MCP Server Quality Scores

Independent quality analysis of 69313 public MCP servers

69313
Discovered
→
33947
Scored
→
2112
Verified
→
16953
Complete

Last updated 8 hours, 46 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
43301
vishmathpati
AdSense MCP Claim
A Model Context Protocol (MCP) server that gives Claude Desktop direct access t…
— ○ ⏳ — N/A N/A — — —
43302
hyunaeee
higgsMCP Claim
Enables automating AI beauty influencer workflows—character creation, ad produc…
— ○ ⏳ — — — — — —
43303
hongti
MCP server that wraps OpenAI's gpt-image-2 image generation API, enabling image…
— ○ ⏳ — — — — — —
43304
pipeworx-io
Search and query California State Parks open geospatial datasets (parks, trails…
— ○ ⏳ — — — — — —
43305
gary109
A secure, read-only MCP server for browsing and searching files in a specified …
— ○ ⏳ — N/A N/A — — —
43306
techrivers
Enables Jira integration with dynamic configuration, time logging, task creatio…
— ○ ⏳ — N/A N/A — — —
43307
SteedMonteiro
A simple MCP server for local documentation with RAG capabilities, enabling AI …
— ○ ⏳ — N/A N/A — — —
43308
slapglif
Enables systematic code investigation using Monte Carlo Tree Search to explore …
— ○ ⏳ — N/A N/A — — —
43309
x10send
Lets AI assistants browse your libraries, search media, get viewing recommendat…
— ○ ⏳ — — — — — —
43310
PranavNagrecha
Offline, zero-dependency tool-router for MCP that funnels N tools down to a ran…
— ○ ⏳ — N/A N/A — — —
43311
tomekkorbak
Enables LLMs to provide voice status updates via OpenAI TTS, ideal for backgrou…
— ○ ⏳ — N/A N/A — — —
43312
MustafaPatharia
Enables AI assistants to fetch ProofHub task details, comments, and bug tracker…
— ○ ⏳ — — — — — —
43313
racy
l324 Claim
— ○ ⏳ — N/A N/A — 95 —
43314
bowlofarugula
texting Claim
Enables Claude to send and read iMessages on macOS, with human approval require…
— ○ ⏳ — N/A N/A — — —
43315
yooitsgreg
sleeper-mcp Claim
Provides read-only access to the Sleeper Fantasy Sports API for league info, ro…
— ○ ⏳ — — — — — —
43316
SadaaYogee
AI-friendly MCP server for Notion API, enabling agents to search, read, query, …
— ○ ⏳ — — — — — —
43317
alexlenk
Comprehensive development tools for Home Assistant, enabling file management, t…
— ○ ⏳ — — — — — —
43318
Ansvar-Systems
Enables querying Portuguese cybersecurity regulations, guidance, advisories, an…
— ○ ⏳ — N/A N/A — — —
43319
l4b4r4b4b4
MCP server for analyzing building sustainability metrics via Excel, PDF, and fr…
— ○ ⏳ — — — — — —
43320
Launchery
max-docs Claim
Provides comprehensive documentation for MAX Platform, including Bot API endpoi…
— ○ ⏳ — N/A N/A — — —
43321
alikayalll43-sudo
2DPIXELMCP Claim
An MCP server that bridges Antigravity AI with LibreSprite, enabling real-time …
— ○ ⏳ — N/A N/A — — —
43322
mcpvot
intelligence Claim
— ○ ⏳ — N/A N/A — 95 —
43323
dlasky
Provides graph-based semantic memory storage and retrieval using vector embeddi…
— ○ ⏳ — — — — 81 —
43324
LoftyTao
Honeybee-MCP Claim
Enables AI agents to understand, query, and manipulate Honeybee building energy…
— ○ ⏳ — N/A N/A — — —
43325
Whawi
Ground truth operational layer for urban transfers in LatAm.
— ○ ⏳ — — — — — —
43326
lattmamb
agent-0 Claim
