MCP Server Quality Scores

Independent quality analysis of 69261 public MCP servers

69261
Discovered
→
33947
Scored
→
2112
Verified
→
16953
Complete

Last updated 0 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
44501
CSOAI-ORG
devops-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
44502
Cherine0205
BioNext-mcp Claim
Enables bioinformatics analysis through natural language conversations with Cla…
— ○ ⏳ — N/A N/A — — —
44503
markomanninen
mcp-debugpy Claim
MCP server for AI-assisted Python debugging using debugpy and Debug Adapter Pro…
— ○ ⏳ — N/A N/A — — —
44504
stedwick
MCP server for Codecov that provides tools to get commit coverage totals and pr…
— ○ ⏳ — — — — — —
44505
SID1ART
agentfetch Claim
An open-source web retrieval MCP server that fetches, crawls, and searches the …
— ○ ⏳ — N/A N/A — — —
44506
MCPWorks-Technologies-Inc
MCPWorks Claim
Cuts AI token costs by running user code in a secure sandbox, so data never ent…
— ○ ⏳ — — — — — —
44507
Manavarya09
Enables AI agents to detect, classify, explain, and ethically redesign dark pat…
— ○ ⏳ — N/A N/A — — —
44508
DasDarki
PixelLabRat Claim
MCP server for generating style-consistent pixel art assets from PixelLab API, …
— ○ ⏳ — N/A N/A — — —
44509
Ayonz-Dev
A remote MCP server that exposes Gemini image generation/editing as a custom co…
— ○ ⏳ — — — — — —
44510
1999AZZAR
Enables advanced file system operations such as file read/write, directory mana…
— ○ ⏳ — N/A N/A — — —
44511
matematicsolutions
mcp-isap Claim
MCP server for Polish legislation (ISAP / Sejm) — search acts (Dz.U., M.P.) and…
— ○ ⏳ — — — — — —
44512
planetabhi
Enables integrating Figma with AI assistants like Claude Desktop and Gemini CLI…
— ○ ⏳ — N/A N/A — 95 —
44513
BusyBee3333
Comprehensive MCP server for Mailchimp Marketing API v3.0 with over 104 tools a…
— ○ ⏳ — — — — — —
44514
kazunori-Ohashi
Enables natural language search of Japan's National Diet Library bibliographic …
— ○ ⏳ — N/A N/A — — —
44515
lj22503
investbrain Claim
Investment discipline MCP server with RAG, behavior detection, journaling, and …
— ○ ⏳ — N/A N/A — — —
44516
ailingqu
apiany-mcp Claim
APIAny MCP server for model discovery, pricing, docs, and integration examples.
— ○ ⏳ — N/A N/A — 83 —
44517
RicardoSantos
mcp-fsolar Claim
MCP server that connects to Felicity Solar cloud battery data, allowing natural…
— ○ ⏳ — — — — — —
44518
davidkim9
Enables AI assistants to perform browser automation using Playwright, including…
— ○ ⏳ — — — — — —
44519
josondev
A Model Context Protocol (MCP) server for comprehensive travel planning, provid…
— ○ ⏳ — — — — — —
44520
chittyos
ChittyMCP Claim
A consolidated Model Context Protocol server for the ChittyOS ecosystem, offeri…
— ○ ⏳ — — — — — —
44521
AndyLiner13
A lightweight MCP server that provides 40 tools for TypeScript/JavaScript refac…
— ○ ⏳ — N/A N/A — 95 —
44522
MaddozS
Proxies the local Affinity MCP server over stdio, enabling tools to call Affini…
— ○ ⏳ — N/A N/A — — —
44523
deepanshuverma022
Provides a 'scan_website' tool to analyze target websites for security vulnerab…
— ○ ⏳ — — — — — —
44524
cloudflare
Digital Experience Monitoring. Get insight on critical application performance …
— ○ ⏳ — — — — 81 —
44525
lahuman
mcp-variable Claim
