MCP Server Quality Scores

Independent quality analysis of 69027 public MCP servers

69027
Discovered
→
33772
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 50 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
63251
jackculpan
Look up airline seat maps, find the best seats, and manage seat alerts from you…
— ○ ⏳ — — — — — —
63252
lihtness
gnomon-mcp Claim
Deterministic batch tools so LLM agents stop next-token-guessing dates and math…
— ○ ⏳ — N/A N/A — — —
63253
gapra
Provides automated analysis, audit, and code generation to migrate Nuxt 2/3 pro…
— ○ ⏳ — N/A N/A — — —
63254
avi892nash
Generates music and sound effects using Bfxr2, with preset or custom parameter …
— ○ ⏳ — N/A N/A — — —
63255
AustinMunday
Collective episodic memory for AI coding agents — search, deposit, comment, sho…
— ○ ⏳ — N/A N/A — — —
63256
Isak-Landin
Docker MCP Claim
Enables remote Docker management over SSH via a local MCP server, providing too…
— ○ ⏳ — N/A N/A — — —
63257
simonedelvecchio93-ops
homeradar-mcp
— ○ ⏳ — N/A N/A — — —
63258
AnttiHero
lavern Claim
An agentic law firm. Yours. 67 specialist AI agents that review documents throu…
— ○ ⏳ — N/A N/A — — —
63259
douglas-doca
nutrs-mcp Claim
MCP server for the NUTRS ecosystem, connecting Radar, Calendário, and Cardápio …
— ○ ⏳ — — — — — —
63260
AmalBiju0104
Automatically reduces token usage in Claude Code sessions using algorithmic opt…
— ○ ⏳ — N/A N/A — — —
63261
novuhq
Enables AI agents to interact with Novu's notification system, facilitating ope…
— ○ ⏳ — — — — 81 —
63262
AgentBill Claim 1
Billing infrastructure for AI agents. Preflight spend checks + post-execution u…
— ○ — N/A N/A — 81 —
63263
fbsampaio
MCP server for real-time querying of the Bradesco Saude referenced network, exp…
— ○ ⏳ — — — — — —
63264
abdul-hamid-achik
codemap Claim
MCP server for local-first code intelligence, providing structural code graph, …
— ○ ⏳ — N/A N/A — — —
63265
tcrst
Enables semantic search over Databricks docs, API reference, Terraform provider…
— ○ ⏳ — N/A N/A — — —
63266
dnotitia
akb Claim
Organizational knowledge base for AI agents. Vault-scoped Markdown docs, struct…
— ○ ⏳ — N/A N/A — — —
63267
Acharya-Arvind
A distributed MCP server architecture with a master aggregator that orchestrate…
— ○ ⏳ — — — — 81 —
63268
rahilp
One memory layer, every AI tool. Store anything once — recall it in Claude, Cha…
— ○ ⏳ — N/A N/A — — —
63269
socfortress
A production-ready Model Context Protocol (MCP) server for seamless integration…
— ○ ⏳ — — — — — —
63270
ExpertVagabond
sdp-mcp Claim
Provides 76 tools for enterprise Solana development, enabling stablecoin issuan…
— ○ ⏳ — — — — 81 —
63271
sathick187
Enables AI agents to interact with the Dev.to platform through MCP tools, inclu…
— ○ ⏳ — — — — — —
63272
mrgorrin40-TP
Enables AI agents to read, write, analyze, and transform Excel spreadsheets (.x…
— ○ ⏳ — N/A N/A — — —
63273
NorahZager
This server enables multi-agent conversations for interacting with Cirro's biol…
— ○ ⏳ — — — — 81 —
63274
hiltonbrown
A template for building MCP servers in Next.js applications using the Vercel MC…
— ○ ⏳ — — — — 81 —
63275
Android mobile automation with uiautomator2. AI bot for taps, swipes, apps, XPa…