— ○ ⏳ — N/A N/A — 95 —
43327
ai-engineer-devansh-singh
Stream MCP Claim
Enables deployment of MCP servers over HTTP, providing ready-to-use tools for t…
— ○ ⏳ — N/A N/A — — —
43328
wanadev
Provides full control over GitLab epics, issues, merge requests, pipelines, and…
— ○ ⏳ — — — — — —
43329
agents-finance
bank Claim
The financial layer for the agent economy. Self-custody wallets, on-chain USDC …
— ○ ⏳ — — — — 81 —
43330
gabriel-herencia
postgres-mcp Claim
A self-hostable PostgreSQL MCP server for exploring database schemas and runnin…
— ○ ⏳ — — — — — —
43331
marketing-shibata50
MCP server for integrating TickTick task management with AI applications, enabl…
— ○ ⏳ — N/A N/A — — —
43332
UjjwalKo
mcp-pypi Claim
An MCP server built with FastMCP that provides basic terminal abilities like ru…
— ○ ⏳ — N/A N/A — — —
43333
marcius-llmus
MCP server for analyzing local audio and video files with Google Gen AI, return…
— ○ ⏳ — N/A N/A — — —
43334
david-constantinescu
Remote MCP server for FTC & Pedro Pathing research, providing tools to search t…
— ○ ⏳ — — — — — —
43335
Writehand-Solutions
productised Claim
Build and publish AI products for coaching practices from inside Claude. 16 liv…
— ○ ⏳ — N/A N/A — — —
43336
Subrat2018
Read-only MCP server for complete, reconciled reporting from live Zendesk data,…
— ○ ⏳ — — — — — —
43337
kbarbel640-del
trinitas-mcp Claim
Enables context-aware memory and multi-model orchestration through tools for st…
— ○ ⏳ — N/A N/A — — —
43338
Joint-Photon-Sciences-Institute
fdmnes-mcp Claim
Enables running FDMNES X-ray spectroscopy simulations via natural language, sup…
— ○ ⏳ — N/A N/A — — —
43339
rocari
Enables AI assistants to manage ClickUp workspaces, teams, spaces, folders, lis…
— ○ ⏳ — — — — — —
43340
u33pk
A lightweight MCP server built on mitmproxy that lets LLMs capture, inspect, re…
— ○ ⏳ — N/A N/A — — —
43341
bperkinspdx
Enables audio uploads and MYO card creation for Yoto players directly from the …
— ○ ⏳ — N/A N/A — — —
43342
benhaotang
Enables searching and retrieving academic paper metadata from Semantic Scholar,…
— ○ ⏳ — — — — — —
43343
choipureum
Enables reading and analysis of PDF, Excel, Word, and PowerPoint files through …
— ○ ⏳ — N/A N/A — — —
43344
wyre-technology
superops-mcp Claim
An MCP server for SuperOps PSA/RMM, enabling MSPs to manage tickets, assets, cl…
— ○ ⏳ — — — — — —
43345
amitagl27
A Model Context Protocol server that lets Claude and any other MCP-compatible c…
— ○ ⏳ — — — — — —
43346
lucassampsouza
fruits-mcp Claim
Enables management of Product Fruits knowledge base articles, categories, and i…
— ○ ⏳ — N/A N/A — — —
43347
365diascollaboration-prog
MCP server for Instagram growth in LATAM, enabling automated DM flows, comment …
— ○ ⏳ — — — — — —
43348
martin-nmc8
An MCP (Model Context Protocol) server that exposes the Vincario API to AI agen…
— ○ ⏳ — — — — 81 —
43349
AgenticBooks
Financial data infrastructure for AI agents. Connect to a startup's books to re…
— ○ ⏳ — — — — — —
43350
Iron-Mark
Read-only MCP server: verify credentials and browse escrows on the Stellar test…
— ○ ⏳ — — — — — —
Showing 43301–43350 of 69313 servers
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