MCP Server Quality Scores

Independent quality analysis of 47066 public MCP servers

47066
Discovered
29577
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 34 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
46851
Scrapeer
Scrapeer Claim
Run Scrapeer visual web-scraping flows from AI agents.
N/A N/A
46852
danieleugenewilliams
Provides persistent local memory functionality for AI assistants, enabling them…
N/A N/A 95
46853
v5tech
Enables IP address location and latitude/longitude address queries, providing d…
46854
device-context-protocol
dcp Claim
Device Context Protocol — bridge LLM agents to physical devices. Sub-50-byte fr…
N/A N/A
46855
err0n-0x2A
bhe_mcp Claim
Connects LLMs to BloodHound Enterprise for natural language attack path analysi…
46856
ararahq
Arara MCP Claim
Turns Claude Code, Claude Desktop, Cursor, Windsurf or ChatGPT into a WhatsApp …
46857
fani-ko
QGISMCP Claim
QGISMCP connects QGIS to Claude AI through the Model Context Protocol (MCP), al…
N/A N/A
46858
abenassi
Real-time Argentine open data: dollar rates, BCRA, INDEC, AFIP, INFOLEG, SEPA p…
46859
lazymac2x
form-backend Claim
Cloudflare Workers MCP server: form-backend
46860
anteew
RanchHand Claim
Enables interaction with OpenAI-compatible APIs (like Ollama) through MCP tools…
81
46861
A lightweight MCP server for Stata.
N/A N/A 81
46862
intelops
A modular MCP server for code analysis using ast-grep, enabling structural patt…
N/A N/A
46863
Winding2020
superset-mcp Claim
A Model Context Protocol (MCP) server for managing Apache Superset datasets, me…
N/A N/A
46864
getgapup
100+ MCP tools for AI agents: content metadata, trade intelligence, business-ex…
46865
jangsubong78
Kickstart a TypeScript project with ready-to-use features for calculations, gre…
N/A N/A 95
46866
pairoa
Pairoa Claim
Private MCP people matching for AI agents; no public listings, contact revealed…
46867
hello-uvza
SansFiction Claim
Search, discover, and manage books across multiple sources. Connect Claude, Cha…
81
46868
Conv-AI
Analyze Convai sessions, latency, reliability, usage, and provider telemetry vi…
N/A N/A
46869
clauxel
Remote MCP for Copilot CLI switch gate MCP, structured receipts, audit logs, an…
46870
chiaha-ai
Run Plant Builder production-plant simulations with tunable knobs for goals, ra…
46871
chrischall
ioffice-mcp Claim
iOffice workspace management for Claude — book rooms, manage visitors, maintena…
N/A N/A
46872
aardappvark
Gridscoot Claim
AU price comparison via MCP — search, compare, track. 6 tools; anonymous demo (…
46873
CSOAI-ORG
Automated security red-team for any MCP server that scans manifests against OWA…
46874
jmpijll
This MCP server provides tools to interact with FortiManager via JSON-RPC, but …
46875
weather-mcp Claim 1
A simple MCP server for getting weather information.
N/A N/A 81
46876
kamath
Provide a simple MCP server implementation to demonstrate integration with Sent…
N/A N/A 95
46877
cloudflare
Browser rendering service. Fetch web pages, convert to markdown, and capture sc…
81
46878
udaykakade25
A Model Context Protocol implementation that bridges language models with Linke…
N/A N/A 95
46879
MCP-Mirror
Gives Claude Desktop access to multiple AI models (Gemini, OpenAI, OpenRouter, …
N/A N/A 95
46880
Llama-Ventures
llama-mcp Claim
Enables MCP-native agents to manage deals, briefs, timeline, and posts on the L…
46881
asgard-ai-platform
mcp-twfood Claim
MCP server for Taiwan's agricultural wholesale market real-time price data, pro…
46882
hyang0129
pyscope-mcp Claim
MCP server that exposes Python function- and module-level call graphs for agent…
N/A N/A
46883
DerpBicycle
Search 300+ game industry reports with hybrid search, claims, charts, and citat…
46884
matetools
mcp-server Claim
35 utility tools for AI agents — mate.tools API. Hash, regex, SEO, random, DNS,…
N/A N/A
46885
svensxl
weather Claim 1
An MCP server for weather information.
N/A N/A 95
46886
doritoman90000
A Model Context Protocol server that helps users create, validate, and optimize…
81
46887
ertad-family
liquid Claim 2
Connect your agent to any HTTP API on the fly — discovers + maps any REST API o…
67
46888
HasanJahidul
Full-text search over your shell history (zsh / bash / fish) via SQLite FTS5. L…
N/A N/A
46889
cureonics
Mevzuat MCP Claim
mevzuat.gov.tr (T.C. Mevzuat Bilgi Sistemi) için MCP sunucusu. Kanun, KHK, Cumh…
81
46890
Natural language interface designed for agentic applications to manage and sear…
N/A N/A 81
46891
ValentinOtt
test Claim
N/A N/A 95
46892
peterb154
Enables AI assistants to search JLCPCB's 450K+ electronic component catalog wit…
N/A N/A
46893
CSOAI-ORG
music-production-ai-mcp MCP server by MEOK AI Labs
N/A N/A
46894
chrisbusbin-pixel
applianceiq Claim
Home appliance MCP: CPSC recall lookup, lifespan, maintenance, repair-or-replac…
N/A N/A
46895
CSOAI-ORG
inventory-management-ai-mcp MCP server by MEOK AI Labs
N/A N/A
46896
Akhilucky
Multi-agent LLM security layer detecting prompt injection and jailbreaks.
N/A N/A
46897
ARJ999
Enables AI agents to query and retrieve public statistical data from Data Commo…
81
46898
rajanrengasamy
vidlens-mcp Claim
YouTube intelligence layer for AI agents. 41 tools across 10 modules ; search, …
75
46899
32n1
An MCP server that provides Claude with direct access to EVE Online character d…
81
46900
bbssppllvv
Search and retrieve information from Apple's complete developer documentation, …
Showing 46851–46900 of 47066 servers
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