MCP Server Quality Scores

Independent quality analysis of 69070 public MCP servers

69070
Discovered
→
33800
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 56 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
60201
CSOAI-ORG
AI-assisted COBOL to modern stack bridge that parses COBOL programs, maps to Py…
— ○ ⏳ — — — — — —
60202
monkberryy
Enables playing the board game Codenames cooperatively with an AI spymaster (Cl…
— ○ ⏳ — — — — — —
60203
zackbissell
A powerful AI-driven tool that helps developers create beautiful, modern UI com…
— ○ ⏳ — — — — 81 —
60204
S-onu112
An MCP server that connects LLMs (Ollama, OpenAI, Anthropic) with desktop autom…
— ○ ⏳ — N/A N/A — — —
60205
omeirhaeghe
A weather-reactive MCP server that renders rich Open-Meteo weather widgets and …
— ○ ⏳ — — — — — —
60206
Nelson-PROIA
freebox-mcp Claim
A spec-driven MCP server that exposes the entire Freebox OS API as ~230 MCP too…
— ○ ⏳ — N/A N/A — — —
60207
CentralInfraCore
Stores and serves a single conversation/session context for CIC agents, providi…
— ○ ⏳ — — — — — —
60208
skywall34
A Model Context Protocol (MCP) server that provides access to a trip tracking S…
— ○ ⏳ — N/A N/A — — —
60209
gacabartosz
ksef-mcp Claim
Enables AI assistants to interact with the Polish National e-Invoice System (KS…
— ○ ⏳ — N/A N/A — — —
60210
DataTalesByAgos
Wraps GitLab Duo CLI as an MCP tool for code review, enabling agents to get str…
— ○ ⏳ — N/A N/A — — —
60211
liyanfu896-cpu
Provides safe local-model MCP support tools (summarization, classification, cri…
— ○ ⏳ — N/A N/A — — —
60212
jorgeguberte
Provides tools to search and retrieve papers, metadata, full text, figures, and…
— ○ ⏳ — — — — — —
60213
mchdeore
An MCP server that provides deterministic math computation (numeric, symbolic, …
— ○ ⏳ — N/A N/A — — —
60214
check-technologies
An MCP server that provides 263 tools for managing payroll operations including…
— ○ ⏳ — N/A N/A — — —
60215
MuhammadShayanUmarX
This MCP server provides tools to manage a todo list with CRUD operations, enab…
— ○ ⏳ — N/A N/A — — —
60216
Littlecowherd
Establishes feedback-oriented development workflows with Web UI and desktop app…
— ○ ⏳ — — — — — —
60217
others-git
hypermnesia Claim
A semantic memory store for AI agents, enabling persistent memory across sessio…
— ○ ⏳ — — — — — —
60218
codekuik
Enables KUIK Agent to access on-premise SMB/CIFS shares on a Windows Server usi…
— ○ ⏳ — — — — — —
60219
CTRLabs
CTRL Claim
Visual DeFi workflow automation on Base + Ethereum mainnet.
