MCP Server Quality Scores

Independent quality analysis of 43634 public MCP servers

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43634
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Grade Distribution

Score Distribution

Newly Added

Brains F Patent Connector F PrimeRFP SCOUT — Govcon Intelligence MCP F AppGenie Compliance MCP F The Stall B

Biggest Gainers

theothers +30 aTars MCP +1 Tabula MCP +1

Biggest Drops

Correkt: The AI-Native Online Marketplace for Physical Products -3 library -2 zipexplore-mcp -2
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
35501
softvoyagers
OGForge MCP Claim
Generate Open Graph images with themes and Lucide icons
 — ○ ⏳ — N/A N/A — 95 —
35502
iflow-mcp
Enables first-principles calculations (SCF, structure optimization, molecular d…
 — ○ ⏳ — N/A N/A — — —
35503
oaslananka
reflow-mcp Claim
A typed Model Context Protocol server that exposes KiCad 10 EDA workflows to la…
 — ○ ⏳ — N/A N/A — — —
35504
liquid1982
Provides read-only access to TrustLayer's public API, enabling users to query a…
 — ○ ⏳ — — — — 81 —
35505
SolvoHQ
openworkdays Claim
Zero-signup business-day date-math API: add days, count days between dates, is-…
 — ○ ⏳ — — — — — —
35506
tszaks
keynote-mcp Claim
Local macOS MCP server that reads, edits, and exports Apple Keynote presentatio…
 — ○ ⏳ — N/A N/A — — —
35507
khawjaahmad
Enables AI coding assistants to control and inspect a live Chrome browser for a…
 — ○ ⏳ — — — — 81 —
35508
ammar-rcyber
Enables AI assistants to securely access Epic Healthcare Systems patient data t…
 — ○ ⏳ — — — — 81 —
35509
Screed369
Irish used-car market MCP: search listings, stats, dealers & model guides via a…
 — ○ ⏳ — N/A N/A — — —
35510
cyanheads
Search and fetch ~800K Federal Reserve economic time-series from the FRED API v…
 — ○ ⏳ — N/A N/A — — —
35511
kionsoftware
Enables interaction with the Kion platform for cloud cost management, governanc…
 — ○ ⏳ — — — — — —
35512
Harihara04sudhan
Enables financial management through MCP tools for account viewing, transaction…
 — ○ ⏳ — N/A N/A — — —
35513
hasna
Project management CLI + MCP server for AI agents. Register projects once, open…
 — ○ ⏳ — N/A N/A — — —
35514
kinthaiofficial
Exposes DeerFlow's multi-agent capabilities (deep research, data analysis, char…
 — ○ ⏳ — — — — — —
35515
sandraschi
MCP gateway to World Labs Marble + Spark 2.0 for generating navigable 3D worlds…
 — ○ ⏳ — — — — — —
35516
ahmedselimmansor-ctrl
A Model Context Protocol server for managing Oracle Cloud Infrastructure servic…
 — ○ ⏳ — N/A N/A — — —
35517
mcp-utils Claim 1
Data processing tools: CSV, cleaning, stats, image, report, save, shell
 — ○ — N/A N/A — 81 —
35518
xhaiben
test-mcp2 Claim
— ○ ⏳ — N/A N/A — 95 —
35519
This-Is-Hellgate
github-mcp 401? PAT wiring. x402 USDC Base. HOW TO PAY: secondeyesai.com/llms.t…
 — ○ ⏳ — — — — — —
35520
Try3D
JupyterMCP Claim
Enables AI agents to create, read, edit, and execute Jupyter notebook cells, ma…
 — ○ ⏳ — N/A N/A — — —
35521
stonecircle82
Bridges Tufin SecureTrack and SecureChange APIs with AI development workflows, …
 — ○ ⏳ — N/A N/A — — —
35522
CSOAI-ORG
churn-predictor-ai-mcp MCP server by MEOK AI Labs
 — ○ ⏳ — N/A N/A — — —
35523
Desearch-ai
Desearch AI Claim
Enable real-time AI-powered search capabilities including Twitter (X) and web s…
 — ○ ⏳ — N/A N/A — 95 —
35524
