MCP Server Quality Scores

Independent quality analysis of 69448 public MCP servers

69448
Discovered
→
34084
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 54 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
33651
Connects AI agents to live, verified financial data from 18,000+ institutions —…
F 22 3⁄5 ◔ — 0 0 — 67 —
33652
Open-Scout-mcp Claim 1
Create and publish one-pagers and boards for your organization. Upload images f…
F 22 3⁄5 ◔ — 0 0 — 67 —
33653
Run Python code in a secure sandbox without local setup. Declare inline depende…
F 22 3⁄5 ◔ — 0 0 — 67 —
33654
Wherobots Claim 1
Generate and run high performance queries on open and private spatial data at-s…
F 22 3⁄5 ◔ — 0 0 — 67 —
33655
Deterministic industrial replacement engine with official catalogs and expert a…
F 22 3⁄5 ◔ — 0 0 — 67 —
33656
idealift Claim 1
Manage product ideas, decisions, and customer signals from AI assistants with N…
F 22 3⁄5 ◔ — 0 0 — 67 —
33657
mcp-server Claim 1
B2Bware MCP server — access products, orders and customers from Cursor, Claude,…
F 22 3⁄5 ◔ — 0 0 — 67 —
33658
cred Claim 1
Agentic payments.
F 22 3⁄5 ◔ — 0 0 — 67 —
33659
Kafka + Redis + MinIO Stack Generator
F 22 3⁄5 ◔ — 0 0 — 67 —
33660
Connect to your MediaWiki using simple credentials and manage content without O…
F 22 3⁄5 ◔ — 0 0 — 67 —
33661
Picsha AI Claim 1
AI-native digital asset management: semantic search, generative image edits, an…
F 22 3⁄5 ◔ — 10 0 — 55 —
33662
Mnemolog MCP Claim 1
Hosted MCP memory and agent control plane for durable conversations, jobs, and …
F 22 3⁄5 ◔ — 0 0 — 67 —
33663
Enrich IPs, emails, domains, companies. Scrape SEC, news, jobs, Crunchbase. Bit…
F 22 3⁄5 ◔ — 0 0 — 67 —
33664
Tosheroon Claim 1
Real-time Amazon prices, product search, 90-day history, AI forecasts, and pric…
F 22 3⁄5 ◔ — 0 0 — 67 —
33665
24 NEAR + Solana + Base blockchain endpoints with x402 USDC micropayments
F 22 3⁄5 ◔ — 0 0 — 67 —
33666
docs Claim 2
An MCP server for docs.continue.dev
F 22 3⁄5 ◔ — 0 0 — 67 —
33667
Test server Claim 2
Description of my MCP server
F 22 3⁄5 ◔ — 0 0 — 67 —
33668
cnpj.ai Claim 1
Empresas, sócios e conexões por CNPJ. Brazilian company data, ownership and cor…
F 22 3⁄5 ◔ — 0 0 — 67 —
33669
AI Humanizer Claim 1
Advanced text styling to preserve semantic human flow.
F 22 3⁄5 ◔ — 0 0 — 67 —
33670
Kuaishou hot, suggestions, video/user search, details, comments/replies, profil…
F 22 3⁄5 ◔ — 0 0 — 67 —
33671
Plan the delivery route for an artifact
F 22 3⁄5 ◔ — 0 0 — 67 —
33672
Verify email deliverability by SMTP. Catch-all/disposable/role detection. EU-ho…
F 22 3⁄5 ◔ — 0 0 — 67 —
33673
Fractera Claim 1
Zero-Ops deploy of a private AI workspace to your own VPS — from your AI chat. …
F 22 3⁄5 ◔ — 0 0 — 67 —
33674
Tokenomic-Pulse Claim 1
DeFi protocol simulation model scoring tokenomic structures.
