MCP Server Quality Scores

Independent quality analysis of 69448 public MCP servers

69448
Discovered
→
34111
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
35601
kamiazya
Enables AI agents to collaboratively draw and annotate Excalidraw diagrams in r…
— ○ ⏳ — N/A N/A — — —
35602 — ○ ⏳ — N/A N/A — 95 —
35603
classeve-public
A local code-intelligence engine for AI agents that indexes repositories into a…
— ○ ⏳ — N/A N/A — — —
35604
arturwyroslak
Manage session settings, health checks, and security safeguards in one place. C…
— ○ ⏳ — N/A N/A — 95 —
35605
sanjibani
First MCP server for the auto-dealership vertical. Lets Claude, Cursor, or any …
— ○ ⏳ — — — — — —
35606
viktormyrland
A production-ready template for developing MCP servers with Python and FastMCP,…
— ○ ⏳ — — — — — —
35607
pimentelleo
Enables LLMs to query Azure service pricing via the public Azure Retail Prices …
— ○ ⏳ — — — — — —
35608
drifthoundhq
Enables Claude to discover and understand infrastructure-as-code drift by listi…
— ○ ⏳ — — — — — —
35609
jordan-s648
Real-time Polymarket analytics for AI agents. Query live prediction market data…
— ○ ⏳ — — — — 81 —
35610
adelaidasofia
Local-first personal finance MCP. Aggregates bank, brokerage, credit, and loan …
— ○ ⏳ — N/A N/A — — —
35611
Monasterolo21
Enables fetching health and fitness metrics from the Ultrahuman API, including …
— ○ ⏳ — — — — — —
35612
mcp-jira-server Claim 2
MCP server for self-hosted Jira instance with Personal Access Token authenticat…
— ○ — N/A N/A — 81 —
35613
massanaRoger
extracto-mcp Claim
Enables Claude and any MCP client to turn a URL plus a schema into validated, t…
— ○ ⏳ — — — — — —
35614
gws8820
Provides a tool to calculate basic text metrics including character count, char…
— ○ ⏳ — N/A N/A — — —
35615
Safra1976
mcp_trello Claim
— ○ ⏳ — N/A N/A — 95 —
35616
PPParticle
web-reader Claim
A self-hosted MCP server that reads web pages and converts them to Markdown, wi…
— ○ ⏳ — N/A N/A — — —
35617
rex
A macOS-only MCP server that exposes Apple Reminders to AI clients, enabling cr…
— ○ ⏳ — N/A N/A — 95 —
35618
vcosmin2701
jsony-mcp Claim
Enables AI assistants to read, write, query, and manage JSON data files with au…
— ○ ⏳ — N/A N/A — — —
35619
anousss007
ng-blatui Claim
ng-blatui for Angular — search components, blocks, charts & templates and read …
— ○ ⏳ — — — — — —
35620
WillHsiaoNYC
Enables AI assistants to query NYC capital project data (schedule, budget, life…
— ○ ⏳ — N/A N/A — — —
35621
jafamo
Enables LLMs to manage Taiga projects, sprints, user stories, tasks, issues, ep…
— ○ ⏳ — N/A N/A — — —
35622
forgemeshlabs
Search and call utility APIs for OCR, image, audio, web, math, conversion and g…
— ○ ⏳ — — — — — —
35623
Vvkmnn
An MCP server for deterministic prompt optimization in Claude Code. Score promp…
— ○ ⏳ — — — — — —
35624
FutureEnterprises
Hands a human's working browser session — tabs, scroll positions, video timesta…
— ○ ⏳ — — — — — —
35625 — ○ ⏳ — N/A N/A — 95 —
35626
a1c-ai-agent
Sally Skills Claim
Plug Sally AI into your agent. The clinical-grade health intelligence behind A1…
— ○ ⏳ — — — — — —
35627
TaeheeLim
ai-debate Claim
Enables Claude Code to debate with Gemini on a given topic by managing conversa…
— ○ ⏳ — — — — — —
35628
Dudude-bit
Unofficial MCP server for ordering Yandex Lavka groceries: search, cart, checko…
— ○ ⏳ — N/A N/A — — —
35629
CSOAI-ORG
job-description-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
35630
krejcif
Magector Claim
Technology-aware MCP server for Magento 2 and Adobe Commerce with intelligent i…
— ○ ⏳ — N/A N/A — — —
35631
qiyuanlabs-ai
Find open slots, book, move and cancel Easy!Appointments bookings, with OAuth a…
— ○ ⏳ — — — — — —
35632
dmccaffery
A fake MCP server with 108 themed tools for testing Claude Desktop's handling o…
— ○ ⏳ — N/A N/A — — —
35633
1orZero
OpenAI-compatible MCP server for running image analysis tools against your own …
— ○ ⏳ — — — — — —
35634
xmindltd
Enables AI assistants to generate interactive mind maps from text, YouTube vide…
— ○ ⏳ — — — — — —
35635
PaulieB14
PayQL Claim
PayQL is an MCP server that lets any AI agent query The Graph and pay per query…
— ○ ⏳ — — — — — —
35636
jinikeai
Connects Claude to email, calendar, and tasks via Jinike AI, enabling inbox rea…
— ○ ⏳ — N/A N/A — — —
35637
thupalo
A Model Context Protocol (MCP) server that provides seamless integration with S…
— ○ ⏳ — — — — — —
35638
naive000
Safety-first local MCP tool gate with control plane, runtime security, and obse…
— ○ ⏳ — N/A N/A — — —
35639
menemy
sideshell Claim
AI sidecar terminal — let Claude/Cursor run commands in a visible, persistent t…
— ○ ⏳ — N/A N/A — — —
35640
Carbon-Arc
Carbon Arc Claim
The infrastructure for the AI economy: primitives for inference, agents, and de…
— ○ ⏳ — — — — — —
35641
@Kapeli
dash-mcp-server ⚡ Claim
— ○ ⏳ — N/A N/A — 95 —
35642
mehdisakalypr-cpu
Provides access to 9 AI executives offering board-ready business intelligence, …
— ○ ⏳ — — — — — —
35643
rohitreddynagareddy
An MCP server that connects Claude to video encoding workflows, enabling smart …
— ○ ⏳ — — — — — —
35644
Surya443
Enables controlling smart home devices like lights, fans, air conditioners, and…
— ○ ⏳ — N/A N/A — — —
35645
AgentNOMOS
Cross-border preflight, x402 quote and evidence receipts for A2A/MCP agent work…
— ○ ⏳ — — — — — —
35646
atomlong
mcp-searxng Claim
An MCP server that integrates the SearXNG API for web search and URL content ex…
— ○ ⏳ — — — — — —
35647
RichGom84
Enables users to retrieve the latest USD/KRW exchange rate and receive user-fri…
— ○ ⏳ — — — — — —
35648
GRU-953
Imagine you could hand Claude a filing cabinet of your documents and say "remem…
— ○ ⏳ — N/A N/A — — —
35649
SuperInstance
Enables semantic search, recommendations, and similar crate lookups for Rust cr…
— ○ ⏳ — — — — — —
35650
deepak-bhardwaj-ps
Smriti MCP Claim
A portable memory server for AI agents, built for the Model Context Protocol (M…
— ○ ⏳ — N/A N/A — — —
Showing 35601–35650 of 69448 servers
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