MCP Server Quality Scores

Independent quality analysis of 68948 public MCP servers

68948
Discovered
→
33695
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 23 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
68151
wcy88
A local enhanced memory system with self-evolution capabilities, enabling autom…
— ○ ⏳ — N/A N/A — — —
68152
barvhaim
Provides financial data from Yahoo Finance via MCP, enabling AI agents to acces…
— ○ ⏳ — — — — — —
68153
FlatNineOrg
MCP server for the Cart e-commerce intelligence API, enabling AI agents to sear…
— ○ ⏳ — N/A N/A — — —
68154
faressoft
Enables AI agents to execute SQL queries and explore Snowflake databases using …
— ○ ⏳ — — — — — —
68155
zomzad
MSSQL MCP Claim
Enables AI assistants to connect to Microsoft SQL Server via the MCP protocol, …
— ○ ⏳ — N/A N/A — — —
68156
bbarney7
An MCP server wrapping the Cursor CLI agent, enabling Claude Code and other MCP…
— ○ ⏳ — N/A N/A — — —
68157
beamof
Wraps the miniQMT interface to enable AI assistants to query A-share market dat…
— ○ ⏳ — N/A N/A — — —
68158
offquestxo
groundcheck Claim
An MCP server that lets any AI agent evaluate RAG outputs -- faithfulness scori…
— ○ ⏳ — N/A N/A — — —
68159
dedalus-labs
An MCP server that serves documentation and enables AI-powered search, Q\&A, an…
— ○ ⏳ — — — — — —
68160
uicheck-ai
@uicheck/mcp Claim
Enables AI agents to capture screenshots and inspect DOM elements from connecte…
— ○ ⏳ — N/A N/A — — —
68161
tysonwu
norikae-mcp Claim
MCP server for searching Japanese train routes using Yahoo! Transit data, enabl…
— ○ ⏳ — — — — — —
68162
shaxzodbek-uzb
agentrecall Claim
Provides persistent, searchable memory with hybrid keyword and semantic search,…
— ○ ⏳ — N/A N/A — — —
68163
hhldiniz
MCP server for managing GitLab repositories — merge requests, pipelines, branch…
— ○ ⏳ — — — — — —
68164
afialho
Provides a comprehensive set of developer utilities including UUID generation, …
— ○ ⏳ — N/A N/A — — —
68165
l4b4r4b4b4
news-mcp Claim
Agentic NewsAPI.org MCP server with semantic search, article versioning, Chroma…
— ○ ⏳ — — — — — —
68166
yeuidowanter
fn_ora_mcp Claim
Enables Claude Code to query Oracle DB package code using natural language, wit…
— ○ ⏳ — N/A N/A — — —
68167
runapi-ai
RunAPI MCP server for the Flux 2 model line. Create tasks, poll their status, a…
— ○ ⏳ — — — — — —
68168
SMGilliatt
A multi-agent RAG MCP server that answers questions from your documents with a …
— ○ ⏳ — — — — — —
68169
7t1-studio
Enables AI assistants to deploy generated files (HTML, PDF, images, etc.) direc…
— ○ ⏳ — — — — — —
68170
holger1411
An MCP (Model Context Protocol) server that exposes Polestar 2 vehicle data to …
— ○ ⏳ — — — — — —
68171
troylar
Enables AI assistants to interact with self-hosted Jira instances for issue man…
— ○ ⏳ — — — — — —
68172
Oliver0804
cynthion-mcp Claim
Drive a Cynthion USB test instrument from an LLM via the Model Context Protocol…
— ○ ⏳ — N/A N/A — — —
68173
cryptoyoginya
Enables querying a local health knowledge base with hybrid RAG (vector + FTS5) …
— ○ ⏳ — N/A N/A — — —
68174
m4dd0c
Generates .m3u playlists on the user's PC based on their current mood or theme,…
— ○ ⏳ — N/A N/A — — —
68175
Schmoll86
Splits the Alpaca trading MCP server into two smaller servers (data and orders)…
— ○ ⏳ — N/A N/A — — —
68176
pab1it0
Enables AI assistants to query Polymarket prediction markets and analyze market…
— ○ ⏳ — — — — — —
68177
caixax
Enables AI agents to control Cisco Packet Tracer in real time, allowing natural…
— ○ ⏳ — N/A N/A — — —
68178
scotia1973-bot
Trade DeFi using plain language prompts.
