MCP Server Quality Scores

Independent quality analysis of 69313 public MCP servers

69313
Discovered
→
33947
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 4 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
43951
observer-protocol
Verified merchants accepting agentic payments on Lightning/L402/BOLT12/USDT — s…
— ○ ⏳ — — — — — —
43952
Auxin-io
Miami Friend Claim
Ask anything and get friendly, Miami-flavored answers. Receive quick tips, expl…
— ○ ⏳ — N/A N/A — 95 —
43953
haasonsaas
Enables AI assistants to analyze design images for composition, color harmony, …
— ○ ⏳ — — — — — —
43954
klappy
A media transcoding proxy with an MCP control surface for generating optimized …
— ○ ⏳ — — — — — —
43955
j03rul4nd
Generates professional invoices from Claude Desktop using RapidInvoice and stor…
— ○ ⏳ — — — — — —
43956
AmeliaMiddleton
An MCP server that wraps The Movie Database (TMDB) API, enabling search for mov…
— ○ ⏳ — N/A N/A — — —
43957
zekebuilds-lab
Minimal MCP server demonstrating L402 pay-per-call with Depth-of-Identity reput…
— ○ ⏳ — — — — — —
43958
cotton357
Maya MCP Claim
Enables AI assistants like Claude Desktop to control Autodesk Maya via natural …
— ○ ⏳ — N/A N/A — — —
43959
z-illia
Enables automation of Hoppscotch team collections, including OpenAPI sync, code…
— ○ ⏳ — — — — — —
43960
Vinaykumarreddy467
Enables AI agents to fetch, search, and summarize YouTube video transcripts via…
— ○ ⏳ — — — — — —
43961
mcpslim
serena-slim Claim
Token-optimized Serena MCP server for AI assistants, reduces context usage by 5…
— ○ ⏳ — N/A N/A — — —
43962
loonghao
A Model Context Protocol server for querying PyPI package information, dependen…
— ○ ⏳ — — — — — —
43963
lucamarien
A secure MCP server for managing OPNsense firewalls through AI assistants. Prov…
— ○ ⏳ — N/A N/A — — —
43964
SolutionAVAutomation
Enables natural language control of Crestron 4-Series AV systems via MCP tools,…
— ○ ⏳ — — — — — —
43965
Simoon896
An MCP server that enables conversational interaction with Wazuh SIEM, allowing…
— ○ ⏳ — — — — — —
43966
Nielsen642
An MCP server that enables AI agents to navigate and understand codebases throu…
— ○ ⏳ — — — — — —
43967
muhammedehab35
Advanced Token-Optimized Object Notation MCP server that compresses JSON with u…
— ○ ⏳ — — — — — —
43968
johnib
ravendb-mcp Claim
A Model Context Protocol server that enables AI assistants to interact with Rav…
— ○ ⏳ — — — — — —
43969 — ○ ⏳ — N/A N/A — 95 —
43970
redirhub
Control every redirect from your AI assistant. Create, update, test, and monito…
— ○ ⏳ — — — — — —
43971
sudhxnva
Enables AI assistants to connect to Handshake to search jobs, browse employers,…
— ○ ⏳ — — — — — —
43972
vinay1359
Dual-mode tool server for controlling Spotify through terminal or AI assistants…
— ○ ⏳ — — — — — —
43973
anboyu-alt
Analyzes Korean DART (Financial Supervisory Service) public disclosures to dete…
— ○ ⏳ — — — — — —
43974
jonathanmalkin
Read-only tools for finding where a small business leaks deals, time, and cash.
— ○ ⏳ — — — — — —
43975
l0kifs
Enables private web search and webpage content extraction using a local SearxNG…
— ○ ⏳ — N/A N/A — — —
43976
pipeworx-io
Enables AI agents to search and query Lee County GIS open geospatial datasets (…
— ○ ⏳ — — — — — —
43977
Eomsangsik
A function-level call-graph indexer for GDScript/Godot projects, exposed as an …
— ○ ⏳ — N/A N/A — — —
43978
ilyadurov97
korral-mcp Claim
MCP server that lets a Duvo agent talk to Korral's StoreLink API, enabling cate…
— ○ ⏳ — — — — — —
43979
Litash
Enables AI agents to access real-time market data, manage Moomoo trading accoun…
— ○ ⏳ — N/A N/A — — —
43980
Anchovy-s3
Enables route planning and transit information retrieval for Japan using the pu…
— ○ ⏳ — — — — — —
43981
NikhilBelwate
Enables uploading, arranging, merging, and downloading PDFs through an MCP-comp…
— ○ ⏳ — — — — — —
43982
eitan3
scrapy-mcp Claim
A headless web-scraping MCP server built on Scrapy, providing tools for polite …
— ○ ⏳ — N/A N/A — — —
43983
SterlingChin
Helps users easily create new MCP servers by providing documentation, templates…
— ○ ⏳ — N/A N/A — — —
43984
exabyteso
mailpit_mcp Claim
Enables interaction with a local Mailpit instance for capturing and inspecting …
— ○ ⏳ — N/A N/A — — —
43985
lily95h
Enables interaction with Azure AI Foundry services including model exploration …
— ○ ⏳ — — — — 81 —
43986
iceener
Enables web scraping and search with batch support, rate limiting, and flexible…
— ○ ⏳ — — — — — —
43987
openar-pt
@openar/mcp Claim
MCP server for Portuguese Parliament open data, enabling AI agents to access le…
— ○ ⏳ — — — — — —
43988
AdilShaikh1
Gives Claude a browser that thinks by connecting to Perplexity's Comet browser …
— ○ ⏳ — N/A N/A — — —
43989
Belolipetsky
MCP server for the YooKassa payment API, enabling AI assistants to manage payme…
— ○ ⏳ — — — — — —
43990
activebook
Provides Text-to-Speech (TTS) functionality using Google TTS API, enabling audi…
— ○ ⏳ — — — — — —
43991
pipeworx-io
mcp-hunter Claim
Wraps the Hunter.io email finder and verification API, enabling email lookup an…
— ○ ⏳ — — — — — —
43992
arq0017
A backend server that interacts with the Instagram Graph API to fetch post enga…
— ○ ⏳ — — — — — —
43993
lzk-gh
symbiopulse Claim
SymbioPulse is an MCP-first context layer for AI coding agents that builds pers…
— ○ ⏳ — N/A N/A — — —
43994
mcp-tool-shop-org
Provides a local, queryable mirror of changelogs from Anthropic and related AI …
— ○ ⏳ — N/A N/A — — —
43995
SafaAslan
Enables Claude AI to control an Engwe N1 Air e-bike via Bluetooth and IoT API, …
— ○ ⏳ — N/A N/A — — —
43996
fe-m-bueno
mcp-me Claim
Transforms professional data (CV, projects) into MCP tools for LLMs to query, l…
— ○ ⏳ — N/A N/A — — —
43997
Donatoni
Accela MCP Claim
A Model Context Protocol server that wraps the Accela Construct API as a curate…
— ○ ⏳ — N/A N/A — — —
43998
SharifulHasanRoky
Mother MCP Claim
A unified remote MCP server that integrates multiple advertising, analytics, an…
— ○ ⏳ — — — — — —
43999
tanushbhootra576
Vibe-Audit Claim
A multi-agent system that scans a JavaScript or TypeScript source file for unba…
— ○ ⏳ — N/A N/A — — —
44000
joeetdev
site Claim
Med Spa Cost Checker: the site's own MCP server — dataset, enquiry (enquiry = a…
— ○ ⏳ — — — — — —
Showing 43951–44000 of 69313 servers
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