— ○ ⏳ — — — — — —
60220
fgulen
A fully local MCP server for browser automation using Playwright, providing 25 …
— ○ ⏳ — N/A N/A — — —
60221
Grinv
A TypeScript template for building MCP servers with reusable infrastructure inc…
— ○ ⏳ — N/A N/A — — —
60222
capiscio
a2a-demos Claim
Demo agents showcasing CapiscIO Agent Guard and MCP Guard — trust badges, ident…
— ○ ⏳ — N/A N/A — — —
60223
ADI2084
Enables intelligent troubleshooting, monitoring, and configuration of Cisco Mer…
— ○ ⏳ — — — — — —
60224
CSOAI-ORG
EU AI Act compliance for AI agents. 410 articles from EUR-Lex via FTS5 search. …
— ○ ⏳ — N/A N/A — — —
60225
557888-pixel
Retrieves game logs from the Lumigame platform, including recent logs and sign-…
— ○ ⏳ — N/A N/A — — —
60226
neomorrison
A full-featured MCP server for the ElevenLabs API that brings text-to-speech, s…
— ○ ⏳ — N/A N/A — — —
60227
trwilcoxson
memora-mcp Claim
Provides persistent, semantic, cross-session memory for coding agents, backed b…
— ○ ⏳ — N/A N/A — — —
60228
prismeai
Provides Prisme.ai tools for workspaces, automations, apps, events, files, AI K…
— ○ ⏳ — N/A N/A — — —
60229
es617
cc-tap Claim
An MCP server that bridges Claude Desktop and Claude Code by letting Desktop re…
— ○ ⏳ — N/A N/A — — —
60230
Zehee
Provides persistent, Markdown-based memory for Kimi Code CLI, enabling cross-se…
— ○ ⏳ — N/A N/A — — —
60231
EaseHee
rhino-mcp Claim
Enables Claude to drive Rhino 8 and Grasshopper for geometry creation, manipula…
— ○ ⏳ — — — — — —
60232
zanewebb
Turns natural-language requests into printable Gridfinity STL/STEP files for bi…
— ○ ⏳ — N/A N/A — — —
60233
uofuonye
regulatory Claim
Live US federal and state regulatory changes and grant programs, every result c…
— ○ ⏳ — — — — — —
60234
sudenlee
Enables AI agents to query MongoDB databases and project management REST APIs t…
— ○ ⏳ — — — — 81 —
60235
nyx-builds
A webhook management and delivery service with MCP tools for endpoints, deliver…
— ○ ⏳ — N/A N/A — — —
60236
iamgoatedaf
lighter-mcp Claim
A portable MCP server that exposes Lighter trading to any MCP-capable agent wit…
— ○ ⏳ — — — — — —
60237
jimingyuan7
wechat-mcp Claim
An MCP server for sending and receiving WeChat messages, built on Tencent's iLi…
— ○ ⏳ — — — — — —
60238
yangliu4525-cy
为安宁疗护陪护志愿者提供一站式工具,粘贴群聊对话即可自动识别场景,生成标准化安抚话术和后续陪护行动建议。
— ○ ⏳ — N/A N/A — — —
60239
a-wiseguy
Enables read-only access to InvoiceNinja data, including invoices, expenses, cl…
— ○ ⏳ — N/A N/A — — —
60240
LogicSquare-1996
Enables querying MongoDB collections from the Drivio application using Mongoose…
— ○ ⏳ — N/A N/A — — —
60241
Ismail-2001
EduPilot Claim
A multi-agent AI tutor that delivers personalized lessons, resolves doubts with…
— ○ ⏳ — N/A N/A — — —
60242
haydentbs
Read-only MCP server for exploring US federal spending data via the USAspending…
— ○ ⏳ — N/A N/A — — —
60243
vanisoul
Enables AI-driven interaction with Rundeck via CLI for managing jobs, execution…
— ○ ⏳ — N/A N/A — — —
60244
marmillas
Reusable MCP server for Python backend development with FastAPI, MongoDB, and S…
— ○ ⏳ — N/A N/A — — —
60245
FradleyJ
Enables querying a honeypot threat-intelligence database via natural language t…
— ○ ⏳ — — — — — —
60246
sena-labs
OzBridge Claim
Bridges Warp's Oz coding agent to any IDE or MCP client (Claude Code, Cursor, C…
— ○ ⏳ — — — — — —
60247
fxmacrodata
Provides access to macroeconomic indicators, FX rates, COT data, commodities, a…
— ○ ⏳ — — — — — —
60248
JoseCortezz25
cor-mcp Claim
Enables AI assistants to manage COR project management platform resources like …
— ○ ⏳ — — — — — —
60249
stables-money
Enables AI agents to manage stablecoin payments including customer management, …
— ○ ⏳ — — — — — —
60250
Casius999
A sovereign Google marketing-agency control plane over the Model Context Protoc…
— ○ ⏳ — — — — — —
Showing 60201–60250 of 69070 servers