MCP Server Quality Scores

Independent quality analysis of 69400 public MCP servers

69400
Discovered
→
34016
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 51 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
31201
Read-only access to your Cove finances: accounts, spending, transactions and re…
F 34 2⁄5 ◔ — — 0 — 67 —
31202
Your AI writes inside real screenplays: formatted scenes, locked numbering, out…
F 34 2⁄5 ◔ — — 0 — 67 —
31203
Vuela Claim 1
AI video, image, text and audio tools from your vuela.ai account
F 34 2⁄5 ◔ — — 0 — 67 —
31204
fugentic Claim 1
Fugentic helps any business to be found by customers using AI to find products …
F 34 2⁄5 ◔ — — 0 — 67 —
31205
Business Studio Claim 1
Your business board for Claude and ChatGPT: tasks, sub-cards, CRM, posts, track…
F 34 2⁄5 ◔ — — 0 — 67 —
31206
microsoft-365 Claim 1
Permissioned access to Outlook, OneDrive and Teams via the user's own Microsoft…
F 34 2⁄5 ◔ — — 0 — 67 —
31207
Engineering calculation MCP server for oil and gas engineering applications.
F 34 2⁄5 ◔ — — 0 — 67 —
31208
CreditPolicy.ai Claim 1
Australian lender credit policy library and client files for mortgage and finan…
F 34 2⁄5 ◔ — — 0 — 67 —
31209
Tasvr Claim 1
AI photoshoots of real Indian people: 374 ethnicities, clothing, places and fes…
F 34 2⁄5 ◔ — — 0 — 67 —
31210
7 recruiting tools over one MCP endpoint: ATS boards, LinkedIn jobs, profiles, …
F 34 2⁄5 ◔ — — 0 — 67 —
31211
Tomelet Claim 1
Read-only access to your Tomelet notes, highlights and bookmarks, each linked t…
F 34 2⁄5 ◔ — — 0 — 67 —
31212
Bunstation Claim 1
Build websites and apps from a prompt, edit files, publish, and check credits a…
F 34 2⁄5 ◔ — — 0 — 67 —
31213
Cardboard AI Claim 1
Edit your own videos by chatting in Claude or ChatGPT: cut, caption, add music …
F 34 2⁄5 ◔ — — 0 — 67 —
31214
usertold-mcp Claim 1
Run in-product voice interviews with AI agents and analyze source-linked eviden…
F 34 2⁄5 ◔ — — 0 — 67 —
31215
Vidmoat Claim 1
AI video editor: create projects, edit timelines, add captions and effects, and…
F 34 2⁄5 ◔ — — 0 — 67 —
31216
Quibbly Claim 1
Your LinkedIn inbox, connections and video views for AI. Works with any CRM. Dr…
F 34 2⁄5 ◔ — — 0 — 67 —
31217
MakerReels Claim 1
Turn an app into TikTok-style video ads: agents pull rendered ad batches, capti…
F 34 2⁄5 ◔ — — 0 — 67 —
31218
Frameo Claim 1
AI video production, idea to final cut: generate, edit and assemble films, ads …
F 34 2⁄5 ◔ — — 0 — 67 —
31219
vidocu Claim 1
AI Knowledge Platform: turn videos, PDFs, and slides into subtitles, voiceovers…
F 34 2⁄5 ◔ — — 0 — 67 —
31220
penholder Claim 1
Preventive human-approval write-gate for AI agents: writes commit only after a …
F 34 2⁄5 ◔ — — 0 — 67 —
31221
AgentCDN ARV Claim 1
Agent-Ready Video (ARV): search video moments, moment context, rights, and sign…
F 34 2⁄5 ◔ — — 0 — 67 —
31222
Formist Claim 1
AI agent that fills CBAM, GHG, CSRD/ESRS, EU Taxonomy, CDP and other sustainabi…
F 34 2⁄5 ◔ — — 0 — 67 —
31223
Verify claims and sources, and check whether AI assistants name a brand.
F 34 2⁄5 ◔ — — 0 — 67 —
31224
RIZZA Claim 1
RIZZA — your AI dating wingman: conversation-aware replies, openers, and profil…
F 34 2⁄5 ◔ — — 0 — 67 —
31225
SERPpro Claim 1
Competitor backlink gaps, page-by-page link plans, publisher matches and link m…
F 34 2⁄5 ◔ — — 0 — 67 —
31226
ResponseHub Claim 1
Answer security questionnaires and RFPs from your AI knowledge base.
