MCP Server Quality Scores

Independent quality analysis of 69400 public MCP servers

69400
Discovered
→
34005
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 9 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
39351
Lozzi1910
Enables AI assistants to search, browse, and publish notes on Xiaohongshu (Litt…
— ○ ⏳ — — — — — —
39352
pranav-bhatkar
Enables AI agents to generate QR codes for URLs, WiFi, contacts, and more with …
— ○ ⏳ — N/A N/A — — —
39353
MayCXC
osa-mcp Claim
Automatically discovers all scriptable macOS apps and generates MCP tools for t…
— ○ ⏳ — — — — — —
39354
foundryside-dev
heddle Claim
Temporal change-impact authority MCP server that tracks per-entity change histo…
— ○ ⏳ — N/A N/A — — —
39355
ObscuritySRL
umbriel Claim
Playwright for the Windows desktop, from Bun — drive native GUIs via UI Automat…
— ○ ⏳ — N/A N/A — — —
39356
chelstein
KAZM 106.5 FM/780 AM: now playing, weather, fire alerts, road conditions & conc…
— ○ ⏳ — — — — — —
39357
TeamNullVoid
Mnemosyne Claim
Mnemosyne is an MCP server that gives AI assistants deep visibility into Kubern…
— ○ ⏳ — N/A N/A — — —
39358
guyiicn
pi-subagent Claim
Enables MCP hosts to delegate coding tasks to Pi CLI as a programmable sub-agen…
— ○ ⏳ — N/A N/A — — —
39359
in-memoria Claim 1
Persistent codebase intelligence that gives AI assistants memory across sessions
— ○ — N/A N/A — 69 —
39360
mrchris2000
Enables automated deployments, environment management, snapshots, and deploymen…
— ○ ⏳ — N/A N/A — — —
39361
jtang613
A native Model Context Protocol server for Ghidra. Includes GUI configuration a…
— ○ ⏳ — N/A N/A — 95 —
39362
deresolution20
Bridges Claude Code and Claude Desktop to a locally-running LLM, optimized for …
— ○ ⏳ — N/A N/A — — —
39363
sunilvarun
A custom MCP server that turns Claude into an agentic shopping assistant for se…
— ○ ⏳ — N/A N/A — — —
39364
vibefix-tech
vibefix Claim
Bug bounty platform for vibe coders. Post bugs, find fixes, run diagnostics.
— ○ ⏳ — N/A N/A — 83 —
39365
RingoTC
MCP-pptr Claim
Provides browser automation and DevTools capabilities via Puppeteer, with Docke…
— ○ ⏳ — N/A N/A — — —
39366
ObscuritySRL
bun-uia Claim
Playwright for the Windows desktop, from Bun — drive native GUIs via UI Automat…
— ○ ⏳ — N/A N/A — — —
39367
imanelmzk
MCP Server Claim
A basic MCP server implementation using Node.js and TypeScript that bridges AI …
— ○ ⏳ — — — — — —
39368
aviral-mishra-1008
Monitors Jenkins CI builds in real-time, fetching build status and logs on fail…
— ○ ⏳ — N/A N/A — — —
39369
kloudle
Cloud security scanning tools for AI agents. 7 purpose-built AWS scanners that…
— ○ ⏳ — — — — 81 —
39370
lakshitha0526
Enables interaction with the PayHere payment gateway via MCP, allowing payment …
— ○ ⏳ — — — — — —
39371
maximmaximovwork2018-gif
Car repair cost estimates by make, model and repair type. 31 cost guides, VIN d…
— ○ ⏳ — — — — — —
39372
Green-Gooding-Marketplace
Read-only catalog for Green Gooding — NYC peer-to-peer rental marketplace.
