MCP Server Quality Scores

Independent quality analysis of 69224 public MCP servers

69224
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 41 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
48951
mikegaruccio
Navigate and query OpenAPI specs with fuzzy search, pagination, and API testing
— ○ ⏳ — N/A N/A — 95 —
48952
mplogas
psu-mcp Claim
MCP server for programmable bench power supply control, enabling autonomous boo…
— ○ ⏳ — N/A N/A — — —
48953 — ○ ⏳ — N/A N/A — 95 —
48954
CSOAI-ORG
MEOK AAIF Agent Card MCP — Linux Foundation AAIF agent identity bridge. Issues …
— ○ ⏳ — — — — — —
48955
EvandroSchechtel
Connects AI agents to the WhatsApp Business Cloud API, allowing them to send me…
— ○ ⏳ — — — — 81 —
48956
HO44-PROJECT
JMRI MCP Claim
JMRI voice/chat control for DCC model railroads
— ○ ⏳ — N/A N/A — — —
48957
mambalabsdev
Find people at a company by role, seniority and department, with verified busin…
— ○ ⏳ — N/A N/A — — —
48958
parserelay
Enables document parsing into structured, confidence-scored fields via the scan…
— ○ ⏳ — — — — — —
48959
madtank
Exposes Amazon Nova Act browser-automation tools via the Model Context Protocol…
— ○ ⏳ — — — — — —
48960
youjunxiaji
A feedback-oriented MCP server with a Web UI for AI development workflows, enab…
— ○ ⏳ — N/A N/A — — —
48961
ignaciotachini
Local MCP server that turns Mark Builds Brands' YouTube knowledge into an AI co…
— ○ ⏳ — N/A N/A — — —
48962
LiterallyBlah
Dradis MCP Claim
Integrates with Dradis Pro to manage projects, vulnerabilities, content blocks,…
— ○ ⏳ — — — — — —
48963
oemoem12
Provides local agent capabilities for LM Studio including file I/O, terminal ex…
— ○ ⏳ — — — — — —
48964
nyx-builds
MCP server for scheduling tasks with cron-like recurring jobs, one-time tasks, …
— ○ ⏳ — N/A N/A — — —
48965
Milor123
A minimalist MCP server that fetches transcripts from YouTube videos using the …
— ○ ⏳ — — — — — —
48966
mssql-writer Claim 2
MCP server for Microsoft SQL Server — read and data write operations, no DDL
— ○ — N/A N/A — 81 —
48967
swesmith-repos
An MCP server that wraps the Apache Airflow REST API, enabling clients to manag…
— ○ ⏳ — — — — 81 —
48968
boringstudio-org
A comprehensive MCP server suite that enables AI interaction with Gitea for rep…
— ○ ⏳ — N/A N/A — 95 —
48969
herotech101
Hardened C# Model Context Protocol (MCP) server for MS SQL Server and PostgreSQ…
— ○ ⏳ — N/A N/A — — —
48970
prenats
An MCP server that enables Claude Code to generate context-aware images using l…
— ○ ⏳ — N/A N/A — — —
48971
sandraschi
A FastMCP server providing comprehensive file system, Docker, and Git operation…
— ○ ⏳ — N/A N/A — — —
48972 — ○ ⏳ — N/A N/A — 95 —
48973
mailgent
hivekey.ai Claim
Identity infrastructure for AI agents. Email, credentials, and 2FA — everything…
— ○ ⏳ — — — — 81 —
48974
Enables coding agents to coordinate edits, reviews, and escalations without fil…
— ○ — N/A N/A — 76 —
48975
pzfreo
MCP server that exposes build123d parametric CAD operations as tools, enabling …
— ○ ⏳ — N/A N/A — — —
48976
tether-md
Tether MD Claim
Enables anchored comments in Markdown files that AI agents can propose changes …
— ○ ⏳ — N/A N/A — — —
48977
halilcengel
IzmirMCP Claim
MCP server for accessing real-time Izmir public transport data (IZBAN, ESHOT, T…
— ○ ⏳ — — — — — —
48978
Quartalis
A minimal MCP server with calculator and memory store tools, ready to use with …
— ○ ⏳ — N/A N/A — — —
48979
danielrosehill
Enables management of BTRFS snapshots via Snapper and monitoring of BTRFS files…
— ○ ⏳ — N/A N/A — — —
48980
b3nw
MCP server for Hunter Hydrawise irrigation controllers, exposing the Hydrawise …
— ○ ⏳ — — — — — —
48981
dockai
dock-ai Claim
Discover whether a business domain has a ready-to-use connector so you can shop…
— ○ ⏳ — — — — 81 —
48982
evan-follis-u0ll
preflight Claim
Check if your MCP server is ready to publish on the MCP Registry, Smithery, or …
— ○ ⏳ — — — — 81 —
48983
moinsen-dev
Bridges AI agents with Tauri desktop applications for intelligent debugging, te…
— ○ ⏳ — N/A N/A — — —
48984
lazymac2x
Cloudflare Workers MCP server: crypto-signal
— ○ ⏳ — — — — — —
48985
srotzin
Pre-attestation gate for AI inference that checks compliance conditions and iss…
— ○ ⏳ — — — — — —
48986
treesoop
ai-news-mcp Claim
Aggregates and curates AI/tech news from 12 sources every 6 hours, providing pr…
— ○ ⏳ — — — — — —
48987
Kevin29Johnson
A real-time Formula 1 analytics server that lets you ask natural language quest…
— ○ ⏳ — N/A N/A — — —
48988
clemsai
Give AI agents their own email inboxes. Create, send, receive, and manage email…
— ○ ⏳ — — — — — —
48989
dawiegriesel
An MCP server that scaffolds full-stack projects with consistent structure, Doc…
— ○ ⏳ — N/A N/A — 95 —
48990
fedosis
An independent memory service for AI agents that stores and retrieves facts wit…
— ○ ⏳ — N/A N/A — — —
48991
axel-belfort
HTML to Markdown converter API for AI agents. Convert HTML to clean Markdown: s…
— ○ ⏳ — — — — 81 —
48992
AkbariKishan
Memory MCP Claim
An advanced cognitive memory agent for AI chatbots that provides long-term, aut…
— ○ ⏳ — N/A N/A — — —
48993
ajmalaksar25
gsc-mcp Claim
Turns Google Search Console into an SEO copilot by enabling natural language qu…
— ○ ⏳ — N/A N/A — — —
48994
hyperpolymath
Unified MCP for 20 databases: SurrealDB, ArangoDB, Virtuoso, CouchDB, Cassandra…
— ○ ⏳ — N/A N/A — 95 —
48995
nishant-gudipaty
A database-agnostic MCP server that enables natural language queries to your da…
— ○ ⏳ — N/A N/A — — —
48996
BounceProtect
Email validation and SMTP verification for Claude Desktop, Cursor, and Claude C…
— ○ ⏳ — — — — — —
48997
Zfinix
gta_mcp Claim
Enables GTA Online money making with live tools for weekly bonuses, business tr…
— ○ ⏳ — N/A N/A — 95 —
48998
aayushmittall
A stateless Python MCP server packaged as a custom AWS Lambda container image, …
— ○ ⏳ — — — — — —
48999
CSOAI-ORG
Children's privacy compliance: COPPA (US), FERPA (US edu), EU AI Act children's…
— ○ ⏳ — N/A N/A — — —
49000
frogeye-ai
Zero-config MCP security scanner for AI-generated apps. 25K+ vulnerability patt…
— ○ ⏳ — — — — — —
Showing 48951–49000 of 69224 servers
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