MCP Server Quality Scores

Independent quality analysis of 69313 public MCP servers

69313
Discovered
→
33947
Scored
→
2112
Verified
→
16953
Complete

Last updated 8 hours, 8 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
43401
expel-io
A Model Context Protocol (MCP) server for the Atlassian Goals API. Enables AI a…
— ○ ⏳ — — — — — —
43402
yeuidowanter
fn_ora_mcp Claim
Enables Claude Code to query Oracle DB package code using natural language, wit…
— ○ ⏳ — N/A N/A — — —
43403
lucasastorian
edgarmcp Claim
MCP server for SEC EDGAR that provides real-time access to filings, financial s…
— ○ ⏳ — — — — — —
43404
fastmcp-me
Enables natural language querying and management of Snowflake databases, includ…
— ○ ⏳ — — — — — —
43405
Yusufihsangorgel
An MCP server that lets an agent inspect and operate Redis-backed job queues, s…
— ○ ⏳ — — — — — —
43406
Terobyte
Librarian Claim
Deterministic ebook-to-markdown pipeline with MCP tools to browse, search, and …
— ○ ⏳ — N/A N/A — — —
43407
dancleary54
Convalytics Claim
Web and product analytics for Convex apps. MCP server to chat with AI about you…
— ○ ⏳ — — — — 81 —
43408
TheHexaflux
基于高德天气API的MCP服务器,可通过adcode查询实时天气和未来3天预报。
— ○ ⏳ — — — — — —
43409
FarhanUllah382
QuestMCP Claim
Enables AI agents to post real-world tasks, match them to people, and release p…
— ○ ⏳ — N/A N/A — — —
43410
eltociear
Detects leaked secrets & API keys: 32+ provider rules (AWS, GitHub, Stripe, Ope…
— ○ ⏳ — N/A N/A — — —
43411
tangcent
Indexes local Maven and Gradle caches to enable AI agents to search for Java cl…
— ○ ⏳ — N/A N/A — — —
43412
alicetears
Provides structured instructions to Cursor for generating comprehensive system …
— ○ ⏳ — — — — — —
43413
utilsforagents
A suite of essential utility tools for AI agents, featuring clean HTML-to-Markd…
— ○ ⏳ — — — — 81 —
43414
lekt9
Unbrowse Claim
Connect to any website's backend directly by indexing it with our chrome extens…
— ○ ⏳ — — — — 81 —
43415
mcpassistant
Enables automated testing and coverage reporting for MCP services with test exe…
— ○ ⏳ — N/A N/A — 95 —
43416
ayhammouda
Local, read-only retrieval over official Python standard library docs with exac…
— ○ ⏳ — N/A N/A — — —
43417
scribemail
scribe Claim
Manage Scribe email signatures: templates, teammates, smart fields and campaign…
— ○ ⏳ — — — — — —
43418
AjithJS99
solana-mcp Claim
Enables AI agents to interact with the Solana blockchain for DeFi, NFTs, and We…
— ○ ⏳ — N/A N/A — — —
43419
jyagunii-bot
now-mcp Claim
Provides the current date and time, enabling Claude to be time-aware. Supports …
— ○ ⏳ — — — — — —
43420
root
Detect AI-generated images, videos, and audio with identifAI's deepfake detecti…
— ○ ⏳ — — — — 81 —
43421
easynodexyz
MCP server enabling AI agents to purchase VPS and blockchain node products usin…
— ○ ⏳ — N/A N/A — — —
43422
Saml1211
Bridges AI assistants with Rubberduck VBA to enable code analysis, module manag…
— ○ ⏳ — N/A N/A — — —
43423
ruthvik-947
A local MCP server that maintains and serves personal identity context to LLMs.
— ○ ⏳ — N/A N/A — — —
43424
RadonUmar
ctalk Claim
Enables coworkers to register profiles, ask questions, check inboxes, propose d…
— ○ ⏳ — — — — — —
43425
