MCP Server Quality Scores

Independent quality analysis of 69052 public MCP servers

69052
Discovered
→
33772
Scored
→
2112
Verified
→
16953
Complete

Last updated 7 hours, 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
62751
NeelContractor
Enables users to track expenses by adding, listing, and summarizing them with c…
— ○ ⏳ — — — — — —
62752
Neuratel-AI
Control your voice AI platform through natural language from any MCP-compatible…
— ○ ⏳ — — — — 81 —
62753
adacreativeco
ADA Turbo Claim
Provides a complete agency operating system with 20+ roles (strategy, creative,…
— ○ ⏳ — N/A N/A — — —
62754
dontuh3
Gives AI agents access to The Latent Lounge, an arcade, dueling hall, and philo…
— ○ ⏳ — — — — — —
62755
btafoya
boxes-mcp Claim
Enables management of GNOME Boxes virtual machines through libvirt/virsh with l…
— ○ ⏳ — N/A N/A — — —
62756
nikos.workflow
demo Claim
— ○ ⏳ — N/A N/A — 95 —
62757
jmpijll
A code-mode MCP server for the Unraid 7.2+ GraphQL API that exposes search and …
— ○ ⏳ — — — — — —
62758
jmagar
Synapse RMCP Claim
Rust MCP and CLI server for Docker, host inspection, SSH, logs, ZFS, and safe f…
— ○ ⏳ — N/A N/A — — —
62759
Matheus-Gama-deluna
Maestro Claim
An autonomous MCP server for AI-assisted development with zero-API approach, au…
— ○ ⏳ — N/A N/A — — —
62760
yuga-hashimoto
A local MCP bridge that lets ChatGPT control opencode sessions for code modific…
— ○ ⏳ — — — — — —
62761
yufei8807
mysql-mcp Claim
Enables read-only SQL queries and datasource listing for MySQL databases via MC…
— ○ ⏳ — N/A N/A — — —
62762
goodwokdev
op-mcp Claim
Enables to manage 1Password resources including vaults, items, documents, users…
— ○ ⏳ — N/A N/A — — —
62763
erlio
invezgo Claim
— ○ ⏳ — N/A N/A — 95 —
62764
Galb-collab
A comprehensive MCP server for rekordbox database management with real-time dat…
— ○ ⏳ — N/A N/A — — —
62765
I-Fun
Enables deploying a remote MCP server without authentication on Cloudflare Work…
— ○ ⏳ — — — — — —
62766
petersenmatthew
An MCP server that gives desktop AI apps access to your Waterloo LEARN courses,…
— ○ ⏳ — N/A N/A — — —
62767
zenskar
Enables natural language interaction with the Zenskar billing platform, coverin…
— ○ ⏳ — — — — — —
62768
huebnermarketing
MCP server for the Keka HRM API, enabling HR operations like employee managemen…
— ○ ⏳ — N/A N/A — — —
62769
nguthrie
Lets AI assistants shop at UCP-enabled merchants through tools for discovery, c…
— ○ ⏳ — — — — — —
62770
Arke-Institute
Enables semantic search across the Arke Institute's extensive archive of NARA r…
— ○ ⏳ — — — — 81 —
62771
k2iser
MCP server for FIWARE Orion Context Broker enabling LLMs to manage NGSI-v2 cont…
— ○ ⏳ — — — — — —
62772
mydriver-paris
Enables booking premium private chauffeur transfers in Paris and across Europe …
— ○ ⏳ — N/A N/A — — —
62773
Bynn-Intelligence
Bynn Claim
Document fraud detection for manipulated, fake and AI-generated PDF and image d…
— ○ ⏳ — — — — — —
62774
IlyesTal
akyn-ai Claim
Turn any data source into an MCP server in 5 minutes. Build knowledge bases tha…
— ○ ⏳ — — — — — —
62775
ajaychinthapalli
A Model Context Protocol (MCP) server for managing GitHub webhooks at both orga…