— ○ — N/A N/A — 81 —
63276
Onnson
x402 seller trust for AI agents: verify on-chain revenue, check delivery, diagn…
— ○ ⏳ — — — — — —
63277
thinktraveller
Unifies academic literature retrieval from multiple sources like Scopus, ArXiv,…
— ○ ⏳ — — — — 95 —
63278
git-akki
sendpookie Claim
Create and send cinematic digital gifts for birthdays and anniversaries via Cla…
— ○ ⏳ — N/A N/A — — —
63279
yujeongJeon
caniuse-mcp Claim 1
An MCP server that provides browser compatibility data and web API support info…
— ○ ⏳ — N/A N/A — 95 —
63280
alexandresanlim
A template MCP server using Domain-Driven Design, providing Bitcoin fee recomme…
— ○ ⏳ — N/A N/A — — —
63281
Deroino
Provides access to Jina AI's Reader, Embeddings, and Reranker APIs with tools f…
— ○ ⏳ — — — — 81 —
63282
francy2222
MCP server for searching and downloading from Anna's Archive for free via slow …
— ○ ⏳ — — — — — —
63283
kirandk
vsfclub1 Claim
— ○ ⏳ — N/A N/A — 95 —
63284
isaganiesteron
Multi-account HighLevel CRM MCP server with OAuth integration for managing 30+ …
— ○ ⏳ — — — — — —
63285
jonathan-meyer
zmachine-mcp Claim
Enables AI agents to play Z-Machine text adventure games (e.g., Zork) via MCP, …
— ○ ⏳ — — — — — —
63286
animalnots
Enables AI assistants to interact with humans through GUI dialogs for text inpu…
— ○ ⏳ — N/A N/A — — —
63287
Burton-David
research-mcp Claim
A citation-finding research assistant for scientists, exposed as an MCP server …
— ○ ⏳ — — — — — —
63288
caseman72
Enables monitoring and control of SwitchBot devices (temperature sensors, plugs…
— ○ ⏳ — — — — — —
63289
leowan7
Wet-lab triage for AI binder-design agents. Yeast display, mammalian display, D…
— ○ ⏳ — — — — — —
63290
nyuchi
concierge Claim
Search Africa safari destinations, generate day-by-day itineraries, and price e…
— ○ ⏳ — — — — — —
63291
ValoremFoundation
Real-time Ethereum liquidation intelligence for AI agents and MEV bots.
— ○ ⏳ — — — — — —
63292
componecat
Componecat Claim
Software component catalog: search your org's services, docs, APIs, dependencie…
— ○ ⏳ — — — — — —
63293
exisllc
Enables AI assistants to manage software licenses through natural language comm…
— ○ ⏳ — N/A N/A — — —
63294
asgard-ai-platform
mcp-uof Claim
Wraps UOF (U-Office Force) SOAP/ASMX WebServices as MCP tools, enabling AI agen…
— ○ ⏳ — N/A N/A — — —
63295
rajivdatta
powerbi-mcp Claim
Enables discovery of Power BI workspaces and datasets, retrieval of semantic mo…
— ○ ⏳ — N/A N/A — — —
63296
christophejlegros-lgtm
MCP server for ASTRA bio-hybrid neuromorphic simulation pipeline, exposing SNN,…
— ○ ⏳ — N/A N/A — — —
63297
fazaelirealty-ui
Provides conversational access to LocalStack AWS services (S3, DynamoDB, Lambda…
— ○ ⏳ — N/A N/A — — —
63298
Mort2000
GDB Lite MCP Claim
A lightweight MCP server that enables LLM agents to interact with GDB for debug…
— ○ ⏳ — N/A N/A — — —
63299
gptimage2prompts
Open-source MCP server for AI image and video creation, enabling prompt library…
— ○ ⏳ — N/A N/A — — —
63300
wyre-technology
A legacy MCP server for Avanan cloud email security, providing tools to manage …
— ○ ⏳ — — — — — —
Showing 63251–63300 of 69027 servers