ammons-datalabs
MCP server providing persistent memory for LLMs via semantic search over captur…
— ○ ⏳ — N/A N/A — — —
43426
ufo2243
nba-mcp Claim
MCP server for NBA live data and stats, providing read-only tools to query live…
— ○ ⏳ — — — — — —
43427
Eddym06
Enables AI assistants to control Chrome using real user profiles, providing und…
— ○ ⏳ — N/A N/A — — —
43428
LizardLiang
Enables AI agents to read and edit entity-relationship diagrams and SQL databas…
— ○ ⏳ — — — — — —
43429
ayush-s-tomar
An MCP server that exposes an AI project portfolio as queryable tools, allowing…
— ○ ⏳ — N/A N/A — — —
43430
mSaeedS
JFrog MCP Claim
Read-only MCP server for JFrog Artifactory repository intelligence, enabling li…
— ○ ⏳ — — — — — —
43431
ehukaimedia
Enables AI agents to manage Google Tag Manager, Google Search Console, and Goog…
— ○ ⏳ — — — — 81 —
43432
Algovate
minimax-omni Claim
MCP server for MiniMax's multimodal generation models, enabling text-to-speech,…
— ○ ⏳ — N/A N/A — — —
43433
nielspeter
Enables real-time code analysis for JavaScript, TypeScript, and Python through …
— ○ ⏳ — N/A N/A — — —
43434
buildingjoshbetter
TrueMemory Claim
A living memory system that ingests long-horizon data to infer insights, enabli…
— ○ ⏳ — N/A N/A — — —
43435
vector-memory Claim 1
Semantic document memory using Redis vector store. Save and recall files with n…
— ○ — N/A N/A — 81 —
43436
lalit9168
Enables AI agents to perform web searches, extract webpage content, and conduct…
— ○ ⏳ — — — — — —
43437
pratishank05
Enables natural language search over indexed codebases with source citations an…
— ○ ⏳ — — — — — —
43438
hkopenai
Provides access to Hong Kong climate and weather data from the Hong Kong Observ…
— ○ ⏳ — — — — — —
43439
Kim-soung-won
hgefge Claim
— ○ ⏳ — N/A N/A — 95 —
43440
EduardoDknight
Provides secure, read-only database queries, HTTP GET requests with anti-SSRF p…
— ○ ⏳ — N/A N/A — — —
43441
lazymac2x
Cloudflare Workers MCP server: ai-provider-status
— ○ ⏳ — — — — — —
43442
xlfish233
Memvid MCP Claim
MCP server providing cognitive memory storage with dual memory system (project …
— ○ ⏳ — N/A N/A — — —
43443
rhein1
Capability router for autonomous agents. 12 MCP tools for discovery, registrati…
— ○ ⏳ — — — — 81 —
43444
Cyoda-platform
Enables AI assistants to interact with Cyoda platform entities and workflows th…
— ○ ⏳ — — — — — —
43445
BitingSnakes
pytorch-mcp Claim
A full-featured MCP server for PyTorch documentation workflows, providing tools…
— ○ ⏳ — — — — — —
43446
eh24905-wiz
gcal-mcp Claim
A Model Context Protocol (MCP) server for read-only Google Calendar integration…
— ○ ⏳ — — — — — —
43447
Olostep MCP server for web scraping, google search and website urls search.
— ○ — N/A N/A — 81 —
43448
sercant
Enables reading Slack channels, messages, and threads using the web interface v…
— ○ ⏳ — N/A N/A — — —
43449
codingmachineedge
A low-level computer-use MCP server that exposes raw desktop control (mouse, ke…
— ○ ⏳ — — — — — —
43450
dinnger
Carbono Claim
Enables AI to generate images by describing them with HTML using Tailwind CSS a…
— ○ ⏳ — N/A N/A — — —
Showing 43401–43450 of 69313 servers
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