MCP Server Quality Scores

Independent quality analysis of 69448 public MCP servers

69448
Discovered
→
34084
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 48 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
33301
jumpcloud-genai Claim 2
An MCP server that provides an API to LLMs to manage their JumpCloud resources.
F 22 3⁄5 ◔ — 0 0 — 67 —
33302
lead411 Claim 1
B2B lead generation, company search, and contact enrichment from Lead411.
F 22 3⁄5 ◔ — 0 0 — 67 —
33303
Claude Schema Output Agent
F 22 3⁄5 ◔ — 0 0 — 67 —
33304
Citation-backed honey producer discovery by place or varietal. Free, no auth.
F 22 3⁄5 ◔ — 0 0 — 67 —
33305
G3M Claim 1
Send personalized physical gifts and letters to business contacts from AI agents
F 22 3⁄5 ◔ — 0 0 — 67 —
33306
MINDSET Claim 1
Semantic search over MINDSET's brand strategy topic database, plus its system p…
F 22 3⁄5 ◔ — 0 0 — 67 —
33307
arjunkmrm-bobo Claim 1
Send friendly, personalized greetings on command. Explore the origin of 'Hello,…
F 22 3⁄5 ◔ — 0 0 — 67 —
33308
Authenticated MCP Agent (Bcrypt)
F 22 3⁄5 ◔ — 0 0 — 67 —
33309
Kickstart your setup with ready-to-run greetings and the 'Hello, World' origin …
F 22 3⁄5 ◔ — 0 0 — 67 —
33310
Zero-knowledge proof validator and cryptographic locker.
F 22 3⁄5 ◔ — 0 0 — 67 —
33311
Personal-finance intelligence engine: net worth, goals, asset allocation. Invit…
F 22 3⁄5 ◔ — 0 0 — 67 —
33312
Booking.com, Airbnb, TripAdvisor unified — for AI travel concierges and trip pl…
F 22 3⁄5 ◔ — 0 0 — 67 —
33313
Daily data: jobs, VC funding, domain drops, patents, gov contracts, crypto. Bit…
F 22 3⁄5 ◔ — 0 0 — 67 —
33314
Meltema Weather Claim 1
Multi-model weather forecasts: point series, model scoreboard, and gridded fiel…
F 22 3⁄5 ◔ — 0 0 — 67 —
33315
RevOrbit CRM Claim 1
Search, summarize, and update your RevOrbit CRM (leads, deals, contacts, tasks)…
F 22 3⁄5 ◔ — 0 0 — 67 —
33316
agent-talk Claim 1
MCP channel between two AI workspaces: send messages, wait for replies, read hi…
F 22 3⁄5 ◔ — 0 0 — 67 —
33317
A choose your own adventure game where you play as a startup founder trying to …
F 22 3⁄5 ◔ — 0 0 — 67 —
33318
Stealth web automation for AI agents. Login, signup, navigate, screenshot.
F 22 3⁄5 ◔ — 0 0 — 67 —
33319
Unified dispute resolution: crypto, payments, SLA violations. 95% AI automation.
F 22 3⁄5 ◔ — 0 0 — 67 —
33320
Auth Token MCP Traced Service
F 22 3⁄5 ◔ — 0 0 — 67 —
33321
Braintrust Claim 1
AI evaluation and observability platform — query experiments, logs, datasets, a…
F 22 3⁄5 ◔ — 0 0 — 67 —
33322
Autonomous legal contract testing suite checking syntax anomalies.
