MCP Server Quality Scores

Independent quality analysis of 41157 public MCP servers

41157
Discovered
29284
Scored
2096
Verified
16952
Complete

Last updated 1 hour, 10 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
36851
CodeAbra
iai-mcp Claim
Local memory daemon with three-tier storage (episodic/semantic/procedural), vec…
N/A N/A
36852
gordo-v1su4
Enables direct integration with NocoDB databases from Cursor IDE, providing com…
81
36853
wise-toddler
redash-mcp Claim
Model Context Protocol (MCP) server for Redash - manage queries, dashboards, an…
36854
forgemeshlabs
AI-native travel search MCP with affiliate booking links and optional x402 prem…
36855
ravirdp
Citare Claim
AI search intelligence + Ahrefs-class SEO suite as 59 MCP tools. Track your bra…
36856
dravidsajinraj-iex
Provide a scaffold framework to build MCP servers efficiently. Enable rapid dev…
N/A N/A 95
36857
lab94
Frenchie Claim
Frenchie is an MCP-first multimodal utility for AI agents. It helps agents wor…
81
36858 N/A N/A 95
36859
SapienEx-AI
Converts URLs and raw HTML to clean Markdown, enabling AI assistants to read we…
36860
daniel-underpass
Luxxon Claim
On-demand live vision MCP for AI agents — open a session at a lat/lng, receive …
N/A N/A
36861
3viky
Enables AI agents to monitor and debug GitLab CI/CD pipelines by providing tool…
81
36862
pythondev-pro
PyForge IDE Claim
Enables Python code execution in a sandboxed environment with virtual file syst…
N/A N/A 95
36863
shemshallah
Agent-native post-quantum blockchain. 11 tools: send, balance, quantum oracle m…
36864
10.blaylock.10
project10 Claim
N/A N/A 95
36865
mcp Claim 1
Talk to your Oden AI todo and calendar account from Claude Code, Cursor, or any…
N/A N/A 69
36866
geerdwedda-create
Provides AI agents with trust scoring and reputation management capabilities fo…
81
36867
bartonguestier1725-collab
scout-mcp Claim
Multi-source search across code registries (GitHub, npm, PyPI), academic indexe…
81
36868
@Nikhil-Patil-RI
test-test-test Claim
N/A N/A 95
36869
Mnehmos
Enables AI assistants to search and retrieve academic papers from arXiv through…
81
36870
cloudflare
Workers bindings management. Build Workers applications with storage, AI, and c…
81
36871
lisamaraventano-spine
First Dollar Claim
A curriculum that teaches AI agents how to spend their own money. Sixteen lesso…
N/A N/A
36872
CSOAI-ORG
file-organizer-ai-mcp MCP server by MEOK AI Labs
N/A N/A
36873
tripuck894
Tripuck Claim
Tripuck — Flight Meta-Search & Meeting Point..
81
36874
pma1999
simpson-mcp Claim
Search characters, episodes, and locations from The Simpsons by name and get de…
N/A N/A 95
36875
kadam-official
Kadam advertising platform — manage ads, campaigns, creatives, audiences and st…
N/A N/A
36876
nccurry
MTG MCP Claim
A .NET MCP server for MTG deckbuilding with Scryfall data and Archidekt writeba…
N/A N/A
36877
dgtalquantumleap-ai
Monitor Reddit and Nairaland for product keywords with AI drafts.
N/A N/A 83
36878 N/A N/A 95
36879
Advocate-Cloud-Solutions
filevine-mcp Claim
MCP server for Filevine matter management - by Advocate Cloud Solutions.
N/A N/A
36880
chrischall
zola-mcp Claim
Zola wedding planning for Claude — vendors, budget, guests, seating, registry, …
N/A N/A
36881
NewPlanetWW
FastMCP commerce server starter: product catalog, search, and checkout. Deploy …
36882
BlockScience
A bridging framework that integrates Knowledge Organization Infrastructure (KOI…
81
36883
equinixnetworkedge
Equinix NetworkEdge MCP Server is an AI-powered interface that enables customer…
N/A N/A 95
36884 N/A N/A 95
36885
misterboe
Provides comprehensive web analysis and auditing tools including HTML extractio…
N/A N/A
36886
karatechopping
Connects Claude AI to GoHighLevel CRM, enabling comprehensive automation across…
N/A N/A 95
36887
NicolasDangg
Look up authoritative English definitions tailored for IELTS learners. Get quic…
N/A N/A 95
36888
JigsawStack
Detect NSFW images using JigsawStack's AI Models.
N/A N/A 95
36889
neglect
Billions of Solana DeFi TXNs, Decoded at Scale & accessible via LLM Direct, st…
81
36890 N/A N/A 95
36891
clauxel
Paid remote MCP for AI Studio Workspace approval gate MCP, structured receipts,…
36892
revelata
Fundamental data, including operating KPIs, you can't even find on Bloomberg — …
81
36893
axel-belfort
Text classification API for AI agents. Classify text into topic categories with…
N/A N/A 95
36894
marvin-69-jpg
etfedge-mcp Claim
Read-only MCP server for Taiwan active ETF research database, providing tools t…
36895
adelaidasofia
FastMCP seed raise pipeline tracker — syncs from Obsidian CRM, generates meetin…
N/A N/A
36896
AutoRFP
AutoRFP.ai Claim
Search AutoRFP.ai projects, requirements, content library, and tags for Q&A and…
36897
constripacity
MCP relay so Claude Code agents on different machines can exchange messages via…
N/A N/A
36898
xiaobenyang-com
Streamline development by automating code generation and fixes, file operations…
N/A N/A 95
36899
j-east
AI image and video generation, editing, and region repair via Gemini, OpenAI, a…
N/A N/A
36900
zero-8848
Provide AI assistants with comprehensive PostgreSQL database management capabil…
N/A N/A 95
Showing 36851–36900 of 41157 servers
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