MCP Server Quality Scores

Independent quality analysis of 50103 public MCP servers

50103
Discovered
29730
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 16 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
49901
flightdb
FlightDB Claim
FlightDB aggregates flight data from ADS-B Exchange, one of the largest unfilte…
49902
UseAgents
UseAgents Claim
Discover developer tools, then fetch tool-specific implementation context befor…
81
49903
elchika-inc
Enables Claude Code to query a TypeScript dependency graph and retrieve the min…
N/A N/A
49904
turnono
Enable seamless time tracking and reporting for Azure DevOps work items by inte…
N/A N/A 95
49905
alona-iaig
Enables AI agents to create and manage collaborative whiteboards with sticky no…
49906
0ju1c3
slop-cop Claim
Detects and fixes LLM prose patterns in text, exposing tools for auditing and i…
49907
ByteOverDev
peak-window Claim
Ranks the best weather windows to climb any peak worldwide, on the sharpest reg…
N/A N/A
49908
xxyyue
Headless MCP server for IDA Pro enabling on-demand database loading and program…
N/A N/A
49909
twinity1
Syncs Confluence spaces to local files for efficient editing by coding agents, …
N/A N/A
49910
harryhazza77
aws-safe-mcp Claim
A read-only MCP server for safe, structured investigation of AWS serverless res…
N/A N/A
49911
povfarwa
Enables autonomous digital forensics and incident response through 21 typed for…
N/A N/A
49912
lychee20000105
A Chinese-friendly, locally running MCP server for WeChat Mini Program engineer…
N/A N/A
49913
GHGuide
Settled Claim
Enables AI agents to query a team's decision ledger to check if past decisions …
49914
saml7n
parbaked Claim
Scaffold invite-only Python/FastAPI apps: auth, admin dashboard, dev server, de…
49915
menorhge3556
Provides real-time and historical cryptocurrency market data using ccxt, enabli…
49916
maikmetzger
Provides a wide range of tools including math, image processing, filesystem, gi…
N/A N/A
49917
swseo92
outlook-mcp Claim
N/A N/A 95
49918
AI-Maker-Space
mcp-server Claim
Web search MCP server using Tavily API, enabling natural language queries to se…
N/A N/A
49919
pranavkarthik10
Enables Claude to interact with Canvas LMS to manage coursework, track assignme…
81
49920
fangfuzha
article-mcp Claim
Enables multi-source literature search, full-text retrieval, reference analysis…
49921
schplitt
mc8yp Claim
An MCP server that gives AI agents access to the full Cumulocity API surface th…
49922
vitaliiserbynassisterr
AgentTrust Claim
Quality verification for AI agents and MCP servers. 6-axis scoring, adversarial…
N/A N/A 67
49923
jmbremer
ManyMeet Claim
**Coaches, consultants, and creators run sales webinars as Zoom Meetings** beca…
81
49924
pipeworx-io
Enables searching and retrieving Australian open government data from data.gov.…
49925
xihuai18
Wraps Claude Code as tools for MCP clients, enabling autonomous coding tasks vi…
N/A N/A
49926
parsiya
Provides a standalone MCP interface for analyzing and querying code repositorie…
N/A N/A
49927
inchan
other-agents Claim
N/A N/A 95
49928
spanchal001
Enables AI agents to analyze ROS2 log files across multiple nodes by merging th…
N/A N/A
49929
waifuai
Enables direct SOL payments for content access by integrating MCP with the Sola…
49930
pertrelly
aifirst Claim
N/A N/A 95
49931
pipeworx-io
mcp-ibge-br Claim
MCP server for accessing IBGE (Brazilian Institute of Geography and Statistics)…
49932
clauxel
Agentic workflow budget approvals with usage receipts.
49933
pipeworx-io
Provides access to Israel's national open data portal (data.gov.il) via CKAN AP…
49934
MarsHeer
Register and manage internet domains for AI agents via AgentDomain
N/A N/A
49935
pipeworx-io
Acled Claim
ACLED MCP — Armed Conflict Location & Event Data Project
49936
ziongh
app-seo-ai Claim
N/A N/A 95
49937
potatouniverse
Enables AI to analyze, query, and manage a graph-based representation of softwa…
N/A N/A
49938
ATE-Labs
MCP server for automating VLP lab VM operations, exposing VM management tools t…
49939
anvanster
tempera Claim
Persistent episodic memory for AI coding: capture, retrieve, brief, dream cycle…
N/A N/A
49940
PurpleLiu
siyuan-mcp Claim
MCP server for SiYuan Note, enabling AI tools to search, read, create, and orga…
49941
luis.ticas1
vsfclub1 Claim
N/A N/A 95
49942
TradeSystemsNique
Full MCP server for MT5: access trades, logs, compilation, etc..
N/A N/A
49943
poseidon73561
Provides monthly average wages data by NACE sector and education level for Luxe…
49944
Shubhamnegi
A durable DAG-based task planner exposed as an MCP server that lets AI orchestr…
49945 N/A N/A 95
49946
robin-collins
m365-mcp Claim
Enables AI assistants to manage Microsoft 365 services like Outlook, Calendar, …
49947
chals-go
Enables AI assistants to discover and invoke KakaoCloud OpenAPI endpoints for m…
49948
GitHamza0206
Enables intelligent file search with Git-like staging and indexing, offering se…
N/A N/A
49949
wyl116
MCP server for parsing Chinese fuzzy time expressions (e.g., '昨天', '下午3点', '中秋节…
49950
NoBanks
gorgias-mcp Claim
Enables AI agents to manage Gorgias support tickets: list open tickets, read co…
Showing 49901–49950 of 50103 servers