MCP Server Quality Scores

Independent quality analysis of 69400 public MCP servers

69400
Discovered
→
34016
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
38751
srotzin
HiveAttest Claim
Pre-action attestation perimeter for AI agents — 8 primitives, signed C18 recei…
— ○ ⏳ — — — — — —
38752
andrewchaplin-9rrl
🦴 BGaurded: The Spine of Agentic Trust (v3.3.0) Securing the Agentic Mind: From…
— ○ ⏳ — — — — 81 —
38753
abstractwebunit
Enables AI to search, retrieve, list notes, and get backlinks from a published …
— ○ ⏳ — — — — — —
38754
DataGraph Claim 1
Urban data for civic problem-solving: NYC subway, loneliness programs, violence…
— ○ — N/A N/A — 81 —
38755
TuringCorp-net
A remote MCP server template for Cloudflare Workers that enables deployment of …
— ○ ⏳ — — — — 81 —
38756
TrackerXXX23
Persistent development memory server that automatically captures and organizes …
— ○ ⏳ — N/A N/A — 95 —
38757
elvismusli
Find, inspect and install reviewed reusable AI-agent capabilities from superski…
— ○ ⏳ — — — — — —
38758
mcp-utils Claim 1
Data processing tools: CSV, cleaning, stats, image, report, save, shell
— ○ — N/A N/A — 81 —
38759
arnold-commits
Profit calculator, inventory health checks, COGS breakdown, tax deductions, reo…
— ○ ⏳ — N/A N/A — 95 —
38760
ctslone
Enables AI assistants to manage CData Arc connectors, files, transactions, work…
— ○ ⏳ — — — — — —
38761
mitsuashi
diiiiiiary Claim
MCP for diiiiiiary.com: AI letters on a training-data-immune, persistent writin…
— ○ ⏳ — N/A N/A — — —
38762
win10ogod
Enables Claude Code to spawn child sessions for parallel, asynchronous task exe…
— ○ ⏳ — N/A N/A — — —
38763
jaspertvdm
AI-to-AI messaging via I-Poll protocol and AInternet. Enables agents to communi…
— ○ ⏳ — — — — 81 —
38764
xiaobenyang-com
pdf-reader Claim
Read entire PDFs or specific pages on demand. Search documents for keywords and…
— ○ ⏳ — N/A N/A — 95 —
38765
FTWAgency
Convert websites to WordPress themes: connect by URL or run locally; preview, b…
— ○ ⏳ — — — — — —
38766
NBP MCP Claim 1
Official Polish central bank (NBP) exchange rates, currency conversion and gold…
— ○ — — — — 67 —
38767
manojanasuri16
Connects Claude or any MCP client to the Strava API v3, enabling access to fitn…
— ○ ⏳ — N/A N/A — 95 —
38768
ScrapeGraphAI
ScrapeGraph Claim
Extract structured data and clean content from websites. Convert pages to reada…
— ○ ⏳ — N/A N/A — 95 —
38769
leanzero-srl
An MCP server for reading, creating, and managing PDF, DOCX, and Excel document…
— ○ ⏳ — N/A N/A — 95 —
38770
pdhiran
Enables AI agents to verify Ceph CLI commands, config parameters, and review te…
— ○ ⏳ — N/A N/A — 95 —
38771
adelaidasofia
FastMCP seed raise pipeline tracker — syncs from Obsidian CRM, generates meetin…
— ○ ⏳ — N/A N/A — — —
38772
ZibZob3000-gh
Enables AI agents to create, read, and manipulate Excel workbooks without Micro…
— ○ ⏳ — — — — 81 —
38773
it370
mock-mcp Claim
A minimal local HTTP MCP mock server for development and testing, providing pre…
— ○ ⏳ — N/A N/A — — —
38774
JackRiebel
Enables management of Cisco Identity Services Engine (ISE) resources through th…
— ○ ⏳ — N/A N/A — 95 —
38775
MarceauSolutions
upwork Claim 1
