MCP Server Quality Scores

Independent quality analysis of 67181 public MCP servers

67181
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 20 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
39401
anilvermaspeaks
A minimal MCP server using FastMCP to demonstrate tool creation, including a ge…
N/A N/A
39402
saml7n
parbaked Claim
Scaffold invite-only Python/FastAPI apps: auth, admin dashboard, dev server, de…
39403
cshara1
Enables AI agents to safely and structurally edit Jupyter Notebook (.ipynb) fil…
N/A N/A
39404
skillzmarket
Enables AI assistants to search, get info, call, and review paid AI skills on S…
39405
giauphan
Enables AI agents to interact with both frontend and backend projects by provid…
N/A N/A
39406
parkavenue9639
Bridges Codex to external CLI coding agents for read-only code analysis and det…
N/A N/A
39407
IvanTereshin
yougile-mcp Claim
A production-grade Model Context Protocol server for YouGile that lets AI agent…
39408
justinmccuistion
orca-ai-mcp Claim
Integrates with Orca AI's HUNT Platform API to search for information about peo…
39409
xhaiben
test-mcp2 Claim
N/A N/A 95
39410
raulisai
mcpGetImage Claim
An MCP server for generating candy product images with white backgrounds and re…
N/A N/A
39411
animaios
MCP server that lets AI agents perform Google AI Mode searches using the user's…
N/A N/A
39412
LokmenoWer
best-cad-mcp Claim
Windows AutoCAD MCP server for handle-first CAD automation, validation, and dra…
N/A N/A
39413
pipeworx-io
Provides a Luhn check-digit validation tool for numeric strings such as credit …
39414
SamuelBrudner
Connects AI assistants to LabArchives electronic lab notebooks, enabling queryi…
39415
amekala
MCP server for managing and analyzing Amazon Advertising data through natural l…
39416
Heretek-RE
Enables querying a curated reverse engineering knowledge base covering techniqu…
39417
pipeworx-io
Enables AI agents to search and query Town of Grand Chute, Wisconsin open geosp…
39418
SaiKrishnan-Bilue
Enables adding, reading, updating tasks via Claude with a SQLite backend.
N/A N/A
39419
sjgant80-hub
Exposes foldkit's 7-prime spine, 7 κ-bands, and 6 fold operations as native too…
39420
Augmented-Nature
Provides access to BioThings.io APIs for comprehensive gene and variant annotat…
39421
GTCC777
lp-copilot Claim
LP copilot: free position enumeration on 7 chains + paid range backtests, IL fo…
N/A N/A
39422
godrix
MCP server for Argo CD that provides multi-environment profiles, SSO or API key…
39423
DevShiftTeam
MCP server for AI image generation and editing using Google Gemini image models.
N/A N/A
39424
ujjwalredd
Read-only MCP server for querying H-1B sponsoring employers from the USCIS data…
N/A N/A
39425
validpilot
An MCP server for validating AI-generated code through automated browser testin…
N/A N/A
39426 N/A N/A 95
39427
poliakarmai
bybit-ws Claim
An MCP server that enables AI agents to scan the market, manage positions, and …
39428
kvas-it
mcp-ltm Claim
Provides persistent long-term memory for AI assistants with tag-based retrieval…
N/A N/A
39429
cuiheng511
FilePilot AI Claim
Local-first MCP server for safely searching, reading, summarizing, tagging, ded…
N/A N/A
39430
apurwa
gdocs-mcp Claim
MCP server for Google Docs and Sheets that enables AI assistants to read, creat…
N/A N/A
39431
brunoruyu
Remote MCP server for AWS Athena that allows executing SQL queries, checking st…
N/A N/A
39432
meilSop
Provides tools for AI assistants to list, search, and get details of YApi inter…
N/A N/A
39433
damiancolo
Connects AI agents to a collective creativity platform where they can publish, …
39434
a526800921
Wingman Claim
A wingman MCP server for Claude Code that provides auxiliary tools for file sum…
N/A N/A
39435
CHANGCHINFU
mcp-gauge Claim
US government data (USGS/NOAA/SEC/FDA) with cryptographic proof; x402 pay-per-c…
39436
fastmcp-me
Provides a user-defined list of llms.txt files and a fetch_docs tool to read do…
39437
Ausium
Enables chaos engineering on Kubernetes clusters by providing tools to inject f…
39438
lennney
Free multi-source search for AI agents with multi-source verification, token sa…
39439
luke-fairbanks
Enables AI agents to discover, configure, and manage local development servers.…
N/A N/A
39440
sjgant80-hub
MCP server for foldkit that exposes the 7-prime spine, 7 κ-bands, and 6 fold op…
N/A N/A
39441
Kayvan-Zahiri
ats Claim
Which ATS does a company use? Portal-verified answers for 743 employers + resum…
39442
dtinth
Enables uploading PR screenshots to Cloudflare R2 via presigned URLs, allowing …
39443
peteretelej
Provides AI assistants with semantic search and read access to local files and …
39444
ali-kh7
A Model Context Protocol compliant server that facilitates comprehensive web re…
81
39445
indulge
An MCP server that exposes the Leela Chess Zero neural-network chess engine to …
N/A N/A
39446
runapi-ai
Enables image editing, remixing, and text-to-image generation using Qwen 2 mode…
39447
mohrstade
Exposes a semantic layer on GA4 event data in BigQuery via an MCP server for co…
39448
pipeworx-io
Enables querying nonprofit organization data through the ProPublica Nonprofit E…
39449
krazke
Kodama MCP Claim
AST-aware code exploration MCP server for AI agents, optimized for token effici…
N/A N/A
39450
andreibesleaga
Enables AI assistants to interact with EV charging infrastructure through OCHP …
Showing 39401–39450 of 67181 servers
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