MCP Server Quality Scores

Independent quality analysis of 69093 public MCP servers

69093
Discovered
→
33827
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
58551
mikezio
agent-drop Claim
Enables local file exchange between users and CLI agents via a web UI and MCP s…
— ○ ⏳ — N/A N/A — — —
58552
alchiebinan21
MCP server that connects to a Laravel Tasks API, enabling AI assistants to perf…
— ○ ⏳ — N/A N/A — — —
58553
CallMCP
server Claim
One MCP tool contract for telephony — any call provider, hosted, local, or BYOK.
— ○ ⏳ — N/A N/A — 95 —
58554
vichhka-git
A Python MCP server that decompiles Android APK/XAPK/JAR/AAR files and extracts…
— ○ ⏳ — N/A N/A — — —
58555
cuber-it
Playwright browser automation tools for MCP enabling navigation, interaction, c…
— ○ ⏳ — N/A N/A — 95 —
58556
octotrip
Free, no-login flight search with real-time pricing from multiple airlines.
— ○ ⏳ — — — — — —
58557
mauurda
mcp Claim
Manage discussion topics, gather votes and video rationale, and read AI insight…
— ○ ⏳ — N/A N/A — — —
58558 — ○ ⏳ — N/A N/A — 95 —
58559
adspirer
Adspirer Claim
Run Google, Meta, and TikTok ads directly from ChatGPT and Claude. Create campa…
— ○ ⏳ — N/A N/A — 95 —
58560
ArbenDemajXai
MCP server and SDK for AI agents to interact with NoFOMO News, enabling reading…
— ○ ⏳ — — — — — —
58561
Final-Commerce
Final POS Claim
Build custom POS, kiosk, self-checkout & in-person payment apps with AI agents …
— ○ ⏳ — — — — — —
58562
goal31121
vnc-mcp Claim
vnc-mcp allows MCP-compatible LLMs to interact with any desktop accessible over…
— ○ ⏳ — — — — — —
58563
SRIPTO-Tech
SRIFT Claim
Decentralized E2EE P2P file transfer + chat: human to human, human to AI, AI to…
— ○ ⏳ — — — — — —
58564
operasoftware
Enables AI coding assistants to control and inspect a browser via DevTools, wit…
— ○ ⏳ — N/A N/A — — —
58565
shr3ddersec
sh3ll Claim
— ○ ⏳ — N/A N/A — 95 —
58566
arnav-chauhan-kgpian
A production-ready MCP server that exposes the Salesmate CRM to Claude Desktop,…
— ○ ⏳ — — — — — —
58567
kluster-ai
Enables fact-checking of AI responses against reliable sources and validation o…
— ○ ⏳ — — — — 81 —
58568
icosaedro-git
ToolSnap MCP Claim
Deterministic AI agent microtools, no accounts/API keys. fetch_extract: 98% tok…
— ○ ⏳ — — — — — —
58569
sema-lisp
Sema Claim
MCP tools for Sema — eval, compile, build, format, and docs for a Lisp with LLM…
— ○ ⏳ — N/A N/A — — —
58570
debitura
mcp-server Claim
Cross-border debt collection: submit and track cases handled by local partners …
— ○ ⏳ — — — — — —
58571
ThatOneDevGuy
A Model Context Protocol server for LLM fuzzing and testing, providing secure a…
— ○ ⏳ — — — — — —
58572
ConechoAI
A high-performance WebSocket/SSE transport layer and gateway for Anthropic's MC…
— ○ ⏳ — — — — — —
58573
petersutarik
sonar Claim
ASO tools for AI agents: keyword research, rank tracking, competitor analysis (…
— ○ ⏳ — — — — 83 —
58574
edgeedgehq
denialbot Claim
Insurance denial code lookup, appeal letter generation, and denial analysis for…
— ○ ⏳ — N/A N/A — 95 —
58575
tylrdnns
plantos Claim
Agricultural intelligence MCP server providing soil analysis, weather data, cro…
