MCP Server Quality Scores

Independent quality analysis of 69199 public MCP servers

69199
Discovered
→
33883
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 52 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
50551
aygp-dr
MCP server to track Boston Harbor commuter ferries in real-time, providing vess…
— ○ ⏳ — — — — — —
50552
facusada
A Python MCP server that authenticates with SAP BTP, reads Destination Service …
— ○ ⏳ — — — — — —
50553
mihneamanolache
zeppelin-mcp Claim
MCP server that provides AI assistants direct access to the Apache Zeppelin RES…
— ○ ⏳ — — — — — —
50554
lomartins
Cadence Claim
Detects your work mode and plays Spotify music matched to the task, learning yo…
— ○ ⏳ — N/A N/A — — —
50555
calvinw
An MCP server that enables AI assistants like Claude to interact with FL Studio…
— ○ ⏳ — N/A N/A — — —
50556
MateoGonzalezGomez
ClimbMCP Claim
Enables Claude to access and search climbing book PDF chapters, with tools to l…
— ○ ⏳ — N/A N/A — — —
50557
automatikstudio
An MCP server that generates professional and context-aware responses to custom…
— ○ ⏳ — — — — 81 —
50558
cartaorobbin
pyramid-mcp Claim
Exposes Pyramid web application endpoints as Model Context Protocol (MCP) tools…
— ○ ⏳ — — — — — —
50559
varunity
MCP-Logseq Claim
Connects MCP-compatible AI assistants to Logseq graphs, enabling block-first op…
— ○ ⏳ — N/A N/A — — —
50560
Ruijian-Zha
Enables Claude to manage a personal todo list in Notion, with capabilities to a…
— ○ ⏳ — — — — — —
50561
d3lanight
Your portable context layer — load it into any AI.
— ○ ⏳ — — — — — —
50562
luistorres789321
MCP server for querying the authenticated internal CAEZ Urekin web. Supports se…
— ○ ⏳ — — — — — —
50563
justmy2satoshis
Enables heavy computation and data processing tasks in Claude Desktop, includin…
— ○ ⏳ — N/A N/A — — —
50564
AiAgentKarl
Enables autonomous research by integrating multiple free sources including web …
— ○ ⏳ — — — — — —
50565
SirRellik
aeterna-mcp Claim
Enables AI agents, including Claude, to interact with the AETERNA persistent wo…
— ○ ⏳ — — — — — —
50566
sandersouza
Enables MCP-compatible agents to interact with Grafana instances for searching,…
— ○ ⏳ — — — — — —
50567
wyre-technology
afkbot-mcp Claim
MCP server for AFKBot PTO management that allows users to file and manage time-…
— ○ ⏳ — — — — — —
50568
t-j-thomas
Read-only MCP server that allows interaction with a Jama Connect instance via t…
— ○ ⏳ — N/A N/A — — —
50569
anhtuan2td
Personal AI assistant for your TradingView Desktop charts. Connects AI to your …
— ○ ⏳ — N/A N/A — — —
50570
maddygoround
A comprehensive framework for evaluating AI responses using Inspect AI and Petr…
— ○ ⏳ — N/A N/A — — —
50571
flytam
Offline documentation and API method queries for multiple cryptocurrency exchan…
— ○ ⏳ — N/A N/A — — —
50572
LRGEX
Stateless MCP server exposing the full Notion API as 33 tools, enabling users t…
— ○ ⏳ — — — — — —
50573
LooseWireDev
mealforge Claim
Enables AI-driven weekly meal planning with structured recipes, cooking steps, …
— ○ ⏳ — N/A N/A — — —
50574
hacktivist1512
Query Grafana logs, metrics, and dashboards from Cursor. Enables the AI to call…
— ○ ⏳ — N/A N/A — — —
50575
extend-marketing
A Model Context Protocol (MCP) server for the Rule marketing automation platfor…
— ○ ⏳ — — — — — —
50576
fastmcp-me
Enables reading and sending emails via IMAP and SMTP through the MCP protocol. …
— ○ ⏳ — — — — — —
50577 — ○ ⏳ — N/A N/A — 95 —
50578
sjgant80-hub
Exposes the 7-prime spine, 7 kappa-bands, and 6 fold operations as native tools…
— ○ ⏳ — N/A N/A — — —
50579
TheSethRose
Typefully MCP Server
— ○ ⏳ — N/A N/A — 95 —
50580
umowy-ai
Polish law from Dziennik Ustaw: full text of statutes, daily in-force status, w…
— ○ ⏳ — — — — — —
50581
jiabin-24
Mail MCP Claim
An email assistant MCP server that enables mailbox operations such as listing f…
— ○ ⏳ — — — — — —
50582
arbengine
mailbox-mcp Claim
Physical mail API for AI agents. Send letters, certified mail, postcards, and b…
— ○ ⏳ — — — — — —
50583
Dragoon0x
A design-intelligent MCP server for Figma with 201 tools across 17 categories, …
— ○ ⏳ — N/A N/A — — —
50584
blockmandev
Enables AI assistants to access and search TrendKia articles, retrieving clean …
— ○ ⏳ — — — — — —
50585
mcpflow
Enables AI assistants to manage Google Calendar events through natural language…
— ○ ⏳ — — — — — —
50586
icappaci
Enables AI agents to query Polymarket data such as top wallets, live trades, ma…
— ○ ⏳ — — — — — —
50587
Is-JunZe
Enables sending QQ messages automatically via Claude Code using Windows UI auto…
— ○ ⏳ — N/A N/A — — —
50588
SuperInstance
Enables semantic search, recommendations, and similar crate lookups for Rust cr…
— ○ ⏳ — — — — — —
50589
ndeast
Provides Claude with SQL access to Hevy workout history and personal training c…
— ○ ⏳ — N/A N/A — 95 —
50590
thevgergroup
MCP server for Apollo.io B2B database enabling people and company search, enric…
— ○ ⏳ — — — — — —
50591
yigithanyucedag
MCP server exposing the full Apple Ads (Search Ads) Campaign Management API v5 …
— ○ ⏳ — — — — — —
50592
chaodonghu
Summarizes Slack activity and GitLab merge requests with OpenAI to help generat…
— ○ ⏳ — N/A N/A — — —
50593
safayavatsal
Sarvam-MCP Claim
A lightweight MCP server empowering LLM clients with Indic language processing:…
— ○ ⏳ — — — — — —
50594
SSX360
matrixscroll Claim
A trust-first repository copilot to audit signed commit provenance, preview edi…
— ○ ⏳ — N/A N/A — — —
50595
loyaniu
Moodle-MCP Claim
Enables retrieval of upcoming events from Moodle LMS via the Model Context Prot…
— ○ ⏳ — — — — — —
50596
vocab-voyage
20 MCP tools + 17 widgets for SAT/ISEE/SSAT/GRE/GMAT/LSAT prep. Flashcards, qui…
— ○ ⏳ — — — — 81 —
50597
opendatahub-io
Provides AI assistants with direct access to Red Hat OpenShift AI observability…
— ○ ⏳ — — — — — —
50598
neochaotic
powerlab Claim
Turn a PowerLab homelab/enterprise host into a structured, agent-driven surface…
— ○ ⏳ — N/A N/A — 95 —
50599
lukasmki
llamacpp-mcp Claim
An MCP server for running local LLMs using llama-cpp-python, with built-in tool…
— ○ ⏳ — N/A N/A — — —
50600
MaruPelkar
Vaaya Claim 1
Paid APIs and tokenized shares for agents. Prepaid funding, including authorize…
— ○ ⏳ — — — — 67 —
Showing 50551–50600 of 69199 servers