MCP Server Quality Scores

Independent quality analysis of 67286 public MCP servers

67286
Discovered
32326
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 12 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
56951
Git-ycy
An MCP server that lets Claude Code send prompts to a logged-in ChatGPT web ses…
N/A N/A
56952
esonica
Provides read-only access to the XRP Ledger for querying accounts, transactions…
56953
awslabs
Enables AI agents to assess AWS environments against the AWS Security Reference…
56954
summerstateofmind
Cost-of-living & quality-of-life comparison: take-home pay, equivalent salary, …
56955
vickykr26941
Provides New Relic observability tools for AI assistants, enabling discovery, d…
56956
Aaditya-git
chatgpt-kg Claim
Builds a personal knowledge graph from selected ChatGPT conversations (stored i…
N/A N/A
56957
toggle-workspace
Exposes the Toggle Brain knowledge base, prompt templates, and executable scrip…
56958
frdeange
MCP server to query Cloud Champion's training catalog. Enables AI agents to sea…
56959
NicholasJacob1990
SEI-MCP Claim
Enables automation of the SEI! (Sistema Eletrônico de Informações) system via C…
N/A N/A
56960
NoaheCampbell
Provides access to SkyFi's satellite imagery API for searching, ordering, taski…
N/A N/A
56961
sachicali
Provide advanced YouTube data extraction and analysis capabilities including mu…
N/A N/A 95
56962
amilcarex
MCP server that exposes Strapi v5 content management, visual layout configurati…
56963
luutuankiet
Enables LLMs to interact with Python environments, execute code, manage files, …
N/A N/A
56964
guirguispierre
A self-hosted, graph-aware memory server for AI assistants that provides persis…
N/A N/A
56965
GENESISRE
Read-only ProofRelay MCP verifier for non-confidential evidence bundles. Expose…
56966
monet88
mcp_flutter Claim
N/A N/A 95
56967
forgemeshlabs
Free travel utilities plus live x402 travel intelligence: $0.01 Travel Pulse di…
56968
hanhy06
MCP server for searching, browsing, and analyzing decompiled Minecraft source c…
N/A N/A
56969
junter1989k-ai
Philippines payments for AI agents — GCash, Maya, cards via PayMongo. Never hol…
56970
devkievskiy
A Model Context Protocol (MCP) server that gives Claude a persistent personal n…
N/A N/A
56971
nol-mcp Claim 1
nol MCP server -- search, cited Q&A, and pages over your team's knowledge base
N/A N/A 81
56972
sinagilassi
PyMemSim-MCP Claim
Exposes membrane simulation capabilities through an MCP server, enabling gas ho…
56973
whatgamestudios
Exposes three tools from the Worcadian JSON-RPC game server API (check_wordlist…
56974
jherr
Enables interactive exploration of guitar chord voicings through an MCP server …
N/A N/A
56975
Abhijeet103
Provides MCP tools to create and retrieve notes stored in memory.
56976
microhenrio
Debug microcontrollers directly from Claude. This is an MCP server that drives …
N/A N/A
56977
Parthee-Vijaya
MCP server for Kalundborg Kommune, enabling search of content, news, popular pa…
N/A N/A
56978
scotthelm
Enables AI assistants to access Wikipedia content, search articles, retrieve hi…
56979
giantrksa
Provides Indonesian stock (IDX) analysis tools for Claude Code, enabling real-t…
N/A N/A
56980
caselegis
Enables searching, retrieving, and checking citation status of California legal…
56981
Ansvar-Systems
Provides tools to search and retrieve Italian data protection regulations, deci…
N/A N/A 95
56982
courier
courier-mcp Claim
The official Model Context Protocol server for the Courier notification API. It…
81
56983
project-nomos
An MCP server that enables AI agents to read and write Slack messages as the us…
N/A N/A
56984
liam798
testclaw-mcp Claim
Provides a remote HTTP MCP layer for TestClaw, enabling MCP clients to interact…
81
56985
TheWinci
local-rag Claim
Semantic code search for AI agents — hybrid vector + BM25 with cross-encoder re…
N/A N/A 95
56986
tone-row
MCP server for semantic search over Google Drive documents, enabling AI tools t…
N/A N/A
56987
pipeworx-io
Enables querying Japanese government statistics from e-Stat, including metadata…
81
56988
yuaotian
sanshu Claim
An AI-assisted programming enhancement system that integrates decision-making, …
N/A N/A
56989
Creative fatigue, winning-angle, competitor ad, and hook benchmark intelligence.
N/A N/A 81
56990
JonasKeil
Provides up-to-date AI model names and pricing from models.dev, solving model h…
56991
ozanunsal
Analyzes Testing Farm jobs, checks job status, and investigates failures with d…
N/A N/A 95
56992
mansanitizer
Enables investment in mutual funds through the Fabits MyWealth platform with na…
81
56993
mcp Claim 1
Yaw MCP - one install, every MCP server, managed from yaw.sh/mcp
N/A N/A 81
56994
Vikas-O7
AI-native Experience Decisioning lifecycle automation for Adobe Journey Optimiz…
81
56995
jagadeesh52423
An MCP server that gives AI assistants direct access to your Graylog logs -- se…
56996
ofekron
Unified management of AI-agent configuration across Claude, Codex, and Gemini, …
N/A N/A
56997
moyohussein
Enables AI models to interact with YouTube content through 18 MCP tools for vid…
56998
selfagency
Enables AI agents to interact with TeamDynamix ITSM operations including ticket…
56999
sandeep-alluru
WorldOracle Claim
Contradiction detector and belief repairer for multi-source facts — ensures kno…
N/A N/A
57000
belal-elsabbagh-apex
Enables EHR Copilot operations such as order cloning, queue building, and execu…
Showing 56951–57000 of 67286 servers