— ○ ⏳ — — — — — —
68179
epik-agent
epik-gh Claim
A GitHub MCP server that wraps the gh CLI to expose GitHub operations like issu…
— ○ ⏳ — N/A N/A — — —
68180
attikpo-akrabal-godwin
PR-Reviewer Claim
Analyzes GitHub pull requests and creates detailed reports in Notion via MCP.
— ○ ⏳ — — — — — —
68181
rubin-trade
RubinTrade Claim
Rubin: self-custody DEX for crypto perpetuals & spot — trade, read positions, o…
— ○ ⏳ — — — — — —
68182
dkedar7
map-mcp Claim
Enables AI agents to perceive and control a live MapLibre GL map over MCP, allo…
— ○ ⏳ — N/A N/A — — —
68183
zooza-dev
MCP server for Zooza — class scheduling, attendance, and booking for activity b…
— ○ ⏳ — — — — — —
68184
lukeduffell-personal
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
— ○ ⏳ — — — — — —
68185
AsmanovLev
android-mcp Claim
Enables AI agents to control Android devices via ADB, supporting gestures, inpu…
— ○ ⏳ — N/A N/A — — —
68186
AniruddhaShukla
Provides access to the National Park Service API, enabling natural language que…
— ○ ⏳ — — — — — —
68187
jphittell
Catalog MCP Claim
Standalone read-only MCP server for browsing Oracle HDL business object metadat…
— ○ ⏳ — N/A N/A — — —
68188
mkih76
Free, unlimited web search MCP server powered by Google AI Mode (Gemini) withou…
— ○ ⏳ — — — — — —
68189
ZenDeveloper7
valorant-mcp Claim
MCP server for Valorant esports that enables querying match schedules, live res…
— ○ ⏳ — N/A N/A — — —
68190
flowing-abyss
MCP server that indexes Obsidian notes and enables hybrid search (full-text, fu…
— ○ ⏳ — N/A N/A — — —
68191
evan-moon
memex Claim
Persistent note storage for AI agents. Memex lets your assistant save, search, …
— ○ ⏳ — N/A N/A — — —
68192
Hqzdev
Lens-MCP Claim
Lens-MCP is a read-only Postgres MCP server that lets AI agents inspect and que…
— ○ ⏳ — N/A N/A — — —
68193
Neolithic
Remote MCP server for Amika: manage sandboxes and agent sessions from any MCP c…
— ○ ⏳ — — — — — —
68194
chrisrobison
TextWeb Claim
Renders web pages as structured text grids for AI agents to browse and interact…
— ○ ⏳ — — — — — —
68195
SuppleAardvark
An MCP server that provides tools to interact with JIRA for sprint management, …
— ○ ⏳ — — — — — —
68196
twinity1
Syncs Confluence spaces to local files for efficient editing by coding agents, …
— ○ ⏳ — N/A N/A — — —
68197
adriapedralbes
Enables natural language interaction with Taiga project management tool to list…
— ○ ⏳ — — — — — —
68198
shuohui-air-technology
MCP server for detecting AI writing patterns in Chinese academic text and provi…
— ○ ⏳ — N/A N/A — — —
68199
jmluque72
postgres-mcp Claim
MCP server for PostgreSQL that enables Cursor and other MCP clients to execute …
— ○ ⏳ — N/A N/A — — —
68200
workfloworchestrator
Enables read-only troubleshooting of JUNOS devices by running show commands ove…
— ○ ⏳ — — — — — —
Showing 68151–68200 of 68948 servers