MCP Server Quality Scores

Independent quality analysis of 68965 public MCP servers

68965
Discovered
→
33703
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 58 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
66501
First-Cast-Solutions-LLC
Enables AI assistants to interact with the full Mistral AI API, including chat …
— ○ ⏳ — — — — — —
66502
TronLink
Enables AI agents to interact with the TRON blockchain through browser automati…
— ○ ⏳ — N/A N/A — — —
66503
Eldergenix
GenomeMCP Claim
Enables AI agents to query clinical genomics databases, retrieve supporting lit…
— ○ ⏳ — — — — — —
66504
ChannelLabAI
memocean-mcp Claim
Local-first AI Memory MCP server for AI agents to search and manage knowledge s…
— ○ ⏳ — N/A N/A — — —
66505
lazymac2x
ai-eval Claim
Cloudflare Workers MCP server: ai-eval
— ○ ⏳ — — — — — —
66506
pcmdagonger
Local MCP server for controlling Ansys Lumerical FDTD from Codex.
— ○ ⏳ — N/A N/A — — —
66507
josemvelez78
European business compliance suite for AI agents — 28 tools covering tax ID val…
— ○ ⏳ — — — — — —
66508
shivamprasad1001
Enables AI assistants to track and manage expenses, including adding, viewing, …
— ○ ⏳ — N/A N/A — — —
66509
dariakroshka
Scribe MCP Claim
Transcribes audio/video files, generates summaries and structured knowledge ite…
— ○ ⏳ — N/A N/A — — —
66510
NekoTarou
MCP server for KingBase (PostgreSQL-compatible) databases, enabling AI assistan…
— ○ ⏳ — N/A N/A — — —
66511
docjet-dev
docjet-mcp Claim
Render branded PDF documents (invoices, reports, certificates) and PNG social i…
— ○ ⏳ — N/A N/A — — —
66512
Phicks-debug
Provides tools for searching LinkedIn profiles and extracting names, URLs, and …
— ○ ⏳ — N/A N/A — — —
66513
41fred
ibo Claim
Commission cinematic AI campaign films and image sets from IBO Studio.
— ○ ⏳ — — — — — —
66514
nampd3
Analyzes GitLab group projects to extract purpose, I/O, dependencies, and datab…
— ○ ⏳ — — — — — —
66515
mathias.steffen
oc_0815 Claim
— ○ ⏳ — N/A N/A — 95 —
66516
unibaseio
membase Claim
Long-term memory for you and your AIs: search memories, read the profile, add f…
— ○ ⏳ — — — — — —
66517
JamesANZ
A Model Context Protocol (MCP) server that provides comprehensive video tools: …
— ○ ⏳ — N/A N/A — — —
66518
adam-messinger
cashflow Claim
Personal finance ledger for AI agents — query spending, track bills, forecast c…
— ○ ⏳ — — — — — —
66519
dmytro-yemelianov
Barvinca MCP Claim
Inspect ACC administration data and run bounded, approval-gated bulk user workf…
— ○ ⏳ — — — — — —
66520
Danvic-DEV
Enables managing Linux servers via SSH with tools for command execution, file o…
— ○ ⏳ — — — — — —
66521
ragieai
A FastAPI MCP server that uses Server-Sent Events as a transport layer, providi…
— ○ ⏳ — — — — — —
66522
0xArtex
Palmyr Claim
Agent infra: email, phone, social, domains, VPS, wallets. Paid per-action via x…
— ○ ⏳ — — — — — —
66523
Desmond-Labs
A streamlined MCP server for XMP metadata embedding with beautiful formatting a…
— ○ ⏳ — N/A N/A — — —
66524
dandelionrosegroup
An MCP server that gives AI coding assistants persistent memory across sessions…
— ○ ⏳ — N/A N/A — — —
66525
Klng79
minimax-mcp Claim