F 34 2⁄5 ◔ — — 0 — 67 —
31227
Check who your agent is about to pay over x402: real service, relayer, treasury…
F 34 2⁄5 ◔ — — 0 — 67 —
31228
Distilla Claim 1
Grounded financial research for agents: filings, transcripts, news across US an…
F 34 2⁄5 ◔ — — 0 — 67 —
31229
Meal, activity and sleep diary your assistant records into, with reports for yo…
F 34 2⁄5 ◔ — — 0 — 67 —
31230
Search and read public Black Label Golf pages with source URLs.
F 34 2⁄5 ◔ — — 0 — 67 —
31231
Remote MCP for 9192 discovery, pricebook, payment rails, GET_PULSE quotes, and …
F 34 2⁄5 ◔ — — 0 — 67 —
31232
Lodestone Claim 1
One connector URL giving any MCP client live access to 21 services and 51 tools.
F 34 2⁄5 ◔ — — 0 — 67 —
31233
Fido Claim 1
Scheduling built for sign language interpreting: assignments, availability, Sug…
F 34 2⁄5 ◔ — — 0 — 67 —
31234
discoverGPT Claim 1
REST API + MCP gateway for AI commerce: search, catalog enrichment, feeds/GEO, …
F 34 2⁄5 ◔ — — 0 — 67 —
31235
Financial and covenant data for public and private credit: statements, cap stac…
F 34 2⁄5 ◔ — — 0 — 67 —
31236
ContentMaschine Claim 1
AI image, video, audio and text tools for creators. Pay per use with credits.
F 34 2⁄5 ◔ — — 0 — 67 —
31237
promvia Claim 1
AI search visibility: where ChatGPT, Perplexity, Gemini and Google AI cite you.…
F 34 2⁄5 ◔ — — 0 — 67 —
31238
GrantOps AI Claim 1
Grant readiness and application checklist generator for schools/PTAs/nonprofits.
F 34 2⁄5 ◔ — — 0 — 67 —
31239
B2B credit risk evaluator and supply chain health scoring oracle.
F 34 2⁄5 ◔ — — 0 — 67 —
31240
NoteFit Claim 1
Plan and manage strength training for athletes — mesocycles, weekly volume, and…
F 34 2⁄5 ◔ — — 0 — 67 —
31241
Bernuvia Claim 1
Marketplace of code templates: buy, sell and manage orders in USDC with on-chai…
F 34 2⁄5 ◔ — — 0 — 67 —
31242
FastMetal Claim 1
Run and compare LLMs, generate images and video, with the real yen cost returne…
F 34 2⁄5 ◔ — — 0 — 67 —
31243
Mador Claim 1
Mador: how often AI assistants name your local business. Read-only tools for yo…
F 34 2⁄5 ◔ — — 0 — 67 —
31244
GitResume Claim 1
Validate, build, and publish the resume you keep as YAML in your own GitHub rep…
F 34 2⁄5 ◔ — — 0 — 67 —
31245
mcp Claim 1
Institutional hotel valuations in seconds: NOI/cap rate, USALI P&L, IRR/MOIC, m…
F 34 2⁄5 ◔ — — 0 — 67 —
31246
Create and monitor AppWizzy app environments from GitHub or ZIP with AI agents.
F 34 2⁄5 ◔ — — 0 — 67 —
31247
Agent-operated. Free tiers, trial credits and discounts on AI APIs, each dated …
F 34 2⁄5 ◔ — — 0 — 67 —
31248
Brainbox Claim 1
Persistent, portable memory for AI assistants — your private memory graph, from…
F 34 2⁄5 ◔ — — 0 — 67 —
31249
planning Claim 1
Australian planning data for ~455 councils, 7 states — clause-cited, confidence…
F 34 2⁄5 ◔ — — 0 — 67 —
31250
Giant Mind Claim 1
Ask what you saved in Giant Mind and get a brief of recent memories. Saving new…
F 34 2⁄5 ◔ — — 0 — 67 —
Showing 31201–31250 of 69400 servers
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