F 22 3⁄5 ◔ — 0 0 — 67 —
33675
MyGhosts Claim 1
Send AI bots to attend meetings on your behalf. Get recordings, transcripts, an…
F 22 3⁄5 ◔ — 0 0 — 67 —
33676
Todo Claim 1
Personal todo list that persists across sessions and MCP clients. Create, updat…
F 22 3⁄5 ◔ — 0 0 — 67 —
33677
Read-only access to Namesake's baby name catalog: meaning, origin, pronunciatio…
F 22 3⁄5 ◔ — 0 0 — 67 —
33678
Free no-account URL security scan: 0-100 Launch Readiness score for any live si…
F 22 3⁄5 ◔ — 0 0 — 67 —
33679
Remote MCP server that returns sentiment analysis results from SentinelScan API.
F 22 3⁄5 ◔ — 0 0 — 67 —
33680
FrazzleCRM Claim 1
CRM + visual automation builder AI agents can drive via MCP: contacts, tags, ma…
F 22 3⁄5 ◔ — 0 0 — 67 —
33681
mcp Claim 1
Access Japan's finest Michelin-starred restaurants. Search, check availability,…
F 22 3⁄5 ◔ — 0 0 — 67 —
33682
x402-paid MCP data: trend feed + visibility audit. USDC/Base. No API key. No PI…
F 22 3⁄5 ◔ — 0 0 — 67 —
33683
Observable Backend Stack Generator
F 22 3⁄5 ◔ — 0 0 — 67 —
33684
Verifiable backtests for AI-built trading strategies: deterministic engine, rep…
F 22 3⁄5 ◔ — 0 0 — 67 —
33685
Elasticsearch + MongoDB + Redis Stack Generator (Elasticsearch/Elasticsearch)
F 22 3⁄5 ◔ — 0 0 — 67 —
33686
Real-time SBIR, CSO & BAA opportunities from DSIP, SAM.gov, Grants.gov & more —…
F 22 3⁄5 ◔ — 0 0 — 67 —
33687
QR & barcode toolkit: generate, decode, vector SVG, logo QR, WiFi and vCard QR …
F 22 3⁄5 ◔ — 0 0 — 67 —
33688
parsedoc Claim 1
Agent-native document parsing: PDF, scans and FR/EU invoices to structured JSON…
F 22 3⁄5 ◔ — 0 0 — 67 —
33689
LLM Orchestration Agent (Langsmith)
F 22 3⁄5 ◔ — 0 0 — 67 —
33690
Media forensic analyzer auditing audio and video authenticity.
F 22 3⁄5 ◔ — 0 0 — 67 —
33691
SeoGrep Claim 1
SEO for AI agents: crawl sites, audit pages, pull Search Console data, generate…
F 22 3⁄5 ◔ — 0 0 — 67 —
33692
Subotiz
Subotiz Dev MCP Claim 1
Subotiz integration toolchain for developers
F 22 3⁄5 ◔ ⏳ — 0 0 — 67 —
33693
Streamline field service and construction operations with CenterPoint Connect. …
F 22 3⁄5 ◔ — 0 0 — 67 —
33694
3D-MeshWeaver Claim 1
Mesh spatial optimizer reducing geometric overhead in 3D assets.
F 22 3⁄5 ◔ — 0 0 — 67 —
33695
Phone Bud Claim 1
AI voice agents that make real phone calls: single calls or campaigns, with tra…
F 22 3⁄5 ◔ — 0 0 — 67 —
33696
mcp Claim 1
Build zero-shot video models for object detection, and category and attribute c…
F 22 3⁄5 ◔ — 0 0 — 67 —
33697
Live Entalpa requirements, stories, stakeholders, interfaces, and project trace…
F 22 3⁄5 ◔ — 0 0 — 67 —
33698
Search Turkish laws, court decisions, and legal documents using AI.
F 22 3⁄5 ◔ — 0 0 — 67 —
33699
LLM Orchestration JWT Agent
F 22 3⁄5 ◔ — 0 0 — 67 —
33700
Token Diet Claim 1
LLM token optimization gateway implementing semantic pruning.
F 22 3⁄5 ◔ — 0 0 — 67 —
Showing 33651–33700 of 69448 servers
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