MCP Server Quality Scores

Independent quality analysis of 69448 public MCP servers

69448
Discovered
→
34084
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
33151
RankWorker Claim 1
Create and manage SEO content plans, articles, projects, and publishing integra…
F 26 3⁄5 ◔ — 10 0 — 67 —
33152
Hatchable Claim 1
Build, deploy, and host full-stack web apps from any MCP client. DB, auth, stor…
F 26 3⁄5 ◔ — 10 0 — 67 —
33153
ShinobiData Claim 1
Portfolio analytics + US-equity market research for AI clients. ChatGPT deep-re…
F 26 3⁄5 ◔ — 10 0 — 67 —
33154
ColoringBookify Claim 1
Create coloring pages and books. OAuth + Business plan required; AI generation …
F 26 3⁄5 ◔ — 10 0 — 67 —
33155
XRay-Vision Claim 1
AI-powered codebase analysis — call graphs, security, dead code, complexity. 15…
F 26 3⁄5 ◔ — 10 0 — 67 —
33156
The official Planning Center MCP server for interacting with your ministry's da…
F 26 3⁄5 ◔ — 10 0 — 67 —
33157
Search patents & trademarks from EPO, USPTO & DPMA: claims, legal status, prose…
F 26 3⁄5 ◔ — 10 0 — 67 —
33158
ParseBounce Claim 1
Email deliverability monitoring and sending: bounces, complaints, suppression, …
F 26 3⁄5 ◔ — 10 0 — 67 —
33159
ConsultKit Claim 1
AI-powered consulting tools for proposals, client management, and business deve…
F 26 3⁄5 ◔ — 10 0 — 67 —
33160
zencap Claim 1
Institutional financial data with SEC filing citations, for every AI agent. OAu…
F 26 3⁄5 ◔ — 10 0 — 67 —
33161
ProductNowAI
ProductNow Claim 1
Connect AI agents to ProductNow's context engine to search, create, review, and…
F 26 3⁄5 ◔ ⏳ — 10 0 — 67 —
33162
PredictLeads Claim 1
Company Insights: job postings, tech stack, news events, key customers, similar…
F 26 3⁄5 ◔ — 10 0 — 67 —
33163
Humanizer PRO Claim 1
Humanize AI text to bypass GPTZero, Turnitin, Originality.ai. Stealth, Academic…
F 26 3⁄5 ◔ — 10 0 — 67 —
33164
Shahriar-Labs
LetX Claim 1
Collaborative LaTeX editor: search 1000+ templates, edit projects, and compile …
F 26 3⁄5 ◔ ⏳ — 10 0 — 67 —
33165
multinex-ai
MemQ Team Sync Claim 1
Shared project memory that keeps teammates and AI agents aligned across session…
F 26 3⁄5 ◔ ⏳ — 10 0 — 67 —
33166
mcp Claim 1
AI-native project management + agent memory: tasks, sprints, risk, burnout, kno…
F 26 3⁄5 ◔ — 10 0 — 67 —
33167
server Claim 1
Create and manage your own Certificate Authority for internal HTTPS.
F 26 3⁄5 ◔ — 10 0 — 67 —
33168
DocuWriter-ai
docuwriter Claim 1
Generate and review codebase docs. 77 tools; scoped, credit-approved repository…
F 26 3⁄5 ◔ ⏳ — 10 0 — 67 —
33169
AI cycling coach: training plans, workouts, nutrition, strength training, Strav…
F 26 3⁄5 ◔ — 10 0 — 67 —
33170
studio99-app
Exact Hindi, Marathi, Gujarati and English calligraphy as editable artwork, fro…
F 26 3⁄5 ◔ ⏳ — 10 0 — 67 —
33171
StudioMeyer Crm Claim 1
AI-native CRM with 33 tools. Pipeline, leads, Stripe sync, Magic Link auth. Fre…
F 26 3⁄5 ◔ — 10 0 — 67 —
33172
Cited, standards-aware compliance overlay for AI assistants (ISO, NIST, FedRAMP…
F 26 3⁄5 ◔ — 10 0 — 67 —
33173
egoetmann
EasyKanban Claim 1
Read and manage your EasyKanban kanban boards: to-do summaries, create, update,…
F 26 3⁄5 ◔ ⏳ — 10 0 — 67 —
33174
Provides AI assistants with access to Seltz's powerful Web Search capabilities.
