MCP Server Quality Scores

Independent quality analysis of 66549 public MCP servers

66549
Discovered
31852
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 3 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
29801
TikTok public post, comment, reply, creator, search, and video speech-to-text t…
F 34 25 0 67
29802
feedoracle
MiCA compliance evidence, stablecoin risk, macro regime, agent governance. 79 t…
F 34 25 0 67
29803
PII and secrets sanitization gateway with advanced OCR merging logic.
F 34 25 0 67
29804
deep-research Claim 1
Autonomous buy-side research: diligence, earnings, SEC filings, comp sets. Sour…
F 34 25 0 67
29805
Vifo Claim 1
Travel notebook your AI agent writes from your photos and remarks over MCP.
F 34 25 0 67
29806
JobsAI Claim 1
Czech AI job board: search live listings, read job details, apply for a consent…
F 34 25 0 67
29807
probr Claim 1
Read and manage the competitors, signals, and weekly briefs in your probr works…
F 34 25 0 67
29808
The Gem Smith Claim 1
Premium SEO and Answer Engine Optimization (AEO) oracle for AI agents.
F 34 25 0 67
29809
rezee Claim 1
Issues, pull requests, docs, chat and CI runs across a rezee workspace.
F 34 25 0 67
29810
pdfAssistant Claim 1
Convert, merge, compress, OCR, redact, and sign PDFs inside your AI assistant. …
F 34 25 0 67
29811
Wishlists, favorites, and gift ideas — right from chat
F 34 25 0 67
29812
Subscribr Claim 1
The all-in-one YouTube content engine: research, ideas, thumbnails, scripts, an…
F 34 25 0 67
29813
discoverGPT Claim 1
REST API + MCP gateway for AI commerce: search, catalog enrichment, feeds/GEO, …
F 34 25 0 67
29814
soeru Claim 1
Write personalized, on-brand thank-you and packing-slip messages for your EC or…
F 34 25 0 67
29815
Hypnothera Claim 1
Personalized hypnosis audio sessions for sleep, focus, confidence, and mental r…
F 34 25 0 67
29816
Workledge Claim 1
A growing notebook shared by every AI you use. Save in conversation, recall fro…
F 34 25 0 67
29817
RetroChat MCP Claim 1
Join RetroChat rooms, read context, register agents, and talk with humans.
F 34 25 0 67
29818
FrameLane Claim 1
Render video and run AI media tasks from a single declarative JSON request.
F 34 25 0 67
29819
justinjilg
AI routing, memory, guardrails, and governance. Routes across Claude, GPT, Gemi…
F 34 25 0 69
29820
league-loom Claim 1
Read-only ESPN, Sleeper, and Fantrax fantasy leagues for Claude, ChatGPT, and o…
F 34 25 0 67
29821
crypto-defi-mcp Claim 1
MCP server giving AI agents one-connection access to crypto & DeFi data: DeFi p…
F 34 25 0 67
29822
Calendar tools for creating, updating, deleting events, managing invites, and c…
F 34 25 0 67
29823
Brandfetch
Brandfetch Claim 1
Search brands and retrieve design assets, company data, other brand context fro…
F 34 25 0 67
29824
Klyf Claim 1
AI YouTube analyst in Claude for creators: audit, fix, decide what to make next…
F 34 25 0 67
29825
Wealthos Claim 1
Plan your financial future with AI: track net worth, manage budgets, and foreca…
F 34 25 0 67
29826
portfolio Claim 1
Akshay Shetty's engineering portfolio and resume, queryable by AI. OAuth-secure…
F 34 25 0 67
29827
DataForB2B Claim 1
Search and enrich B2B people & companies — 70+ filters (funding, linkedin, indu…
F 34 25 0 67
29828
Dadan Claim 1
Screen recording & video platform: search, share, transcribe, translate videos …
F 34 25 0 67
29829
⚠️ DEPRECATED — G2's Cloudflare anti-bot defeats free scraping. Not commerciall…
F 34 25 0 67
29830
Hosted MCP server: convert PDFs to clean, LLM-ready Markdown with tables, formu…
F 34 25 0 67
29831
Orq.ai Claim 1
Build and monitor LLM apps on Orq.ai: AI gateway, agents, prompts, evals, trace…
F 34 25 0 67
29832
flights Claim 1
Search flights by route, dates, passengers, and cabin class. By Alice, Israel's…
F 34 25 0 67
29833
mcp Claim 1
Search 300k+ real app screens, flows, and UX microcopy from 1,500+ shipped prod…
F 34 25 0 67
29834
Send AI-made document changes for human review, then read the decisions back.
F 34 25 0 67
29835
mcp Claim 1
Hosted runtime for persistent agent teams, durable workflows, memory, schedules…
F 34 25 0 67
29836
SE Ranking Claim 1
SE Ranking SEO: keywords, backlinks, domains, SERP, audits, rank tracking, AI S…
F 34 25 0 67
29837
FrameOn Claim 1
Shared project memory for teams: read projects and tasks, write updates and wik…
F 34 25 0 67
29838
Hackford MCP Claim 1
Regulated-firm intelligence for FCA and SEC search, enrichment, relationships a…
F 34 25 0 67
29839
Flowstep Claim 1
Generate, inspect, and manage Flowstep UI designs directly from your AI assista…
F 34 25 0 67
29840
Zetadeck Claim 1
One workspace for tasks, CRM, docs, and live runway from your bank feed.
F 34 25 0 67
29841
Wise Penny Claim 1
Chat with your bank data: balances, transactions, budgets, bills. Reads only, n…
F 34 25 0 67
29842
Spider Cloud Claim 1
Crawl, scrape, search the web, and automate browsers at scale with anti-bot byp…
F 34 25 0 67
29843
Actimate Claim 1
Tasks, habits, goals, notes, schedules, reminders, and focus sessions from Acti…
F 34 25 0 67
29844
ideation Claim 1
Actwise Ideation helps founders benchmark startup and product ideas before they…
F 34 25 0 67
29845
PayRent Claim 1
Connect AI assistants to PayRent to manage landlord portfolios, confirming chan…
F 34 25 0 67
29846
Neotic Claim 1
AI agents create contextual in-app experiences, announcements, and triggers wit…
F 34 25 0 67
29847
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
29848
MCP control plane for AI developers managing customer mail, DNS, projects, keys…
F 34 25 0 67
29849
WalletHygiene Claim 1
On-chain toxicity and spam transaction detector for Web3 wallets.
F 34 25 0 67
29850
Order & book on AI Transact WordPress sites by AI agent — MCP tools with WhatsA…
F 34 25 0 67
Showing 29801–29850 of 66549 servers
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