MCP Server Quality Scores

Independent quality analysis of 50103 public MCP servers

50103
Discovered
29726
Scored
2112
Verified
16952
Complete

Last updated 53 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
49351
ppl-ai
perplexity-ask Claim
Connector for Perplexity API, to enable real-time, web-wide research.
86
49352
GigaChatTester
Enable seamless interaction with GitHub repositories, issues, pull requests, an…
N/A N/A 95
49353
axel-belfort
Perpetual futures funding rate API for AI agents. Live funding rates across Bin…
81
49354
shivankpndy
veil-mcp Claim
A Python framework for building MCP servers with tools and LLM adapters. Enable…
81
49355
automatalabs
Playwright Claim 1
A Model Context Protocol server providing browser automation capabilities using…
N/A N/A 95
49356
shashaankreddy
Provides documentation lookup and search capabilities for FiveM development, in…
81
49357
CSOAI-ORG
muckaway-ai-mcp MCP server by MEOK AI Labs
N/A N/A
49358
pipseedai
skyspark-mcp Claim
Enables AI assistants to interact with SkyFoundry SkySpark building automation …
81
49359
backsoul
mcp-n8n Claim
MCP server for integrating with n8n, enabling workflow automation and managemen…
N/A N/A
49360
spshkar84
Persistent causal memory for AI agents — semantic recall, causal chains, skills.
N/A N/A 81
49361
rubencodex86
Exposes a curated subset of the Officegest API v2 (22 CRUD tools) for managing …
49362
elliot-evno
A basic MCP server built with FastMCP framework that provides example tools inc…
N/A N/A 95
49363
alphajew420
concierge-mcp Claim 1
MCP server for Concierge, enabling AI agents to manage Discord customer support…
81
49364 N/A N/A 95
49365
saurabhherwadkar
A comprehensive MCP server and client implementation in Python exposing tools (…
N/A N/A
49366
safiyu
ctxtest Claim
Stop wasting tokens! CtxNest is a local-first context manager that bridges your…
N/A N/A
49367
kairogenai
Kairogen MCP Claim
MCP server for Kairogen that enables generating images and videos with various …
49368
poad
An MCP server that runs on AWS Lambda, enabling MCP clients like Claude Desktop…
49369
garethbeaumo
Bridge between AI assistants and OriginLab, enabling data import, plotting, ana…
N/A N/A
49370
jarmstrong158
agentsync Claim
Enables multiple AI agents to collaborate on the same git repository by coordin…
N/A N/A
49371
Meh-S-Eze
Provides access to YNAB (You Need A Budget) functionality through the Model Con…
81
49372
maryamtb
Rook Claim
Save anything from your AI chats to Rook, the notes app for code. With one tool…
N/A N/A
49373
Pixel-Aly
AI listing workflow for Etsy sellers: listings, images, mockups, KDP copy & ad …
49374
hazoservices
gotimer-mcp Claim
81
49375
jaingxyz
Enables sending, reading, searching, and managing SMS/RCS messages through Goog…
N/A N/A
49376
icappaci
Enables AI agents to query Polymarket data such as top wallets, live trades, ma…
49377
gituser5525
Enables searching and retrieving documentation files from a local docs folder u…
N/A N/A
49378 N/A N/A 95
49379
tsiongk
Provides up-to-date library documentation by resolving library names and fetchi…
49380
cliffhall
mcp-c64 Claim
An MCP server for developing BASIC and Assembly Language programs for the Commo…
N/A N/A
49381
andraderaul
Provides real-time access to League of Legends esports data including live matc…
49382
niradler
A comprehensive Model Context Protocol (MCP) server for Arduino CLI interaction…
N/A N/A
49383
lattmamb
agent-0 Claim
N/A N/A 95
49384
urbanmorph
Description: Query India's open geo data in natural language. 8 tools: list lay…
49385
openwong2kim
wmux Claim
A native Windows terminal multiplexer with MCP bridge for AI agents, enabling b…
N/A N/A
49386
Gordian-Labs
Enables AI agents to discover and pay for x402-enabled services using natural l…
49387
satanas66
Enables LLMs to securely interact with MongoDB, GitHub, and a sandboxed file sy…
N/A N/A
49388
cledupe
Enables AI assistants to answer natural language questions about data in CSV fi…
N/A N/A
49389
ebenova
scope-guard Claim
N/A N/A 95
49390
danishashko
Geocoding Claim
Forward and reverse geocoding, place search, and distance via OpenStreetMap Nom…
N/A N/A
49391
RufengLai
Enables natural language search of ANSA Python API documentation, allowing AI t…
N/A N/A
49392
wyre-technology
action1-mcp Claim
An MCP server for Action1, a cloud-native RMM platform, enabling remote monitor…
49393
gabrielmahia
elimu-mcp Claim
MCP server for Kenya education — school registry, KCSE/KCPE results, HELB stude…
N/A N/A
49394
Rushhaabhhh
MCP-Server Claim
A lightweight bridge connecting LLMs to real-world APIs like finance, weather, …
49395
makeev
alphai-mcp Claim
Real-time, AI-enriched financial news for trading agents: full-text & ticker se…
49396
HuLaSpark
HuLa-MCP Claim
为HuLa即时通讯应用提供MCP服务,支持用户、群组和聊天资源的访问以及消息发送等工具操作。
49397
ccollicutt
Exposes Makefile targets as MCP tools, allowing AI agents to execute project au…
N/A N/A
49398 N/A N/A 95
49399
codebycinar
Pre-transaction security gate for Pharos AI agents that analyzes contract bytec…
49400
ssakone
Enables AI assistants and MCP clients to interact with PocketBase databases for…
Showing 49351–49400 of 50103 servers
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