MCP Server Quality Scores

Independent quality analysis of 61551 public MCP servers

61551
Discovered
30042
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 34 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
31201
hyang0129
pyscope-mcp Claim
MCP server that exposes Python function- and module-level call graphs for agent…
N/A N/A
31202
Bert305
Enables exploratory data analysis and machine learning on CSV datasets with too…
N/A N/A
31203
TushaeBXN
engram Claim
Provides persistent, local-first AI memory across sessions via MCP tools for st…
N/A N/A
31204
Rajpopzein
Retrieves YouTube Channel statistics, metadata, and uploaded videos using the Y…
31205
hotic
An extensible MCP toolbox for code merging, AI code review with OpenAI and Gemi…
N/A N/A
31206
soapboxbuild
arcadia-mcp Claim
MCP server for the Arcadia Arc utility data API, enabling retrieval of bill dat…
31207
yaniv-tg
Enables AI assistants to securely manage Google Workspace services (Gmail, Cale…
N/A N/A 95
31208
madaoQ
Provides access to Claude models, message creation, token counting, and batch p…
31209
Jctechbr
PacketMaster Claim
MCP server for network-troubleshooting PCAP analysis via tshark, enabling users…
N/A N/A
31210
choumai1994
choumai Claim
N/A N/A 95
31211
globalpocket
An MCP routing proxy that prevents LLMs from executing unintended tools. It sec…
N/A N/A
31212
zanewebb
Turns natural-language requests into printable Gridfinity STL/STEP files for bi…
N/A N/A
31213
CSOAI-ORG
real-estate-listing-mcp MCP server by MEOK AI Labs
N/A N/A
31214
silverze
nutstore-mcp Claim
MCP server for Nutstore cloud storage, enabling AI assistants to manage files v…
N/A N/A
31215
atilcan
Enables real-time stock and options market data retrieval from Interactive Brok…
N/A N/A 95
31216
coachleo
Coach Leo is an AI running coach that syncs your real training data from Strava…
81
31217
aiopinions
Provides blockchain data context from Birdeye APIs for AI models via Model Cont…
31218
kalleeh
MCP server for generating and editing images using Amazon Nova Canvas, Stable D…
81
31219
VladMontana
docubridge Claim
Provides AI assistants with direct access to local Markdown documentation libra…
N/A N/A
31220
softagram
Gives AI agents instant access to software architecture, dependencies, and impa…
31221
axel-belfort
NFT collection analytics API for AI agents. Floor price, 24h volume, total supp…
81
31222
darioandyoshi-tech
Settlement rails for AI labor — USDC escrow on Base Mainnet, 1% protocol fee, d…
31223
gustavolira
Shared team memory for AI coding agents with Bayesian confidence scoring and te…
N/A N/A
31224
VZilvinskus
Enables Claude to monitor CPU, memory, disk, processes, network connections, Do…
N/A N/A
31225
Tomiwa-31
FinScreen Claim
Loan officer assistant that uses Claude AI and Plaid banking API to assess loan…
31226
pipeworx-io
mcp-gdacs Claim
Enables querying global disaster alerts from GDACS including earthquakes, tropi…
31227
OTSkit
otskit-mcp Claim
Stamp, upgrade, and verify Bitcoin timestamps via AI agents. No API keys requir…
N/A N/A
31228 N/A N/A 95
31229
jsitla
Provides 19 tools for web search, content fetching, and extraction, including D…
N/A N/A
31230
joeleesuh
github-mcp Claim
N/A N/A 95
31231
ahmedrowaihi
Enables AI assistants to seamlessly interact with the Teachable API, managing c…
N/A N/A
31232
MohanTn
A local MCP server that provides Sonar-grade static analysis (bugs, vulnerabili…
N/A N/A
31233
anbturki
Enables Claude Code to manage automations, tasks, skills, workflows, credential…
N/A N/A
31234
daedalusdevelopmentgroup
Enables AI agents to access DDG's payable services including checkout/payment c…
N/A N/A
31235
siciyuan
A minimal MCP server template for deploying to Tencent Cloud EdgeOne Pages usin…
81
31236
MdAbdullahAlMahmud
codeweave Claim
A self-hosted MCP server that indexes your codebase and provides AI assistants …
N/A N/A
31237
xiangzhicjm-cyber
cjm_test Claim
N/A N/A 95
31238
shigetosidumeda-cyber
jpcite Claim
日本の公的制度(補助金/法令/税務/法人/判例)を提供する MCP サーバー。261 ツール、¥3/billable unit、匿名 3/日 free。Evi…
31239
modelscope
FunASR Claim
Industrial-grade speech recognition toolkit: 170x realtime, 50+ languages, spea…
N/A N/A
31240
shishirreddyyk
An MCP server that exposes document retrieval as tools (semantic search and sou…
31241
thrivecausemetics
A Model Context Protocol server for TrackJS error monitoring that allows you to…
31242
somoscooper
cooper Claim
Cooper: catálogo, cobertura, razas y turnos del marketplace argentino de cuidad…
31243
Zhou-Shilin
Provides access to Minecraft mod development documentation (Neoforge) via MCP t…
31244
Leonkhchen
abap-adt-mcp Claim
Enables AI assistants like Claude Code to directly connect to SAP ABAP systems …
N/A N/A
31245
LCV-Ideas-Software
cross-review Claim
MCP server orchestrating API-first cross-review between Claude, ChatGPT Codex, …
N/A N/A
31246
MarvinRey7879
patternfetch Claim
Crypto ticker+timeframe → token-compact market-state brief. MCP server, one-cli…
31247
vearne
Enables large language models to remember past conversations by querying chat h…
N/A N/A
31248
pipeworx-io
Enables AI agents to query sports data including teams, players, events, and st…
31249 N/A N/A 95
31250
Ansvar-Systems
Enables searching and bidirectional mapping of 1,451 security controls across 2…
Showing 31201–31250 of 61551 servers
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