MCP Server Quality Scores

Independent quality analysis of 69261 public MCP servers

69261
Discovered
→
33946
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 34 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
44851
CSOAI-ORG
telecom-ai Claim
MCP server for telecom AI with built-in EU AI Act compliance, part of the MEOK …
— ○ ⏳ — N/A N/A — — —
44852
madmystic
A lightweight MCP server that wraps OWASP ZAP's REST API as Model Context Proto…
— ○ ⏳ — N/A N/A — — —
44853
rroque99
Enables managing BOSH deployments via natural language by providing tools to lo…
— ○ ⏳ — — — — — —
44854
igormachadogomes
Deploys a joke-telling MCP server on Azure and integrates it with Microsoft Cop…
— ○ ⏳ — — — — — —
44855
KrishRamani2
Sync_MCP Claim
Enables retrieval and cleaning of official documentation for AI/Python librarie…
— ○ ⏳ — — — — — —
44856
webhook-co
webhook.co Claim
Receive, inspect, replay and deliver webhooks — with signature verification and…
— ○ ⏳ — — — — — —
44857
pipeworx-io
mcp-stat-ee Claim
Access Statistics Estonia (andmed.stat.ee) PxWeb data without API key. Enables …
— ○ ⏳ — — — — — —
44858
HtetOoWaiYan
A simple color utility MCP server for frontend developers. Convert, mix, adjust…
— ○ ⏳ — N/A N/A — — —
44859
MissYueshuang
Enables scraping LLM inference pricing from websites like Cloudrift, DeepInfra,…
— ○ ⏳ — N/A N/A — — —
44860
bomomoQWQ
Wraps all LANraragi APIs into 51 MCP tools, enabling AI agents to browse, searc…
— ○ ⏳ — — — — — —
44861
junter1989k-ai
Qatar payments for AI agents — cards / Apple Pay via Tap Payments. Never holds …
— ○ ⏳ — — — — — —
44862
sandraschi
bumi-mcp Claim
MCP server for controlling the Noetix Bumi humanoid robot via ROS 2, with suppo…
— ○ ⏳ — — — — — —
44863
juanpablo-estrada
Enables managing WhatsApp Business accounts through natural language, including…
— ○ ⏳ — — — — — —
44864
neuronik-io
drop Claim
Publishes HTML pages straight from your AI assistant to a shareable URL, then l…
— ○ ⏳ — — — — — —
44865
Pcummings
Enables sending transactional emails, managing templates, suppression lists, se…
— ○ ⏳ — — — — — —
44866
Raheem-19
Provides IDE-like semantic code retrieval and editing tools for LLMs, enabling …
— ○ ⏳ — N/A N/A — — —
44867
ed-lin12
Provides structured competitive intelligence profiles and listing capabilities …
— ○ ⏳ — N/A N/A — — —
44868
obrien-matthew
mcp-garmin Claim
MCP server for Garmin Connect that provides read-only access to daily health me…
— ○ ⏳ — N/A N/A — — —
44869
WRG-11
Sigma detection rule writing, validation, and conversion (Splunk/Elastic/Kibana…
— ○ ⏳ — — — — — —
44870
dy-le
Enables AI assistants to browse, read, write, move, copy, and delete files on W…
— ○ ⏳ — — — — — —
44871
monthop-gmail
MCP server for querying survey feedback and statistics regarding the 'Thudong' …
— ○ ⏳ — N/A N/A — — —
44872
luisfelipevegarodriguez
MCP COO DeFi Claim
Autonomous MCP server for DeFi yield optimization, enabling yield opportunity d…
— ○ ⏳ — — — — — —
44873
ahmedselimmansor-ctrl
This server exposes over 250 tools across 23 GCP service domains, enabling AI m…
— ○ ⏳ — — — — — —
44874
SouravRoy-ETL
Duckle ships its own Model Context Protocol server, so Claude can browse the fu…
— ○ ⏳ — N/A N/A — — —
