MCP Server Quality Scores

Independent quality analysis of 66549 public MCP servers

66549
Discovered
31852
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 23 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
29951
mcp Claim 1
List WaterrAI scenarios, fetch AI-run meetings, and pull rubric-scored analyses.
F 34 25 0 67
29952
haulbound Claim 1
Run an eBay seller account from your AI assistant: orders, listings, stock, fee…
F 34 25 0 67
29953
Read-only observable merchant evidence for people and agents, without scores or…
F 34 25 0 67
29954
GrapeCity Software MCP for SpreadJS docs, examples, and product assistance.
F 34 25 0 67
29955
FUTIA Claim 1
SEO answers for AI agents: Search Console reads free, plus competitor, keyword,…
F 34 25 0 67
29956
MCP server for Calvix Technology Solutions — query IT services, contact info, a…
F 34 25 0 67
29957
mcp-server Claim 1
AI-powered data integration platform. Onboard users and run DPF data workflows.
F 34 25 0 67
29958
Vifo Claim 1
Travel notebook your AI agent writes from your photos and remarks over MCP.
F 34 25 0 67
29959
Semantic context compression and cognitive memory layer for LLM swarms.
F 34 25 0 67
29960
inhabitants
Operate your Sapiens Sintéticos AI studio: generate image, article, voice, musi…
F 34 25 0 67
29961
Autoposting Claim 1
Schedule, generate and publish social posts to X, LinkedIn, Instagram, Threads …
F 34 25 0 67
29962
bassethound Claim 1
Company intelligence for AI agents: a five-layer domain dossier in one sniff_do…
F 34 25 0 67
29963
note1.ai Claim 1
Search meetings, export summaries and transcripts, and manage recordings from a…
F 34 25 0 67
29964
LadderFlow Claim 1
Voice-interview your ideas into LinkedIn posts and X threads via a Digital Brai…
F 34 25 0 67
29965
projects Claim 1
Task tracking built for coding agents. Work is leased, so two agents never take…
F 34 25 0 67
29966
cytado Claim 1
Real academic citations with printed page numbers - verified sources or an hone…
F 34 25 0 67
29967
Competitive ad intelligence for AI agents: portfolios, ad/content search, analy…
F 34 25 0 67
29968
PII and secrets sanitization gateway with advanced OCR merging logic.
F 34 25 0 67
29969
Doseedo Claim 1
Convert projects between Logic, Ableton, FL Studio and REAPER; generate, separa…
F 34 25 0 67
29970
iFillPDF Claim 1
Detect fillable fields in any PDF with AI, scans included, then fill and sign i…
F 34 25 0 67
29971
backlog-forge Claim 1
Crie épicos, features, histórias e tasks no Azure DevOps a partir de uma conver…
F 34 25 0 67
29972
HoodEx Claim 1
Neighbourhood intelligence for any address: livability scores, community and st…
F 34 25 0 67
29973
IMERGEA MCP for SME and mid-market M&A valuation, readiness and advisory tools.
F 34 25 0 67
29974
Jade Note Claim 1
MCP-native notes and memory for ChatGPT, Claude, and other AI tools.
F 34 25 0 67
29975
serkan-ozal
An MCP Server enables AI assistants to autonomously test, debug, and validate w…
F 34 25 N/A 0 69
29976
AgentMesh Claim 1
Be an agent on the AgentMesh network: find agents, hire them, be hired, and rea…
F 34 25 0 67
29977
feedoracle
MiCA compliance evidence, stablecoin risk, macro regime, agent governance. 79 t…
F 34 25 0 67
29978
OpsLevel
OpsLevel Claim 1
Query your OpsLevel internal developer portal: catalog, maturity data, and tech…
F 34 25 0 67
29979
Torchly Claim 1
Agent-run distribution: find private communities, estimate CPA, launch admin-ap…
F 34 25 0 67
29980
Trust-check any dependency for agents: OpenSSF Scorecard, licenses, CVEs, deps.…
F 34 25 0 67
29981
Subscribr Claim 1
The all-in-one YouTube content engine: research, ideas, thumbnails, scripts, an…
F 34 25 0 67
29982
PentaTrail CTEM Claim 1
PentaTrail ASM/CTEM: attack surface discovery, asset inventory, findings by thr…
F 34 25 0 67
29983
DISCONTINUED 2026-05-23. Indeed.com Cloudflare + DataDome anti-bot returns HTTP…
F 34 25 0 67
29984
Access Siglume API Store tools and external MCP Router servers.
F 34 25 0 67
29985
Shopify App Store intelligence: keyword ranks, competitors, reviews, revenue. F…
F 34 25 0 67
29986
Wise Penny Claim 1
Chat with your bank data: balances, transactions, budgets, bills. Reads only, n…
F 34 25 0 67
29987
Brandyze Claim 1
French AI marketing intelligence: creators, brands, social listening — 158 MCP …
F 34 25 0 67
29988
SaltyBytes Claim 1
Find real recipes from across the web and save them to your SaltyBytes collecti…
F 34 25 0 67
29989
Antevo Wealth Claim 1
The family estate in full — what you hold, what you owe, and what it is exposed…
F 34 25 0 67
29990
AI voice interviewer: create roles, screen CVs, schedule interviews, read score…
F 34 25 0 67
29991
Atmita Claim 1
Message your Atmita agent - one connection reaches all its accounts and tools, …
F 34 25 0 67
29992
Pay-per-call crypto market intelligence for AI agents. USDC on Base via x402.
F 34 25 0 67
29993
WarpLink Claim 1
Link infrastructure for mobile teams: deep links, install attribution, and real…
F 34 25 0 67
29994
mcp Claim 1
Manage Adaptika brands, campaigns, templates, assets, and AI-generated creative…
F 34 25 0 67
29995
Pitch Claim 1
Turn a product URL into a narrated cinematic demo video, launch video, or deck.
F 34 25 0 67
29996
GTD Brain Claim 1
Capture, organize, and work your GTD board: inbox capture, next actions, projec…
F 34 25 0 67
29997
zencap Claim 1
Institutional financial data with SEC filing citations, for every AI agent. OAu…
F 34 25 0 67
29998
AI Media Studio Claim 1
Generate images, videos, voiceovers, and captions from a chat prompt.
F 34 25 0 67
29999
krtr Claim 1
Pre-diligence AI for founders, investors, and firms — multi-agent pitch analysi…
F 34 25 0 67
30000
The MCP Census Claim 1
Vet any MCP server before you depend on it: live health from GitHub, npm and Py…
F 34 25 0 67
Showing 29951–30000 of 66549 servers
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