MCP server for Upwork job discovery, client analysis, and proposal assistance
— ○ ⏳ — N/A N/A — 83 —
38776
Drhir2460
A FastMCP server that helps users discover, browse, and install agent skills fr…
— ○ ⏳ — N/A N/A — — —
38777
putaojuju
bwiki-mcp Claim
专为BWIKI编辑优化的MCP服务器,提供语义化工具用于页面编辑、分类管理、内容获取等操作。
— ○ ⏳ — N/A N/A — — —
38778
xwchris
Generates beautiful Xiaohongshu-style cover images via AI, integrated with MCP-…
— ○ ⏳ — — — — — —
38779
LightningBerk
Enables Wave invoicing operations including listing invoices, retrieving detail…
— ○ ⏳ — N/A N/A — — —
38780
mostlyfine
logictree Claim
Enables hierarchical problem analysis using logic trees with MECE validation, h…
— ○ ⏳ — N/A N/A — — —
38781
Shanksg
skills for claw services and msp
— ○ ⏳ — N/A N/A — — —
38782
meimakes
pokeclaw Claim
Enables MCP clients to spawn and control Codex CLI and Claude Code sessions on …
— ○ ⏳ — — — — — —
38783
vaughngit
Connects AI assistants to the ClearFi personal finance API for searching transa…
— ○ ⏳ — N/A N/A — — —
38784
Atharva-Jayappa
blast-scope Claim
Contextual blast-radius scoring for shell commands an AI agent is about to run
— ○ ⏳ — N/A N/A — — —
38785
BhavinXAgheda
A local AI-powered research agent that searches the web, fetches real content, …
— ○ ⏳ — N/A N/A — — —
38786
Winding2020
superset-mcp Claim
A Model Context Protocol (MCP) server for managing Apache Superset datasets, me…
— ○ ⏳ — — — — — —
38787
Karpenko-Vlad
MCP server that wraps the Proxyline proxy provider API, exposing all methods as…
— ○ ⏳ — — — — — —
38788
sysevol-ai
CodeNib Claim
Source-linked CodeGraph exploration, ranked search, and static navigation for c…
— ○ ⏳ — N/A N/A — — —
38789
Check a website in a real browser, or check if AI agents can use it: score, pro…
— ○ — — — — 67 —
38790
B4N1-com
B4n1Web Claim
Ultra-lightweight browser engine for AI agents. 33 MCP tools, 4 SDKs, cross-pla…
— ○ ⏳ — N/A N/A — — —
38791
Can an AI agent sign up to X? 58 services tested: Cloudflare, captcha, phone or…
— ○ — — — — 67 —
38792
rf-santos
Enables AI assistants to create, read, and manage Draw.io diagrams programmatic…
— ○ ⏳ — N/A N/A — — —
38793
comb0815
A personal investment assistant MCP that selects and translates disclosures and…
— ○ ⏳ — N/A N/A — — —
38794
Aslan11
Enables managing invoice workflows using Temporal, allowing submission, approva…
— ○ ⏳ — N/A N/A — — —
38795
emceeKim
Korea's first legally-safe (Capital Markets Act compliant) finance MCP. 15 tool…
— ○ ⏳ — N/A N/A — — —
38796
hyparam
HypAware Claim
Query your team's AI coding history and act on HypAware recommendations from an…
— ○ ⏳ — — — — — —
38797
Wizzair MCP Claim 1
Wizzair fares, routes, timetables and flight details across its network.
— ○ — — — — 67 —
38798
artemreva-hub
basic-react Claim
Provides a get-time tool with a linked React UI for displaying the current time.
— ○ ⏳ — — — — — —
38799
GameGene Claim 1
Sourced game design precedents: where a mechanic came from, why designers chose…
— ○ — — — — 67 —
38800
someaka
wayland-mcp Claim
Provides screenshot, analysis, mouse and keyboard control tools for modern Linu…
— ○ ⏳ — N/A N/A — — —
Showing 38751–38800 of 69400 servers
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