44875
mybytecode
fetch Claim
— ○ ⏳ — N/A N/A — 95 —
44876
Kigstn
Enables LLMs to execute Python code securely in a sandboxed environment. Suppor…
— ○ ⏳ — — — — — —
44877
Reality-Defender
Enables LLMs to analyze images, videos, audio, and text files for AI-generated …
— ○ ⏳ — — — — — —
44878
DowneyOu
Enables interaction with VMware vCenter 8.0 REST API via a reverse proxy, provi…
— ○ ⏳ — — — — — —
44879
bsparks
Provides weather data tools using the WeatherAPI.com service, including current…
— ○ ⏳ — N/A N/A — — —
44880
hyparam
HypAware Claim
Query your team's AI coding history and act on HypAware recommendations from an…
— ○ ⏳ — — — — — —
44881
non-npc
A Python-based server for managing and analyzing code context for AI-assisted d…
— ○ ⏳ — N/A N/A — — —
44882
sanity-labs
mcp-see Claim
An MCP server that gives AI agents the ability to observe and understand images…
— ○ ⏳ — N/A N/A — — —
44883
merpuya
Connects to your Smartsheet account, enabling Claude Code to browse workspaces,…
— ○ ⏳ — — — — — —
44884
2loch-ness6
Enables AI coding assistants to access grounded, branch-scoped codebase context…
— ○ ⏳ — N/A N/A — — —
44885
redesignhealth
Provides natural language control over Google Workspace services (Calendar, Dri…
— ○ ⏳ — N/A N/A — — —
44886
JoshuaOliphant
Enables semantic recommendation for Obsidian vaults, allowing users to find rel…
— ○ ⏳ — N/A N/A — — —
44887
juanchoabdon
ohmyself Claim
Exposes a personal markdown-based second brain (Obsidian-style) as an MCP serve…
— ○ ⏳ — — — — — —
44888
liuyuyan6100
autotest_iot Claim
MCP server that exposes hardware automation tools (build, flash, serial capture…
— ○ ⏳ — — — — — —
44889
anhuaxiang
Enables AI assistants to interact with Google Sheets, performing operations lik…
— ○ ⏳ — N/A N/A — — —
44890
ironlam
Exposes French political data from Poligraph as MCP tools, allowing journalists…
— ○ ⏳ — N/A N/A — — —
44891
SurgeX-Labs
qtest-mcp Claim
Enables AI tools to safely query and manage qTest test management data through …
— ○ ⏳ — — — — — —
44892
openclaw-ai
Create harmonious color palettes based on theory and convert colors between for…
— ○ ⏳ — — — — 81 —
44893
fastmcp-me
Provides SQL access to the ANSES Ciqual French food composition database, enabl…
— ○ ⏳ — N/A N/A — — —
44894
fastmcp-me
Enables searching and downloading torrents from YggTorrent via MCP tools such a…
— ○ ⏳ — — — — — —
44895
1818TusculumSt
Provides access to 227+ expert-crafted Fabric AI patterns for tasks like summar…
— ○ ⏳ — — — — — —
44896
G-Core
Enables interaction with Gcore Cloud API via LLM assistants, providing tools fo…
— ○ ⏳ — — — — — —
44897
ebursztein
sprinty Claim
A disciplined-sprint MCP server for AI coding agents, providing structured spri…
— ○ ⏳ — N/A N/A — — —
44898
xin10ylop
Enables backtesting of limit-order strategies on Polymarket's BTC 5-minute mark…
— ○ ⏳ — — — — — —
44899
YMZDS
niscope-mcp Claim
Enables AI assistants to directly control NI oscilloscopes (e.g., PXIe-5160/516…
— ○ ⏳ — N/A N/A — — —
44900
handsomelong922
dots-mcp Claim
Enables searching Xiaohongshu (小红书) content via dots.ai using a logged-in brows…
— ○ ⏳ — N/A N/A — — —
Showing 44851–44900 of 69261 servers
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