Provides web search, image understanding, text-to-speech, and image generation …
— ○ ⏳ — N/A N/A — — —
66526
chanaR-git
Enables fetching weather forecasts for the USA via NWS API and for Israel via b…
— ○ ⏳ — N/A N/A — — —
66527
uwmyuan
Enables LLM clients to access scheduling data, KPIs, routes, and trigger optimi…
— ○ ⏳ — N/A N/A — — —
66528
junter1989k-ai
Uruguay payments for AI agents — Mercado Pago wallet via Mercado Pago. Never ho…
— ○ ⏳ — — — — — —
66529
Sudip-Pandit
A production-grade MCP server that enables AI assistants to securely manage hea…
— ○ ⏳ — — — — 81 —
66530
jai2010
Semantic compression MCP server that reduces document token usage by 60-80% usi…
— ○ ⏳ — N/A N/A — — —
66531
borgius
Enables AI assistants to search for jobs across multiple platforms (Indeed, Lin…
— ○ ⏳ — — — — — —
66532
williamvd4
A MCP server that provides browser automation tools, allowing users to navigate…
— ○ ⏳ — N/A N/A — 95 —
66533
ShunkiOgino
ask-ogino Claim
Query Shunki Ogino's public profile: his thesis, the tools he builds, and his w…
— ○ ⏳ — — — — — —
66534
graywrk
Agent Kanban Claim
An AI-native kanban board MCP server where agents pull tasks via the Model Cont…
— ○ ⏳ — — — — — —
66535
jayeshchowdary
Enables comprehensive interaction with Google Sheets and Google Drive through O…
— ○ ⏳ — — — — 81 —
66536
dingyiyi0226
Manage your Yahoo Fantasy Baseball team via Claude — check rosters, scout free …
— ○ ⏳ — N/A N/A — — —
66537
andygruening
Exposes the 0xSequence OMS wallet client as a local MCP server, enabling email-…
— ○ ⏳ — N/A N/A — — —
66538
UsePromise
Promise Claim
Evidence-backed follow-through memory for what you owe, await, and need to reme…
— ○ ⏳ — — — — — —
66539
Kranthithota
codedev-mcp Claim
A universal code development MCP server that provides 33 tools for searching, a…
— ○ ⏳ — N/A N/A — — —
66540
owieschon
bank.mcp Claim
MCP server that turns bank transactions into a financial digest including cash-…
— ○ ⏳ — N/A N/A — — —
66541
groupdocs-markdown
MCP server for GroupDocs.Markdown — convert documents to Markdown via AI agents.
— ○ ⏳ — N/A N/A — — —
66542
APMC1
Pre-execution audit for autonomous agents. Independent receipt before irreversi…
— ○ ⏳ — N/A N/A — — —
66543
UltraStarz
x402-sms Claim
Pay-per-call MCP server. $0.03 USDC sends one transactional SMS to a US phone n…
— ○ ⏳ — N/A N/A — — —
66544
haoyun18881-beep
Turns an Agent client into a local-first workbench with tools for files, grep, …
— ○ ⏳ — N/A N/A — — —
66545
NuraNet
An MCP server that integrates with Microsoft Copilot Studio to deliver humor co…
— ○ ⏳ — N/A N/A — 95 —
66546
gitByEOS
Enables remote chat between Feishu (Lark) and AI agents like Cursor/Claude via …
— ○ ⏳ — — — — — —
66547
mesalles
Enables querying academic data such as subjects, degrees, locations, and schedu…
— ○ ⏳ — — — — — —
66548
Noriget
AgentPing Claim
Let your AI agent notify you by email, Slack, Discord, or webhook. One tool: se…
— ○ ⏳ — — — — — —
66549
SpringDamon
MCP server enabling AI assistants to connect and query Dameng DM8 databases via…
— ○ ⏳ — — — — — —
66550
helGayhub233
Aggregates multiple cyberspace search engines (FOFA, Quake, Hunter, ZoomEye) in…
— ○ ⏳ — — — — — —
Showing 66501–66550 of 68965 servers