— ○ ⏳ — N/A N/A — 95 —
58576
gucceed
Norric Claim
Swedish B2B intelligence: insolvency risk, BRF health & procurement signals fro…
— ○ ⏳ — — — — — —
58577
ihiteshgupta
Enables reading, sending, searching, and managing Gmail through Claude using th…
— ○ ⏳ — N/A N/A — — —
58578
Is an Australian rent fair? ABS rents index check, plus sourced property and le…
— ○ — N/A N/A — 81 —
58579
flexorch
flexorch-mcp Claim
Enables Claude and other MCP-compatible agents to process documents, extract st…
— ○ ⏳ — — — — — —
58580
langadventurellc
Trellis MCP Claim
A file-backed MCP server for hierarchical project management that enables AI as…
— ○ ⏳ — N/A N/A — — —
58581
kosh-jelly
Provides comprehensive read/write access to Word documents, including comments,…
— ○ ⏳ — N/A N/A — — —
58582
BradMorphsters
Enables AI assistants to query and analyze local personal finance data from Tus…
— ○ ⏳ — N/A N/A — — —
58583
helbertparanhos
The most complete Cloudflare MCP — 69 tools over the REST API v4 (DNS, Zones, W…
— ○ ⏳ — N/A N/A — — —
58584
Ayonz-Dev
A remote MCP server that exposes Gemini image generation/editing as a custom co…
— ○ ⏳ — — — — — —
58585
Manavarya09
Enables AI agents to detect, classify, explain, and ethically redesign dark pat…
— ○ ⏳ — N/A N/A — — —
58586
1999AZZAR
Enables advanced file system operations such as file read/write, directory mana…
— ○ ⏳ — N/A N/A — — —
58587
cloudflare
Digital Experience Monitoring. Get insight on critical application performance …
— ○ ⏳ — — — — 81 —
58588
seanshin0214
Enables ChatGPT Desktop to save and manage conversation memories locally in SQL…
— ○ ⏳ — N/A N/A — 95 —
58589
nexus-xyz
An MCP server that exposes the Nexus Exchange API as tools an AI agent can call…
— ○ ⏳ — — — — — —
58590
Baneado98
IaC attack-path auditor: finds internet-to-crown-jewel chains in Terraform/CFN/…
— ○ ⏳ — — — — — —
58591
Happy-Technologies-LLC
A metadata-driven MCP server that auto-generates 480+ tools across 160+ Service…
— ○ ⏳ — — — — — —
58592
africanmarketos591
Relational-readiness and market-permission tools for African and high-context m…
— ○ ⏳ — — — — — —
58593
whazeted
Enables translation of i18n messages in Paraglide JS projects by serving small …
— ○ ⏳ — N/A N/A — 95 —
58594
ahmedbhl
HTTP-based MCP server for GitLab API, enabling project management, issue tracki…
— ○ ⏳ — — — — — —
58595
aistripes
framebench Claim
Estimated game fps for any GPU or Apple Silicon chip, with the limiter and twea…
— ○ ⏳ — — — — — —
58596
ToukoUrsin
clify Claim
Verified websites as JSON commands for AI agents over plain curl or MCP.
— ○ ⏳ — — — — — —
58597
ssojet
An MCP server that authenticates users via SSOJet and provides tools such as ad…
— ○ ⏳ — — — — — —
58598
asterdex
An MCP server for Aster Futures and Spot APIs, enabling AI agents to query mark…
— ○ ⏳ — — — — — —
58599
KyaniteLabs
mcp-video Claim
Guardrailed FFmpeg video MCP server with Hyperframes and repurposing tools.
— ○ ⏳ — N/A N/A — — —
58600
zhiganov
Enables users to search and read verbatim passages from Terry Bouricius's book …
— ○ ⏳ — N/A N/A — — —
Showing 58551–58600 of 69093 servers