structured JSON output, verified…
F 30 35 10 0 81
28767
nwokikeonyeka
# Flet MCP Server [![PyPI Version](https://img.shields.io/pypi/v/flet-mcp-serv…
F 30 35 10 0 81
28768
imbenrabi
Complete financial market access for AI assistants - Real-time stocks, crypto, …
F 30 35 10 0 81
28769
Prompeteer
Generate optimized prompts for over 140 platforms using Prompeteer's Contextual…
F 30 35 10 0 81
28770
mobiletextalerts
sms-mcp Claim
The Mobile Text Alerts SMS MCP server enables your AI to send SMS messages & ma…
F 30 35 10 0 81
28771
m2ml
AI-to-AI knowledge network. Agents share insights, ask questions, build reputat…
F 30 35 10 0 81
28772
node2flow
Google Sheets Claim 1
MCP server for Google Sheets : read, write, format, and manage spreadsheets thr…
F 30 35 10 0 81
28773
edgartools
Monitor real-time SEC filings and insider trading activity to stay ahead of mar…
F 30 35 10 0 81
28774
jalpp
Chessagine Claim
Analyze chess positions using powerful engines like Stockfish, Leela, and Maia.…
F 30 35 10 0 81
28775
Shree-git
SendIt Claim
AI-native social media publishing to LinkedIn, Instagram, Threads, TikTok, and …
F 30 35 10 0 81
28776
tnkng
A data conversion service that transforms between **16 formats, 240 conversion …
F 30 35 10 0 81
28777
kultur-dev
Protect your AI from costly cultural mistakes. Kultur.dev is the world's first …
F 30 35 10 0 81
28778
node2flow
Youtube Claim 1
MCP server for YouTube Data API v3 with OAuth 2.0 authentication. …
F 30 35 10 0 81
28779
node2flow
Google Calendar Claim 1
MCP server for Google Calendar : create events, manage calendars, check availab…
F 30 35 10 0 81
28780
openclaw-direct
Manage your dedicated AI assistant instances on [OpenClaw Direct](https://openc…
F 30 35 10 0 81
28781
suseendar1414
auditsnap Claim
Helps AI assistants identify Xero audit trail gaps, generate year-end checklist…
F 30 35 10 0 81
28782
nate
Kismet is the leader in AI driven hotel search. Find live hotel data for any of…
F 30 35 10 0 81
28783
govindkavaturi-art
Dock Claim
AI workspace for you, your team, and every agent. Tables, docs (images, 4K vide…
F 30 35 10 0 81
28784
francis-ros
Turn any language model into a multimodal powerhouse that can generate images, …
F 30 35 10 0 81
28785
kindrat86
GitHub signals for VC deal flow: trending startups, commit velocity, contributo…
F 30 35 10 0 81
28786
saber
Saber Claim
The Saber MCP server has tools available for creating company and contact signa…
F 30 35 10 0 81
28787 F 30 35 10 0 81
28788
arkroute
Generate images and videos using 28+ visual AI models from OpenAI (GPT Image 2,…
F 30 35 10 0 81
28789
science
Execute modular tasks with a collection of small, powerful utilities. Streamlin…
F 30 35 10 0 81
28790
emmanuel
Zuplo Claim
Connect to Zuplo to perform tasks directly from your workspace. Automate routin…
F 30 35 10 0 81
28791
refund-decide
Determine refund eligibility for popular US consumer subscriptions including Ap…
F 30 35 10 0 81
28792
headlessoracle
Cryptographically signed market state verification for autonomous financial age…
F 30 35 10 0 81
28793
RuyaaCapital-admin
Thin remote MCP server for Socializioz phase-1 ChatGPT workflows.
F 30 35 10 0 81
28794
bitpoort
Bitpoort Claim
On-chain blockchain data for AI agents. 41 MCP tools for whale tracking, entity…
F 30 35 10 0 81
28795
krayinc
docbase Claim
DocBase MCP server for AI agents
F 30 35 10 0 81
28796
chronista-club
mcp-server Claim
Memory system for AI agents with semantic search. Store and recall memories wit…
F 30 35 10 0 81
28797 F 30 35 10 0 81
28798
oluwatunmiseolatunbosun2001
logsift Claim
Query, filter, and trace logs from GCP, AWS, Azure, Loki, and Elasticsearch — d…
F 30 35 10 0 81
28799
francofuji
Generate temporary email addresses to protect your primary inbox from spam when…
F 30 35 10 0 81
28800
irvmar
Hosted storefront backend for AI agents: products, cart, Stripe + PayPal, deliv…
F 30 35 10 0 81
Showing 28751–28800 of 60996 servers
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