MCP Server Quality Scores

Independent quality analysis of 69224 public MCP servers

69224
Discovered
→
33895
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
49151
SMABoundless
scopus Claim
Search Scopus abstracts, authors, and export citations via Elsevier API
— ○ ⏳ — N/A N/A — — —
49152
gautamrajur
MCP server for Splitwise. Enables creating and managing expenses, splits, and g…
— ○ ⏳ — — — — — —
49153
olahol
SSMCP Claim
A stateless HTTP-based protocol for building MCP-compatible servers. Enables ea…
— ○ ⏳ — — — — — —
49154
node2flow-th
Supabase MCP Claim
MCP server for Supabase, enabling database CRUD, storage management, auth admin…
— ○ ⏳ — — — — — —
49155 — ○ ⏳ — — — — 81 —
49156
RareSense
Nova3D Claim
Structured, part-aware 3D generation for AI agents. Named-part GLB, preview URL…
— ○ ⏳ — N/A N/A — — —
49157
Ponywen0819
Enables Claude Code CLI to interact with Obsidian by reading selections, openin…
— ○ ⏳ — N/A N/A — — —
49158
compiuta-origin
Enables natural language interaction with Connhex IoT platform APIs for managin…
— ○ ⏳ — N/A N/A — — —
49159
danielmeppiel
Enables platform engineering workflows via GitHub Copilot, including creating r…
— ○ ⏳ — — — — — —
49160
shen866
A universal vision MCP server that enables Claude Code and Claude Desktop to de…
— ○ ⏳ — — — — — —
49161
cognis-digital
Adversa Claim
LLM red-team harness that scans for OWASP LLM Top 10 and MITRE ATLAS vulnerabil…
— ○ ⏳ — N/A N/A — — —
49162
Elvisaryan
AIOps MCP Claim
A multi-agent MCP server that turns LLMs into an autonomous incident-response c…
— ○ ⏳ — — — — — —
49163
malharrrr
OmniHub Claim
A local-first MCP server for personal memory management, enabling AI agents to …
— ○ ⏳ — N/A N/A — — —
49164
mjjalfar
logic-mcp Claim
Executes advanced logic primitives and cognitive operations via MCP tools, with…
— ○ ⏳ — — — — — —
49165
AndreasDietzel
Enables AI assistants to analyze, rename, categorize, and organize local docume…
— ○ ⏳ — N/A N/A — — —
49166
bakaroart
An MCP server that enables AI assistants like Codex or ChatGPT to inspect and c…
— ○ ⏳ — N/A N/A — — —
49167
howardpen9
Enables AI agents to communicate and coordinate across tmux panes, allowing the…
— ○ ⏳ — N/A N/A — — —
49168
datarian
An MCP server that incrementally indexes repositories and documents into a Post…
— ○ ⏳ — N/A N/A — — —
49169
runapi-ai
Enables interaction with ElevenLabs AI models (audio isolation, speech-to-text,…
— ○ ⏳ — — — — — —
49170
flowerfvase
A unified MCP server integrating Feishu, Notion, and Yuque platforms with 73 to…
— ○ ⏳ — — — — — —
49171
pipeworx-io
Enables searching and querying Washington County, Minnesota open geospatial dat…
— ○ ⏳ — — — — — —
49172
pongsakorn-onsri
Enables AI assistants to trade on MetaTrader 5 on Linux by bridging the Windows…
— ○ ⏳ — — — — — —
49173
gotalab
A novel game server supporting multi-branch visual novel scenarios in English a…
— ○ ⏳ — N/A N/A — — —
49174
rodrigta
IBKR MCP Claim
MCP server for Interactive Brokers via IB Gateway, enabling read access to acco…
— ○ ⏳ — N/A N/A — — —
49175
runnel
voog-mcp Claim
MCP server for Voog CMS enabling management of Liquid templates, pages, product…
— ○ ⏳ — — — — — —
49176
daedalus
mcp-manimgl Claim
Exposes manimgl mathematical animation functionality as MCP tools, enabling LLM…
— ○ ⏳ — N/A N/A — — —
49177
TylerFlar
A browser-automation MCP server providing persistent browser profiles per domai…
— ○ ⏳ — N/A N/A — — —
49178
ccedacero
MCP server giving Claude AI access to 22+ NYC public-record databases for real …
— ○ ⏳ — — — — — —
49179
robertjorndorff-collab
Enables multi-agent coordination for Claude Code and Claude.ai through file-bas…
— ○ ⏳ — N/A N/A — — —
49180
alifindrar
Enables semantic and keyword search over legal documents, conflict detection, a…
— ○ ⏳ — N/A N/A — — —
49181
LaurEars
struct-mcp Claim
Transform data structure definitions into queryable MCP servers, enabling natur…
— ○ ⏳ — N/A N/A — — —
49182
xuange520
Ruishu MCP Claim
An MCP server that bridges LLMs with dynamic real-world data by leveraging Chro…
— ○ ⏳ — — — — — —
49183
almir.kvakic
test Claim
— ○ ⏳ — N/A N/A — 95 —
49184
Smokestack-Games
rbxsync-mcp Claim
Enables AI agents to extract, sync, test, and debug Roblox games bidirectionall…
— ○ ⏳ — N/A N/A — — —
49185
dkruyt
mcp-nettools Claim
A Model Context Protocol server that provides network diagnostics and scanning …
— ○ ⏳ — — — — — —
49186
mgrantley
An MCP server that gives AI agents access to US business entity data, enabling …
— ○ ⏳ — — — — — —
49187
LucasRocha179
Enables AI assistants to search, read, and traverse Markdown note vaults (Obsid…
— ○ ⏳ — — — — — —
49188
stoicsoft
1AIVault Claim
Portable AI memory vault — save memories, skills, and configs to a local databa…
— ○ ⏳ — N/A N/A — — —
49189
HimanshuMohanty-Git24
Enables multi-agent research with web search and analysis, accessible via VS Co…
— ○ ⏳ — — — — — —
49190
markdevshop
vector-mcp Claim
Enables integrating RAG into AI agents via MCP server, supporting multiple vect…
— ○ ⏳ — — — — — —
49191
xihuai18
Wraps Claude Code as tools for MCP clients, enabling autonomous coding tasks vi…
— ○ ⏳ — N/A N/A — — —
49192
dovetail
Connects AI tools to the Dovetail API, enabling them to interact with Dovetail …
— ○ ⏳ — — — — — —
49193
beare
opennews-mcp Claim
Crypto news aggregation MCP server with AI ratings, trading signals, and real-t…
— ○ ⏳ — — — — — —
49194
pipeworx-io
MCP server for accessing Nager.Date public holidays data. It provides tools to …
— ○ ⏳ — — — — — —
49195
mountainmystic
Hedera ecosystem intelligence for AI agents. 16 tools, pay per call in HBAR.
— ○ ⏳ — N/A N/A — 90 —
49196
CSOAI-ORG
meditation-guide-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
49197
Un3x
First-person AI war-stories from coding sessions, searchable via MCP for prior-…
— ○ ⏳ — — — — — —
49198
Morten36
Provides programmatic access to Microsoft Outlook mailboxes, enabling AI assist…
— ○ ⏳ — N/A N/A — — —
49199
lowrykun
civ6mcp Claim
Enables Claude to access real-time Civilization VI game data for strategic anal…
— ○ ⏳ — N/A N/A — — —
49200
Atomic-Mail
Atomic Mail Claim
Programmable email inbox for AI agents — JMAP, PoW auth, stdio MCP server.
— ○ ⏳ — N/A N/A — — —
Showing 49151–49200 of 69224 servers
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