Converts between Korean terminology and physical column names using a standard …
— ○ ⏳ — N/A N/A — — —
44526
cUDGk
ffmpeg-mcp Claim
Enables LLMs to safely execute ffmpeg and ffprobe operations by passing argumen…
— ○ ⏳ — N/A N/A — — —
44527
Ingest and analyze Terraform modules from multiple repositories for AI RAG syst…
— ○ — N/A N/A — 81 —
44528
gomesmr
Local MCP server that extracts YouTube video transcripts via a get_transcript t…
— ○ ⏳ — N/A N/A — — —
44529
jarmstrong158
waveform-MCP Claim
An MCP server that gives an LLM agent control over Tracktion Waveform, enabling…
— ○ ⏳ — N/A N/A — — —
44530
Read-only Playwright CI results for agents: new vs known failures, flaky tests,…
— ○ — N/A N/A — 69 —
44531
kythene
Kythene Claim
Your AI's work, reviewed by your team, remembered - shared artifacts with revie…
— ○ ⏳ — — — — — —
44532
nexus-xyz
An MCP server that exposes the Nexus Exchange API as tools an AI agent can call…
— ○ ⏳ — — — — — —
44533
Baneado98
IaC attack-path auditor: finds internet-to-crown-jewel chains in Terraform/CFN/…
— ○ ⏳ — — — — — —
44534
HarshitSingh-PM
MCP server to score, tailor, and edit resumes on JuicedResume from any MCP clie…
— ○ ⏳ — — — — — —
44535
jsilvanus
Enables SSH-based deployment operations such as git pull, command execution, sc…
— ○ ⏳ — N/A N/A — — —
44536
Happy-Technologies-LLC
A metadata-driven MCP server that auto-generates 480+ tools across 160+ Service…
— ○ ⏳ — — — — — —
44537
LaZZy0v0
Indian equity research MCP — 5,000+ NSE/BSE stocks, financials, KPIs, and conca…
— ○ ⏳ — N/A N/A — — —
44538
ssojet
An MCP server that authenticates users via SSOJet and provides tools such as ad…
— ○ ⏳ — — — — — —
44539
air237
Exposes the 23 Gang of Four design patterns to AI coding agents for generation,…
— ○ ⏳ — N/A N/A — — —
44540
1999AZZAR
Provides advanced Google Custom Search functionality, web content extraction, a…
— ○ ⏳ — — — — — —
44541
cyong80
Provide a scalable and efficient server-side application framework to implement…
— ○ ⏳ — N/A N/A — 95 —
44542
audo-ai
Audo Claim
Audio and video tools for your AI assistant: remove noise, enhance voices, tran…
— ○ ⏳ — — — — — —
44543
ahmedbhl
HTTP-based MCP server for GitLab API, enabling project management, issue tracki…
— ○ ⏳ — — — — — —
44544
jamesdowzard
MCP Apps POC Claim
A proof-of-concept demonstrating interactive UI capabilities for MCP servers th…
— ○ ⏳ — — — — 81 —
44545
selamy-labs
memory-mcp Claim
Enables reading, writing, and searching a local markdown-based memory store usi…
— ○ ⏳ — N/A N/A — — —
44546
jakubkrzysztofsikora
Enables AI agents to start and stop full-screen recordings on macOS using FFmpe…
— ○ ⏳ — N/A N/A — — —
44547
junter1989k-ai
Nigeria payments for AI agents — bank transfer / USSD via Paystack. Never holds…
— ○ ⏳ — — — — — —
44548
attamari
Fetches web content and returns relevant chunks using RAG with semantic chunkin…
— ○ ⏳ — N/A N/A — — —
44549
pipeworx-io
thegamesdb Claim
Wraps TheGamesDB API to enable game data queries via MCP. Part of Pipeworx gate…
— ○ ⏳ — — — — — —
44550
RubenReyesss
Extends Claude Desktop with custom tools for file management, system operations…
— ○ ⏳ — N/A N/A — 95 —
Showing 44501–44550 of 69261 servers
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