MCP Server Quality Scores

Independent quality analysis of 69261 public MCP servers

69261
Discovered
→
33946
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 23 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
44551
felix-thinkingdata
flomo-mcp Claim
A simple notes MCP server with resource access, note creation tool, and summary…
— ○ ⏳ — N/A N/A — — —
44552
marox-cyber
Enables AI agents to store and retrieve memories using the Sibyl memory system,…
— ○ ⏳ — — — — — —
44553
tailscale-mcp Claim 1
Tailscale MCP server for managing your tailnet from AI assistants
— ○ ⏳ — N/A N/A — 81 —
44554
devsrodrigo
iOS dopamine detox app with social media blocking and screen time tools.
— ○ ⏳ — — — — — —
44555
arunksingh16
A FastMCP server that provides AI assistants with access to Microsoft Entra (Az…
— ○ ⏳ — — — — — —
44556
kms9
GGB Web MCP Claim
A Model Context Protocol server that enables AI to interact with GeoGebra for m…
— ○ ⏳ — N/A N/A — — —
44557
champmk
modforge Claim
Provides deterministic, audit-chain-backed Minecraft symbol migration and versi…
— ○ ⏳ — N/A N/A — — —
44558
aq35
An MCP server that collects Pull Request comments from private GitHub repositor…
— ○ ⏳ — — — — — —
44559
louis030195
oura-mcp Claim
Enables users to query their Oura Ring data (sleep, readiness, activity, heart …
— ○ ⏳ — — — — — —
44560
nourelhoudaas
An MCP server that enables AI agents to evaluate candidate-job fit by calculati…
— ○ ⏳ — N/A N/A — — —
44561
alces-mcp Claim
Alces for Jira Data Center — MCP server bridging Jira DC/JSM with AI agents
— ○ ⏳ — N/A N/A — 75 —
44562
Brand-safe ad, email, product description, and social content production.
— ○ ⏳ — N/A N/A — 81 —
44563
iamjamb
Use this for coding-agent screenshot release ops via MCP or CLI; not translatio…
— ○ ⏳ — N/A N/A — 95 —
44564
DivyaV18
Enables interaction with YouTube's Data API through MCP, providing tools for ch…
— ○ ⏳ — N/A N/A — — —
44565
rcoscali
Enables GUI automation by capturing screen, controlling mouse/keyboard, and tar…
— ○ ⏳ — N/A N/A — — —
44566
jiridudekusy
An MCP server that lets AI assistants propose sending Signal messages, but noth…
— ○ ⏳ — — — — — —
44567
RPieterse
Enables agents to create, read, and modify Google Sheets using a service accoun…
— ○ ⏳ — — — — — —
44568
mcp Claim 1
Generate App Store and Play Store screenshots from your coding agent, at exact …
— ○ ⏳ — N/A N/A — 69 —
44569
mezotv
Enables AI agents to upload temporary public review artifacts (screenshots, scr…
— ○ ⏳ — — — — — —
44570
acato
ebay-mcp Claim
MCP server for eBay buyer-side workflows enabling search, watch, bid, buy, and …
— ○ ⏳ — — — — — —
44571
Aradotso
OpenAra Claim
An open-source local MCP server for macOS that provides desktop control tools (…
— ○ ⏳ — N/A N/A — — —
44572
ThinkInAI-Hackathon
Enables large language models to directly access and search content in ZIM file…
— ○ ⏳ — N/A N/A — — —
44573
Amazon account health, listing, FBA inventory, fee, PPC, review, and appeal int…
— ○ ⏳ — N/A N/A — 81 —
44574
seritalien
Verifiable Memory for AI Agents — knowledge graph, FTS, Starknet proofs, local …
— ○ ⏳ — N/A N/A — 75 —
44575
SiftingIO
Exposes the SiftingIO market-data SDK to AI assistants, enabling live prices, f…
— ○ ⏳ — — — — — —
44576
Query your local network in plain language: devices, open ports, security findi…
— ○ ⏳ — N/A N/A — 76 —
44577
coservices-ee
mcp Claim
European road freight and moving prices: quotes, dated price index, glossary, o…
— ○ ⏳ — — — — — —
44578
JensS
Enables AI assistants to manage film equipment inventory, clients, rental sessi…
— ○ ⏳ — — — — — —
44579
laxmimerit
An MCP server that enables saving, retrieving, and managing research content us…
— ○ ⏳ — N/A N/A — — —
44580
Gridness
godot-mcp Claim
MCP server for Godot editor automation.
— ○ ⏳ — N/A N/A — — —
44581
HasanJahidul
Semantic git queries beyond `git log`: who-touched (blame grouped by author wit…
— ○ ⏳ — N/A N/A — — —
44582
YOUR_GITHUB_USERNAME
Finance research agent for thesis, trade note, and market-state review.
— ○ ⏳ — — — — — —
44583
Kajdep
Read-only MCP server and JSON API for international country calling codes, ISO …
— ○ ⏳ — — — — — —
44584
thundersoft-td
MCP server integrating VolcEngine for automatic speech recognition (ASR) and te…
— ○ ⏳ — — — — — —
44585
jordanaftermidnight
Enables AI-powered multi-provider routing and chat through an MCP interface, wi…
— ○ ⏳ — — — — — —
44586
oee-mcp Claim 1
Overall Equipment Effectiveness tools for AI agents: factors, waterfall, six lo…
— ○ — N/A N/A — 81 —
44587
untitledfinancial
dpx-mcp Claim
Settlement protocol MCP server for institutional cross-border USDC transactions…
— ○ ⏳ — — — — — —
44588
solapi
Enables searching SOLAPI documentation and examples, and sending/managing SMS, …
— ○ ⏳ — — — — — —
44589
ignitabull18
Enables interaction with Google's NotebookLM through natural language, allowing…
— ○ ⏳ — N/A N/A — 95 —
44590
namearth5005
Manage Apple Reminders with natural language from any MCP client; supports addi…
— ○ ⏳ — N/A N/A — — —
44591
dreamiurg
Enables AI assistants to search and browse mountaineers.org for activities, cou…
— ○ ⏳ — N/A N/A — — —
44592
markswendsen-code
MCP server connector for YouTube — search videos, manage playlists, subscriptio…
— ○ ⏳ — N/A N/A — — —
44593
krishnabhat
An MCP server that lets you log meals through Claude (and soon ChatGPT) in plai…
— ○ ⏳ — N/A N/A — 95 —
44594 — ○ ⏳ — N/A N/A — 95 —
44595
ghidav
Enables searching and retrieving Wikipedia content across multiple languages, i…
— ○ ⏳ — — — — — —
44596
furkankoykiran
TypeScript MCP server for CoderLegion — connect AI agents (Claude, Cursor, Clin…
— ○ ⏳ — — — — — —
44597
thClaws
thClaws Claim
Open-source AI agent harness in native Rust — GUI, CLI, headless, and webapp fr…
— ○ ⏳ — N/A N/A — — —
44598
Jott2121
agent-gate Claim
Fail-closed quality gate and hash-chained receipt ledger for AI agent workflows.
— ○ ⏳ — N/A N/A — — —
44599
sandraschi
A Windows computer use agent — FastMCP server that gives AI assistants hands on…
— ○ ⏳ — N/A N/A — — —
44600
ForLegalAI
Let your AI assistant create professional Office documents — PowerPoint, Word, …
— ○ ⏳ — — — — — —
Showing 44551–44600 of 69261 servers
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