— ○ ⏳ — — — — — —
39373
vozzor
bigquery-mcp Claim
Enables AI assistants to query and analyze Google BigQuery data, including sche…
— ○ ⏳ — — — — — —
39374
Lil-Code30
MCP server that integrates the National Weather Service API to fetch weather al…
— ○ ⏳ — — — — — —
39375
lukew0824
MacroMCP Claim
Remote MCP server for natural-language calorie/macro and weight tracking, desig…
— ○ ⏳ — — — — — —
39376
chllhc-SVG
Enables control of external Home Assistant devices via an MCP control layer and…
— ○ ⏳ — — — — — —
39377
fgambling
Mock MCP server for validating Constructoo Copilot data access, exposing read-o…
— ○ ⏳ — — — — — —
39378
Perseus-Computing-LLC
Local-first MCP memory server: SQLite, FTS5 and vector search, AES-256-GCM. 43 …
— ○ ⏳ — N/A N/A — — —
39379
kanzelsberger
Provides live App Store rankings, charts, app details, reviews, and search acro…
— ○ ⏳ — — — — — —
39380
AquibFaiyaz
railinfo-mcp Claim
Enables real-time Indian Railways information retrieval, including live train r…
— ○ ⏳ — — — — — —
39381
CSOAI-ORG
GOC-compliant optical dispense record validation. Captures prescription, lens c…
— ○ ⏳ — N/A N/A — — —
39382
saurabhmain
A memory MCP server with a dual-storage system using ChromaDB and NetworkX DiGr…
— ○ ⏳ — N/A N/A — — —
39383
han0420
A Model Context Protocol server that provides development standards and best pr…
— ○ ⏳ — N/A N/A — — —
39384
usagi917
Generates business action reports for SMEs by retrieving company profiles throu…
— ○ ⏳ — — — — 81 —
39385
chienchuanw
GMA2 MCP Claim
An MCP server that lets AI assistants control grandMA2 lighting consoles via Te…
— ○ ⏳ — — — — — —
39386
Marcel-MSC
A local MCP server that runs Llama models entirely on your machine. No API keys…
— ○ ⏳ — N/A N/A — — —
39387
mcpslim
Token-optimized Playwright MCP server that reduces context window usage by 73.8…
— ○ ⏳ — N/A N/A — — —
39388
TylerCoxDruin
GeoLabel Claim
Turn GPS coordinates into place name, category, and live opening hours via Open…
— ○ ⏳ — N/A N/A — 83 —
39389
datashift-io
Enables AI agents to submit tasks for human or AI review and receive decisions …
— ○ ⏳ — — — — — —
39390
Dzendys
fitwiki-mcp Claim
Scrapes course materials, exam variants, and notes from Fit-Wiki, converting th…
— ○ ⏳ — — — — — —
39391
cdmarshall14
Provide standardized access and management of HubSpot CRM data through a compre…
— ○ ⏳ — N/A N/A — 95 —
39392
chiaha-ai
DiscreteRate Claim
Run DRS demos (Fast-Slow Drain, Hamburger Duo, Valdez Tanker) and explore the p…
— ○ ⏳ — — — — — —
39393
avadev
Provides access to Avalara Global Returns API for tax returns, filing calendars…
— ○ ⏳ — — — — — —
39394
ranydone
Enables searching news, fetching top headlines, listing sources, and generating…
— ○ ⏳ — N/A N/A — — —
39395
davidmosiah
Privacy-first unofficial Google Health API v4 MCP server for health, sleep, act…
— ○ ⏳ — N/A N/A — — —
39396
AranNomante
Enables querying ClickHouse databases using natural language with AI models, su…
— ○ ⏳ — — — — — —
39397
egroup-labs
kept Claim
Search, archive, and recall your AI conversations. ChatGPT, Claude, Gemini, Gro…
— ○ ⏳ — N/A N/A — — —
39398
vitalinguist
Provides Ukrainian language grammar checking, surzhyk detection, authentic phra…
— ○ ⏳ — — — — — —
39399
sebastienlevert
Enables AI assistants to build Microsoft 365 Copilot agents by executing ATK CL…
— ○ ⏳ — N/A N/A — — —
39400
feng111222-113
Cross-session persistent memory system using Markdown files and SQLite FTS5 ful…
— ○ ⏳ — N/A N/A — — —
Showing 39351–39400 of 69400 servers
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