MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 2 hours ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
51201
AgentBridge-Lab
AI agents can search and match Korean space, aerospace, and defense R\&D suppor…
51202
WillyWilley
Enables users to assess condensation and mold risk for building surfaces using …
51203
chestnutforty
Provides access to Google Trends search interest data with backtesting support,…
81
51204
smithery-ai
Browser automation server that enables interaction with web pages, taking scree…
N/A N/A 95
51205
SolidKeyAB
OneLore Claim
Shared project context for AI agents and teams: docs, tasks, and messages that …
51206
svallory
Enables AI agents to directly manipulate Jupyter Notebook cells and structure t…
N/A N/A
51207
AndroidPoet
rndocs Claim
Search and read React Native documentation offline from the terminal.
N/A N/A
51208
vapvarun
Enables AI assistants to automate Basecamp operations including project managem…
N/A N/A
51209
charlesmooredev
This MCP server enables Claude to speak summaries, announcements, and explanati…
N/A N/A
51210
HarshitR2004
Membrane Claim
An MCP server that gives AI agents persistent, verifiable memory by storing con…
51211
tepesama
Reprise Claim
Un-flattens flat AI designs into editable layers with bit-perfect reproduction …
51212
MCP-Mirror
Enables image generation using Google's Gemini 2 API with customizable paramete…
81
51213
Zhachory1
A local codebase retrieval tool that indexes a git repository into SQLite and p…
N/A N/A
51214
malkreide
MCP server for Swiss federal geodata -- maps, elevation, geocoding, cadastral e…
51215
Roam-Research
Roam MCP Claim
MCP server for Roam Research that enables AI assistants like Claude and Cursor …
N/A N/A
51216
krwhynot
A lightweight MCP server that provides 8 essential Supabase database management…
51217
Tyler-Irving
garmin-mcp Claim
Enables Claude to access and query your Garmin Connect data, including sleep, a…
51218
CatholicOS
Provides access to Roman Catholic Liturgical Calendar data, enabling retrieval …
51219
RuiciroRS
mithra-mcp Claim
Turns a one-person, multi-project workspace into state an agent can reason over…
N/A N/A
51220
Asaduzzamanhimel
Mockloop MCP Claim
An Intelligent Model Context Protocol server that generates mock servers from O…
81
51221
dmarsters
Generates formal string diagram visualizations of Lushy brick compositions, ena…
N/A N/A
51222
test260325
test_zikim Claim
81
51223
CentralInfraCore
Enables cross-session memory, weighting, and factory/PR/artifact linking for CI…
N/A N/A
51224
cbuntingde
An enhanced Model Context Protocol (MCP) server implementing the Ralph Wiggum t…
81
51225
assistance-micro-design
Zileo Docs Claim
MCP server for indexing, semantic search, and generation of multi-format docume…
N/A N/A
51226
MCP-Mirror
Enables seamless interaction with Azure DevOps for managing Git repositories, b…
81
51227
fastmcp-me
Enables natural language querying and management of Snowflake databases, includ…
51228
TunnelMind
Scry Claim
Free IPv4 lookups against a distributed attacker-observation corpus.
51229
depyler-mcp Claim 2
MCP server for Depyler: Python-to-Rust transpiler with analysis and verificatio…
N/A N/A 81
51230
m2ai-mcp-servers
A unified MCP server for video generation that intelligently routes requests to…
51231
solidlime
MemoryMCP Claim
A persistent memory MCP server specialized for Japanese, featuring hybrid searc…
N/A N/A
51232
metachain-org
An MCP server implementation for Alpaca's Trading API that enables LLMs to inte…
51233
thehavays
Connects AI assistants to Jira, enabling retrieval, search, creation, and updat…
51234
ryantorno-arch
Enables Claude to read, search, send, label, and trash emails in any Gmail acco…
N/A N/A
51235
zakkii-k
A proxy that intercepts MCP responses to reduce token consumption by compressin…
N/A N/A
51236
HezLUO
agent-delegate is an MCP-first delegation advisor for coding agents. It helps a…
N/A N/A
51237
Satsuj1n
xp-mcp Claim
Talk to your XP Investimentos portfolio through Claude — 100% local, read-only,…
N/A N/A
51238
ozztec
vercel-mcp Claim
Enables interaction with Vercel API to manage deployments, domains, projects, a…
51239
zztdandan
A remote MCP image generation server that unifies OpenAI Images and Gemini gene…
51240
bollam1818
A demonstration MCP server that provides calculator tools for arithmetic operat…
N/A N/A 95
51241
olivier-motium
x-ai-mcp Claim 1
An MCP server that integrates X (Twitter) API access with Grok-powered intellig…
81
51242
uDosGo
SnackMachine Claim
Modular snack registry, scheduler, spool, and MCP knowledge conduit that enable…
N/A N/A
51243
SrmTech-git
ttt-mcp Claim
Exposes tic-tac-toe game tools (new_game, get_state, make_move) for Claude to p…
N/A N/A
51244
captainz1016-ux
Deploys a remote MCP server on Cloudflare Workers without authentication, allow…
51245
camr8989
MCP server that supports cybersecurity operations by providing CVE lookup, risk…
N/A N/A
51246
Lyncee
proxmox-mcp Claim
Provides tools to manage Proxmox VE clusters via Claude Code, enabling listing …
51247
ragalgo
mcp- Claim
Get reliable daily close financial context for Korean stocks and crypto. Access…
N/A N/A 95
51248
testopenai.1407
iototsample Claim
N/A N/A 95
51249
bill-kopp-ai-dev
Percival Ubuntu is a security-focused MCP server for safe Ubuntu operations, op…
N/A N/A
51250
hous-ailab
Enables AI assistants to search, download, and read arXiv papers, with automati…
N/A N/A
Showing 51201–51250 of 66502 servers