MCP Server Quality Scores

Independent quality analysis of 66534 public MCP servers

66534
Discovered
31841
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 33 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
42201
a.shkurenkov
gfhf Claim
N/A N/A 95
42202
skiddgoddamn
MCP server for Tilda with mass editing capabilities, combining read-only offici…
N/A N/A
42203
archfill
Tsumugi Claim
An MCP-based memory layer for autonomous agents that provides observation, memo…
42204
ademdeniz
An MCP server that gives Claude direct control of a real browser via Playwright…
N/A N/A
42205
donggyun112
keymem Claim
Associative key-graph memory for LLM agents — recall by association, not vector…
N/A N/A
42206
sinagilassi
PyMemSim-MCP Claim
Exposes membrane simulation capabilities through an MCP server, enabling gas ho…
42207
devkievskiy
A Model Context Protocol (MCP) server that gives Claude a persistent personal n…
N/A N/A
42208
Bigred97
ausdata-mcp Claim
28 tools over 9 AU gov data sources (ABS, RBA, ATO, APRA, AIHW, ASIC, AEMO, BOM…
N/A N/A
42209
Flupke68
Ultimath Claim
Stop hallucinating numbers. An MCP server that runs every math expression throu…
42210
lokesh1382
Enables product management (add, fetch) through natural language using Claude D…
N/A N/A
42211
forgemeshlabs
Free travel utilities plus live x402 travel intelligence: $0.01 Travel Pulse di…
42212
ragalgo
ragalgo-mcp Claim
Deliver scored market context for Korean stocks and crypto to drive confident d…
N/A N/A 95
42213
Neel-XV
A Model Context Protocol (MCP) server built with FastMCP that provides tools fo…
N/A N/A
42214
nima
axint Claim
Open-source TypeScript/Python → Swift compiler for Apple platforms. AI agents w…
81
42215
nlapi
Cabrini Claim
Intelligence exchange for AI agents. Contribute reasoning. Earn data. No keys r…
42216
AshMet
vibemap-mcp Claim
Load & create VibeMap product specs from your coding agent; sync build progress.
N/A N/A
42217
luutuankiet
Enables LLMs to interact with Python environments, execute code, manage files, …
N/A N/A
42218
steinzi
netlab-mcp Claim
Wraps ipspace/netlab as an engine to give LLMs access to validated, lab-tested …
42219
AiAgentKarl
Trust and reputation system for AI agents, enabling tracking, verifying, and bu…
N/A N/A
42220
amilcarex
MCP server that exposes Strapi v5 content management, visual layout configurati…
42221
279458179
提供热点获取、图片分析和成品文案生成等MCP工具,帮助AI Agent直接生成小红书、抖音等平台的可复制粘贴文案。
N/A N/A
42222
ngsrv
ngsrv-mcp Claim
MCP server for ngsrv tunnels that exposes local HTTP ports on public HTTPS URLs…
42223
cariohca-ux
Real BTC full node: fees, mempool, txs, portfolio, trace, whales, SEC, scraping…
42224
sachicali
Provide advanced YouTube data extraction and analysis capabilities including mu…
N/A N/A 95
42225
sebastianall1977
gmail-mcp5 Claim
N/A N/A 95
42226
northernvariables
Provides access to Canadian federal parliamentary data (debates, bills, MPs, vo…
81
42227
restkhz
Enables LLMs to automate reverse engineering tasks using Cutter, including func…
N/A N/A
42228
tone-row
MCP server for semantic search over Google Drive documents, enabling AI tools t…
N/A N/A
42229
TheWinci
local-rag Claim
Semantic code search for AI agents — hybrid vector + BM25 with cross-encoder re…
N/A N/A 95
42230
project-nomos
An MCP server that enables AI agents to read and write Slack messages as the us…
N/A N/A
42231
easyweek-fvmn
EasyWeek Claim
EasyWeek is an all-in-one booking and business management platform for salons, …
N/A N/A 95
42232
chocoboy-dev
Mi-Mi-Mi MCP Claim
Adds emotional reactions (emojis, text, sounds) to code generation in opencode,…
N/A N/A
42233
Sendbyte-Africa
Enables AI agents to send emails and manage sending domains, templates, analyti…
N/A N/A
42234
zhitongblog
Unterm Claim
The terminal AI agents can drive: a cross-platform desktop terminal (macOS/Linu…
N/A N/A
42235
giantrksa
Provides Indonesian stock (IDX) analysis tools for Claude Code, enabling real-t…
N/A N/A
42236
microhenrio
Debug microcontrollers directly from Claude. This is an MCP server that drives …
N/A N/A
42237
vincentspereira
Enterprise-grade AI memory infrastructure with multi-agent support, providing 1…
N/A N/A
42238
paonebharti
Enables file system operations (read, write, list, search, watch, batch process…
N/A N/A
42239
InquiryInstitute
imscc-mcp Claim 1
An MCP server that enables the creation of Canvas Common Cartridge (.imscc) pac…
N/A N/A 95
42240
joe5saia
nyt-mcp Claim
MCP server for New York Times APIs, enabling search, top stories, popular artic…
42241
sandraschi
Wraps opencode CLI's HTTP API into MCP tools for agent run, session management,…
N/A N/A
42242
gawirable
office-mcp Claim
MCP server for reading, writing, editing, formatting, and exporting Microsoft O…
N/A N/A
42243
taygunsavas
Control the Unity Editor from any MCP host. One package install, one click, and…
N/A N/A
42244
awalcutt
Enables AI assistants to access Washington State Legislature data for bill trac…
42245
JeremyJiao01
Terrain Claim
Terrain indexes entire codebases into a queryable knowledge graph, providing AI…
N/A N/A
42246
Mum3n8r
Generates AI-written personalized cold email opening lines from a prospect's we…
42247
NIHAR-SARKAR
Cyber Host Artificial Intelligence (C.H.A.I) An autonomous penetration testing…
N/A N/A
42248
chainpayto
Enables AI agents to directly operate ChainPay cryptocurrency payment system, i…
42249
ariburaco
A Model Context Protocol server that provides semantic search and intelligent a…
42250
grat-cellpm
Integrates with Google Docs and Gmail to enable document editing and email draf…
N/A N/A
Showing 42201–42250 of 66534 servers
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