— ○ ⏳ — N/A N/A — — —
62776
salmankhan-prs
MCP-based code evaluation harness — sandboxed execution + LLM quality scoring.
— ○ ⏳ — N/A N/A — — —
62777
antonio-orionus
Enables AI agents to inspect, plan, download, and postprocess media from YouTub…
— ○ ⏳ — N/A N/A — — —
62778
epsteinj
inkbloc Claim
Collaborative document workspace with interactive AI blocks
— ○ ⏳ — N/A N/A — 83 —
62779
buenosiempre-cmd
Enables AI to search and retrieve regulations from Dongguk University's integra…
— ○ ⏳ — — — — — —
62780
urbanmorph
Description: Query India's open geo data in natural language. 8 tools: list lay…
— ○ ⏳ — — — — — —
62781
greydina
MCP server for querying real-time Argentine economic data, including dollar exc…
— ○ ⏳ — — — — — —
62782
Ninjabeam20
sportiq-mcp Claim
MCP tools for FIFA World Cup 2026 football, Formula 1, and IPL cricket — sims, …
— ○ ⏳ — N/A N/A — — —
62783
weiyongxu
mne-docs Claim 1
MCP server for MNE-Python documentation, source code, GitHub issues, and forum
— ○ ⏳ — N/A N/A — 83 —
62784
d01ki
Pentest-mcp Claim
Unified penetration testing MCP server for Claude Desktop providing 34 security…
— ○ ⏳ — N/A N/A — — —
62785
wealthAPI-eu
mcp-server Claim
Read-only MCP server for wealthAPI: portfolio, cash-flow, and dividend insights…
— ○ ⏳ — N/A N/A — — —
62786
code-cheers
Enables creating a Contra-style game session that can be played inline in MCP-c…
— ○ ⏳ — — — — — —
62787
Thanhdeptr
Enables AI-powered Kubernetes management using natural language, supporting kub…
— ○ ⏳ — — — — — —
62788
foxter-io
mcp-mysql Claim
Full-featured MCP server for MySQL and MariaDB with 99 tools covering databases…
— ○ ⏳ — — — — — —
62789
yumeiriowl
An MCP server that builds a knowledge graph from code and text documents, enabl…
— ○ ⏳ — N/A N/A — — —
62790
yeneryigitcelik-debug
dolores Claim
dolores is an MCP server that gives AI agents persistent memory using Postgres …
— ○ ⏳ — N/A N/A — — —
62791
maxancedecot
Gripp MCP Claim
MCP server for the Gripp API, enabling CRUD operations on Gripp entities with b…
— ○ ⏳ — — — — — —
62792
dann26parr69
Give your AI agent safe, plain-English access to any database via MCP. Ask ques…
— ○ ⏳ — — — — — —
62793
ViditJain123
Enables Claude to read and analyze large architectural drawing PDFs by slicing …
— ○ ⏳ — N/A N/A — — —
62794
simiancraft
A Model Context Protocol server for Gmail that lets AI assistants read, send, s…
— ○ ⏳ — — — — — —
62795
Patheras
directory Claim
Discover and query every business on ANOTS — search, ask, or find-and-ask over …
— ○ ⏳ — — — — — —
62796
Rello
Provides MCP tools for searching, retrieving, and answering questions about ind…
— ○ ⏳ — — — — — —
62797
greerso
upwork-mcp Claim
MCP server for the Upwork GraphQL API enabling job search, contract management,…
— ○ ⏳ — — — — — —
62798
orchestra-hq
Enables interaction with the Orchestra API for managing pipelines, runs, logs, …
— ○ ⏳ — N/A N/A — — —
62799
Ink01101011
Brings Claude Code's context compaction to any MCP host, enabling agents to gau…
— ○ ⏳ — N/A N/A — — —
62800
sacahan
CasualMarket Claim
A Taiwan stock trading MCP server providing over 23 tools for real-time stock p…
— ○ ⏳ — — — — — —
Showing 62751–62800 of 69052 servers