fastmcp-me
Enables AI assistants to interact with Magic-API development environment, suppo…
 — ○ ⏳ — N/A N/A — — —
35525
jarekpiot
provenonce Claim
Cryptographic identity, SIGIL naming, heartbeat, and passports for AI agents.
 — ○ ⏳ — N/A N/A — 95 —
35526
soren-olympus
Enables AI assistants to search for and book hotels via the Amadeus Travel API,…
 — ○ ⏳ — — — — — —
35527
unriddleautomation
xpoz Claim
— ○ ⏳ — N/A N/A — 95 —
35528
sshwsfc
MCP server for the AIRIOT IoT platform, enabling AI assistants to manage data t…
 — ○ ⏳ — — — — — —
35529
RectiFlex
Manage properties, companies, employees, invoices, materials, and more from Cen…
 — ○ ⏳ — N/A N/A — 95 —
35530
selfpatch
A thin MCP adapter that connects an LLM to the ros2_medkit SOVD HTTP API, enabl…
 — ○ ⏳ — — — — — —
35531
evalops
An MCP server that structures AI reasoning as directed acyclic graphs of semant…
 — ○ ⏳ — — — — — —
35532
Pyda-AI
A stateless FastMCP server that enables interaction with multiple Sentry instan…
 — ○ ⏳ — — — — 81 —
35533
blackducksoftware
AI-powered security scanning using Black Duck Signal for vulnerability detectio…
 — ○ ⏳ — N/A N/A — — —
35534
BlueWaterCorp
RiskModels Claim
US equity risk: decompose any stock into market/sector/subsector/residual bets …
 — ○ ⏳ — — — — — —
35535
mauurda
mcp Claim
Manage discussion topics, gather votes and video rationale, and read AI insight…
 — ○ ⏳ — N/A N/A — — —
35536
richard-devbot
BlenderMCP Claim
MCP server that integrates Blender with CSM.ai 3D assets and LLM agents, enabli…
 — ○ ⏳ — N/A N/A — — —
35537
CSOAI-ORG
Provides a 1-line USDC paywall wrapper for any FastMCP tool using the Coinbase …
 — ○ ⏳ — — — — — —
35538
abhishekrai43
VulScan-MCP Claim
MCP server that scans project dependencies for security vulnerabilities (CVEs) …
 — ○ ⏳ — N/A N/A — — —
35539
doshirush1901
ira-universe Claim
Public-safe visitor MCP for Claude Code and Cursor that explains what Ira is, h…
 — ○ ⏳ — N/A N/A — — —
35540
smizuoch
Exposes 42's intranet API via the Model Context Protocol, enabling LLM agents t…
 — ○ ⏳ — — — — — —
35541
cureonics
Mevzuat MCP Claim
mevzuat.gov.tr (T.C. Mevzuat Bilgi Sistemi) için MCP sunucusu. Kanun, KHK, Cumh…
 — ○ ⏳ — — — — 81 —
35542
filhocf
Enables AI assistants to operate Huawei Cloud resources (ECS, OBS, GaussDB, etc…
 — ○ ⏳ — — — — — —
35543
miguel-escribano
This MCP server is designed for **local deployment** with your own FIWARE infr…
 — ○ ⏳ — N/A N/A — 95 —
35544
andyast
MCP server for sharing source-backed engineering memory across AI coding client…
 — ○ ⏳ — N/A N/A — — —
35545
kongyo2
This MCP server provides detailed GitHub repository information by integrating …
 — ○ ⏳ — — — — 81 —
35546
weikio
Provides AI-assisted guidance for the Weik.io integration platform, enabling pl…
 — ○ ⏳ — — — — — —
35547
0x-Professor
Enables forensic investigators to acquire data from Android devices via ADB, in…
 — ○ ⏳ — N/A N/A — — —
35548
rrs1979
A Cloudflare Workers-based implementation of Model Context Protocol (MCP) serve…
 — ○ ⏳ — — — — 81 —
35549
lionkiii
A Model Context Protocol server that enables AI assistants to research competit…
 — ○ ⏳ — N/A N/A — — —
35550
wiremeM
Read-only ROSCA and savings-circle answers and calculators, from Wiremi's publi…
 — ○ ⏳ — — — — — —
Showing 35501–35550 of 43634 servers
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