F 22 3⁄5 ◔ — 0 0 — 67 —
33323
Postgres + Kafka Stack Generator
F 22 3⁄5 ◔ — 0 0 — 67 —
33324
lumabill Claim 1
Swiss invoicing and bookkeeping: QR-invoices, clients, expenses, bank import, V…
F 22 3⁄5 ◔ — 0 0 — 67 —
33325
Authenticated LLM Agent
F 22 3⁄5 ◔ — 0 0 — 67 —
33326
RabbitMQ + Postgres + MongoDB Stack Generator
F 22 3⁄5 ◔ — 0 0 — 67 —
33327
Access and manage CenterPoint Connect data for property management, constructio…
F 22 3⁄5 ◔ — 0 0 — 67 —
33328
An MCP server that provides access to Testiny projects, test cases and test runs
F 22 3⁄5 ◔ — 0 0 — 67 —
33329
SEC, Congress, FDA, crypto, app reviews and live jobs: scored signals. 18 tools…
F 22 3⁄5 ◔ — 0 0 — 67 —
33330
Register a profile governance setting
F 22 3⁄5 ◔ — 0 0 — 67 —
33331
RabbitMQ + Redis Stack Generator
F 22 3⁄5 ◔ — 0 0 — 67 —
33332
Serac Claim 1
Sovereign E2E cloud storage for AI agents. Zero-knowledge, RGPD-compliant.
F 22 3⁄5 ◔ — 0 0 — 67 —
33333
Queue content for editorial review
F 22 3⁄5 ◔ — 0 0 — 67 —
33334
Future AGI Claim 1
Build, test, monitor & improve AI with Future AGI via Claude, Cursor, Windsurf …
F 22 3⁄5 ◔ — 0 0 — 67 —
33335
rugby Claim 1
First dedicated rugby MCP — Six Nations, Rugby Championship, World Cup. Fixture…
F 22 3⁄5 ◔ — 0 0 — 67 —
33336
polls Claim 1
One-link team polls: create polls, vote, fetch results, and close polls.
F 22 3⁄5 ◔ — 0 0 — 67 —
33337
Industrial intelligence for AI agents. Conviction scores and diligence for 10,0…
F 22 3⁄5 ◔ — 0 0 — 67 —
33338
Scan an MCP server for EU AI Act Art. 50, tool quality, OAuth hygiene & securit…
F 22 3⁄5 ◔ — 0 0 — 67 —
33339
kpi-depot Claim 1
Search 20,000+ corporate KPIs and 30,000+ source-attributed industry benchmarks…
F 22 3⁄5 ◔ — 0 0 — 67 —
33340
G2, Trustpilot, Yelp reviews with sentiment and theme extraction across sources.
F 22 3⁄5 ◔ — 0 0 — 67 —
33341
SPM Claim 1
Agent memory that refuses to guess: evidence-gated recall, exact-source reads, …
F 22 3⁄5 ◔ — 0 0 — 67 —
33342
Caboo Claim 1
Find local services, read availability, and create short-lived booking holds.
F 22 3⁄5 ◔ — 0 0 — 67 —
33343
NaN Claim 1
NaN - DO not use, test.
F 22 3⁄5 ◔ — 0 0 — 67 —
33344
UI Factory Claim 1
Generates React components and design frameworks from visual layouts.
F 22 3⁄5 ◔ — 0 0 — 67 —
33345
LLM Orchestration Traced Agent
F 22 3⁄5 ◔ — 0 0 — 67 —
33346
mcp Claim 1
Praxis: published trading strategies re-run and audited — verdicts, claimed vs …
F 22 3⁄5 ◔ — 0 0 — 67 —
33347
BJJ video analysis — YOLO pose detection, AI technique analysis, and highlight …
F 22 3⁄5 ◔ — 0 0 — 67 —
33348
Handoff Tracker Claim 1
Short-term session memory manager for collaborative agent networks.
F 22 3⁄5 ◔ — 0 0 — 67 —
33349
Forecast a scenario amount
F 22 3⁄5 ◔ — 0 0 — 67 —
33350
Teamfight Tactics data & AI coaching for Claude and ChatGPT — 19 tools, built-i…
F 22 3⁄5 ◔ — 0 0 — 67 —
Showing 33301–33350 of 69448 servers
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