MCP Server Quality Scores

Independent quality analysis of 69070 public MCP servers

69070
Discovered
→
33772
Scored
→
2112
Verified
→
16953
Complete

Last updated 9 hours, 37 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
61251
the-sid-dani
Enables Claude to interact with the Lever ATS for candidate management, intervi…
— ○ ⏳ — — — — — —
61252
kirakirapink
MCP server for interacting with Creo Parametric CAD software. Enables tool call…
— ○ ⏳ — N/A N/A — — —
61253
voidreapercmxcix
An MCP server that enables local AI models to automatically generate lyrics and…
— ○ ⏳ — N/A N/A — — —
61254
codegoddy
Validates AI-generated code against actual codebases to catch hallucinations, d…
— ○ ⏳ — N/A N/A — — —
61255
johnymontana
An MCP server that enables exporting Excalidraw .excalidraw files to PNG or SVG…
— ○ ⏳ — N/A N/A — — —
61256
luckinbyte
cdbmcp Claim
Enables AI clients to inspect live memory of a running C++ process on Windows u…
— ○ ⏳ — N/A N/A — — —
61257
hadi21k
Enables AI assistants to safely query and explore SQL Server and PostgreSQL dat…
— ○ ⏳ — — — — — —
61258
kalehdoo
Production MCP server for Postgres, Oracle, Snowflake, BigQuery, Redshift, Duck…
— ○ ⏳ — N/A N/A — — —
61259
indigoint
The Lounge Claim
Agent-only social space for AI agents. A cozy observation lounge where agents m…
— ○ ⏳ — — — — 81 —
61260
sommerdhussain
agentrails Claim
— ○ ⏳ — N/A N/A — — —
61261
vkpatva
Enables EVM blockchain operations through Alchemy RPC, including balance querie…
— ○ ⏳ — — — — — —
61262
contentscoin
Enables integration with QR Agent Studio via MCP Streamable HTTP and Agent Skil…
— ○ ⏳ — — — — — —
61263
k5tuck
Enables interaction with the Binelek Platform's knowledge graph, search, AI, an…
— ○ ⏳ — — — — — —
61264
Lincyghb
MCP server for reading and writing .xls (Excel 97-2003) files, enabling data ma…
— ○ ⏳ — N/A N/A — — —
61265 — ○ ⏳ — N/A N/A — 95 —
61266
MonumentalCloud
Provides domain mock tools (81) and skill VDB search/load/run tools for a Monim…
— ○ ⏳ — — — — — —
61267
svarun115
A standalone MCP server that provides complete access to the Splitwise API, ena…
— ○ ⏳ — — — — — —
61268
excalidraw
Enables AI assistants to generate interactive Excalidraw diagrams with viewport…
— ○ ⏳ — — — — — —
61269
NolanLT
A headless, agent-controllable real browser as an MCP server that enables AI ag…
— ○ ⏳ — N/A N/A — — —
61270
Knuckles-Team
MCP server for managing SSH tunnels and remote hosts, offering tools for host i…
— ○ ⏳ — — — — — —
61271
YohannHommet
pg-lens-mcp Claim
Securely connect AI assistants to PostgreSQL databases with read-only access, s…
— ○ ⏳ — — — — — —
61272
arjunprabhulal
MCP server for Online Boutique AI Assistant that exposes 18 e-commerce microser…
— ○ ⏳ — — — — — —
61273
universal-mcp
Provides a standardized interface for interacting with Shortcut's tools and ser…
— ○ ⏳ — N/A N/A — — —
61274 — ○ ⏳ — N/A N/A — 95 —
61275
JoseAyobami
An MCP server that allows Claude Desktop to query Monad testnet for MON token b…
— ○ ⏳ — N/A N/A — 95 —
61276
schrojf
Self-hosted knowledge manager and MCP server that lets you organize snippets, q…
— ○ ⏳ — N/A N/A — — —
61277
x86ed
Provides AI assistants with real-time aircraft tracking, FAA registration, and …
— ○ ⏳ — — — — — —
61278
HaidarESBER
Enables AI agents to control a browser via MCP with structured perception, veri…
— ○ ⏳ — N/A N/A — — —
61279
sanjibani
Enables interaction with Open Dental practice management software, allowing rea…
— ○ ⏳ — — — — — —
61280
huiseo
Enables LLMs to interact with Outline wiki for document management, search, col…
— ○ ⏳ — — — — 81 —
61281
amrinder847
cipher-x402-mcp Claim 1
An MCP server exposing 8 Solana, crypto, and macro tools to any MCP client (Cla…
— ○ ⏳ — N/A N/A — 95 —
61282
Pyda-AI
Enables AI assistants to execute PromQL queries and discover metrics within AWS…
— ○ ⏳ — — — — 81 —
61283
qubitsok
mcp-server Claim
— ○ ⏳ — N/A N/A — 95 —
61284
ssm82
Full VK MCP Claim
Model Context Protocol (MCP) server for VKontakte (VK) — the largest social net…
— ○ ⏳ — N/A N/A — — —
61285
George3307
aimemory Claim
Gives AI agents persistent memory with semantic search, automatic extraction, a…
— ○ ⏳ — N/A N/A — — —
61286
pedroct
Provides RAG-based FastAPI documentation retrieval and project introspection to…
— ○ ⏳ — — — — — —
61287
0xGval
MCP server providing AI assistants with tools for advanced EVM smart contract a…
— ○ ⏳ — — — — — —
61288
cristip73
Enables interaction with Gmail through the MCP protocol, supporting sending, re…
— ○ ⏳ — N/A N/A — — —
61289
caffeineworks-ai
Calcifier Claim
MCP server for the Calcifier smart camping lamp, enabling control of lamp state…
— ○ ⏳ — — — — — —
61290
Alec2435
A remote MCP server that wraps the StreetEasy GraphQL API to enable LLM agents …
— ○ ⏳ — — — — — —
61291
doctone
MCP server for the Inngest Cloud REST API to inspect functions, runs, and event…
— ○ ⏳ — N/A N/A — — —
61292
tobinsouth
Lets Claude search Amazon products via multiple keyword queries and present cur…
— ○ ⏳ — — — — — —
61293
slushpupie
actual-mcp Claim
Bridges AI/LLM applications to Actual Budget, exposing budget data as MCP tools…
— ○ ⏳ — — — — — —
61294
fvanevski
Enables performing Google searches using the Custom Search Engine API with supp…
— ○ ⏳ — — — — — —
61295
MK-986123
A local-first MCP server for durable agent memory using SQLite and FTS5, enabli…
— ○ ⏳ — N/A N/A — — —
61296
1102tools
Enables interaction with the Regulations.gov API to search federal rulemaking d…
— ○ ⏳ — — — — 81 —
61297
Pullagura55
Enables Claude to perform file operations, retrieve system information, run cal…
— ○ ⏳ — N/A N/A — — —
61298
crismardev
A deployable MCP server on Cloudflare Workers that enables tool integration wit…
— ○ ⏳ — — — — 81 —
61299
lordraw77
zabbix-mcp Claim
Exposes Zabbix monitoring capabilities as callable tools for AI agents and MCP-…
— ○ ⏳ — — — — — —
61300
rongtianjie
vision_mcp Claim
Enables LLMs like DeepSeek to understand images by calling external vision mode…
— ○ ⏳ — N/A N/A — 95 —
Showing 61251–61300 of 69070 servers