F 26 3⁄5 ◔ — 10 0 — 67 —
33175
Viddler Claim 1
Official Viddler MCP: list videos, manage access control, pull proof-of-viewing…
F 26 3⁄5 ◔ — 10 0 — 67 —
33176
FormEdge Claim 1
Create, edit, preview and publish FormEdge forms and landing pages, and review …
F 26 3⁄5 ◔ — 10 0 — 67 —
33177
Travel Code Claim 1
Corporate travel: search and book flights, hotels, rail and transfers, manage o…
F 26 3⁄5 ◔ — 10 0 — 67 —
33178
Generate genre-aware, print-ready AI book covers (ebook, KDP wrap, audiobook) v…
F 26 3⁄5 ◔ — 10 0 — 67 —
33179
ezel Claim 1
Search U.S. case law, fetch opinions, and ask matter-aware legal questions over…
F 26 3⁄5 ◔ — 10 0 — 67 —
33180
motaword-mcp Claim 1
MotaWord MCP Server for professional and certified translations and localization
F 26 3⁄5 ◔ — 10 0 — 67 —
33181
callingly Claim 1
Lets AI agents get leads on the phone: call, send SMS, and schedule callbacks f…
F 26 3⁄5 ◔ — 10 0 — 67 —
33182
Chrysai Claim 1
Hosted MCP server for AI-driven data ops. Create apps, manage schemas, and CRUD…
F 26 3⁄5 ◔ — 10 0 — 67 —
33183
Open demo shop: search products, place a 0.05 CHF order, create a PostFinance p…
F 26 3⁄5 ◔ — 10 0 — 67 —
33184
Dealboard Claim 1
Simple deal tracker with pipeline cards, notes, goals, reports, and AI-powered …
F 26 3⁄5 ◔ — 10 0 — 67 —
33185
Inblog Claim 1
Run your company blog for SEO and AI search from your AI assistant.
F 26 3⁄5 ◔ — 10 0 — 67 —
33186
Bravos AI Claim 1
Manage your AI chatbot from your AI assistant: analyze conversations, audit con…
F 26 3⁄5 ◔ — 10 0 — 67 —
33187
mcp Claim 1
Query your trade show leads, meetings, and events from BoothIQ
F 26 3⁄5 ◔ — 10 0 — 67 —
33188
AllGoodInsp Claim 1
Curated design references for AI — real CSS values, typography specs, and color…
F 26 3⁄5 ◔ — 10 0 — 67 —
33189
mcp Claim 1
Gencove consumer genomics: profile, kit status, ancestry, PRS, raw data. Requir…
F 26 3⁄5 ◔ — 10 0 — 67 —
33190
Dolfin Claim 1
Agentic sales commissions software
F 26 3⁄5 ◔ — 10 0 — 67 —
33191
Your AI agent builds interactive block-based courses over MCP; take them at lea…
F 26 3⁄5 ◔ — 10 0 — 67 —
33192
Behavioral science tools for commerce — personas, nudges, preferences, friction…
F 26 3⁄5 ◔ — 10 0 — 67 —
33193
Verant Claim 1
Proofread live pages and sites for spelling, grammar, and placeholder text. Fre…
F 26 3⁄5 ◔ — 10 0 — 67 —
33194
StoreInspect
StoreInspect Claim 1
Search Shopify stores, enrich domains, and reveal approved contact channels.
F 26 3⁄5 ◔ ⏳ — 10 0 — 67 —
33195
Somvia Claim 1
Apple Health training load, recovery, HRV and workout detail for Claude, ChatGP…
F 26 3⁄5 ◔ — 10 0 — 67 —
33196
Firmoscop Claim 1
Romanian company risk checks by CUI — verdict verde/galben/roșu from official p…
F 26 3⁄5 ◔ — 10 0 — 67 —
33197
Western, Vedic, and Chinese astrology calculations, charts, forecasts, and geoc…
F 26 3⁄5 ◔ — 10 0 — 67 —
33198
Query and audit AppSheet apps in natural language via Knotrik's pre-scanned def…
F 26 3⁄5 ◔ — 10 0 — 67 —
33199
GreatArrow.ai Claim 1
Stop copy-pasting client context into your AI. 47 connectable providers via MCP.
F 26 3⁄5 ◔ — 10 0 — 67 —
33200
FindIP Claim 1
Semantic patent search & analysis: find, compare, and analyze patents by meanin…
F 26 3⁄5 ◔ — 10 0 — 67 —
Showing 33151–33200 of 69448 servers
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