MCP Server Quality Scores

Independent quality analysis of 69343 public MCP servers

69343
Discovered
→
33980
Scored
→
2112
Verified
→
16953
Complete

Last updated 12 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
41751
kwanLeeFrmVi
An MCP server that indexes documents and serves relevant context to LLMs via Re…
— ○ ⏳ — N/A N/A — — —
41752
dustinspace217
A knowledge-graph-based persistent memory server for the Model Context Protocol…
— ○ ⏳ — N/A N/A — — —
41753
ye1430937615-ai
Enables AI assistants to find and launch Windows applications by name using mul…
— ○ ⏳ — N/A N/A — — —
41754
shanevcantwell
llauncher Claim
Manages llama.cpp llama-server instances with tools for lifecycle management, c…
— ○ ⏳ — N/A N/A — — —
41755
gopalcnepal
Enables to interact with WordPress sites through the WordPress REST API, fetchi…
— ○ ⏳ — — — — — —
41756
fablerlabs
Free catalog and 2,048-character secret-scan preview for Fabler's x402 agent to…
— ○ ⏳ — — — — — —
41757
Pantani
Control Ableton Live from Claude, Cursor or Codex with LOM tools, device knowle…
— ○ ⏳ — N/A N/A — — —
41758
armchairdeity
scpi-mcp Claim
An MCP server that enables AI agents to operate an oscilloscope through high-le…
— ○ ⏳ — N/A N/A — — —
41759
xhaiben
test-mcp2 Claim
— ○ ⏳ — N/A N/A — 95 —
41760
phbernard
hoaster Claim
Hosts AI-generated web content (HTML, images, SVG, JSON) at a public URL, with …
— ○ ⏳ — — — — — —
41761 — ○ ⏳ — N/A N/A — 95 —
41762
aithx
MCP server for value-first cold outreach to local service businesses, enabling …
— ○ ⏳ — N/A N/A — — —
41763
RistrixOP
freecrawl Claim
Open-source web scraping MCP server with anti-bot bypass, enabling AI models to…
— ○ ⏳ — — — — — —
41764
Sunwood-ai-labs
Enables Claude to generate speech from text and express it through a 3D VRM ava…
— ○ ⏳ — N/A N/A — — —
41765
Martin-Njeri-Clinica-Elgeadi
may-day Claim
— ○ ⏳ — N/A N/A — 95 —
41766
Nimo1987
Enables AI agents to perform professional-grade deep research by aggregating re…
— ○ ⏳ — — — — — —
41767
Assay-Org
Ground GTM agents in governed, cited company truth.
— ○ ⏳ — — — — — —
41768
jtang613
BinAssistMCP Claim
Enables AI-assisted reverse engineering by bridging Binary Ninja with Large Lan…
— ○ ⏳ — — — — 81 —
41769
paymentsai
Launch products and branded checkouts on Payments AI, the Merchant of Record fo…
— ○ ⏳ — — — — — —
41770
omniologynow-rgb
mcp-server Claim
Live AI agent contest platform on Solana mainnet. Compete in skill tournaments …
— ○ ⏳ — — — — — —
41771
xbghc
Enables querying, creating, and managing Zotero references via the MCP protocol.
— ○ ⏳ — — — — — —
41772
keppy
Charmnomicon Claim
Publish, find, and use small web apps with humans and other agents, and leave e…
— ○ ⏳ — — — — — —
41773
a4webdev
MCP server that connects AI assistants to Siemens TIA Portal via the Openness A…
— ○ ⏳ — N/A N/A — 95 —
41774
douglasgan
asktian Claim
Chinese metaphysics (bazi 八字, qimen 奇門, 5-element, daily 干支) as decision-suppor…
— ○ ⏳ — — — — — —
41775
yintzuyuan
A unified MCP server for Glyphs font design software, integrating handbook quer…
— ○ ⏳ — N/A N/A — — —
41776
pdhimate
A read-only MCP server that connects Claude to your eToro account, enabling que…
— ○ ⏳ — N/A N/A — — —
41777
ajkatz
An MCP server that generates RuneLite Goal Planner import strings from natural …
— ○ ⏳ — N/A N/A — 95 —
41778
trussler-leveragepointdata
MCP server for querying procurement and inventory documents (invoices, purchase…
— ○ ⏳ — N/A N/A — — —
41779
kritsxxxiva-sudo
n8n-mcp Claim
— ○ ⏳ — N/A N/A — 95 —
41780
NeousAxis
aya-registry Claim
Search 367k+ verified businesses; earn cashback when an agent routes a real pur…
— ○ ⏳ — — — — — —
41781
GuanJiu173
Provides image understanding capabilities for MCP clients (e.g., Claude Code) b…
— ○ ⏳ — — — — — —
41782
music360app
Music360 MCP Claim
API do Music360 para agentes de IA - artistas, obras, fonogramas, contratos, sh…
— ○ ⏳ — — — — — —
41783
Iteksmart
Connect AI agents to iTechSmart UAIO, ProofLink verification, and autonomous IT…
— ○ ⏳ — — — — — —
41784
darkt22002
Enables entropy-guided motor control for autonomous tool execution in MCP syste…
— ○ ⏳ — N/A N/A — 95 —
41785
YawLabs
Manage your Tailscale tailnet - devices, ACLs, DNS, keys, and more - through na…
— ○ ⏳ — — — — — —
41786
Habitium
A template for deploying unauthenticated Model Context Protocol servers to Clou…
— ○ ⏳ — — — — 81 —
41787
MasterNathobi
Exposes GUI automation tools to control mouse, keyboard, and screen of the loca…
— ○ ⏳ — N/A N/A — — —
41788
ChunSam
Read-only MCP server for the Kiwoom Securities REST API: market data, account i…
— ○ ⏳ — N/A N/A — — —
41789
tianjiashu
MCP server for a desktop calendar that allows AI agents to manage events, check…
— ○ ⏳ — N/A N/A — — —
41790
syntheticgio
An MCP server that gives Claude access to NCBI Datasets v2 — search genome asse…
— ○ ⏳ — N/A N/A — — —
41791
scosemicolon
Block Lottos Claim
Safe Block Lottos MCP for Base tickets and Base or Polygon jackpot reads.
— ○ ⏳ — N/A N/A — — —
41792
giauphan
Transforms codebases into a living knowledge graph with AI-powered code analysi…
— ○ ⏳ — — — — — —
41793
MCP-Mirror
Enables language models to search and interact with Space Frontiers data source…
— ○ ⏳ — — — — 81 —
41794
adam-paterson
A serverless proxy for the Graphiti MCP server, enabling AI agents to maintain …
— ○ ⏳ — — — — — —
41795
tuitamogamer-gpt
A local stdio MCP server that gives Claude (or any MCP client) full programmati…
— ○ ⏳ — N/A N/A — — —
41796
matetools
mcp-server Claim
35 utility tools for AI agents — mate.tools API. Hash, regex, SEO, random, DNS,…
— ○ ⏳ — N/A N/A — — —
41797
oddessentials
Agent Guild Claim
See and steer Claude Code, Codex, Antigravity, Grok, Docker Agent and shell ses…
— ○ ⏳ — N/A N/A — — —
41798
evenindividual04
pramana-mcp Claim
Enables citation-audited deep research with tools for web-grounded answers, sou…
— ○ ⏳ — N/A N/A — — —
41799
remimenguy
mcp-flow Claim
A safe, local MCP server that lets Claude drive a controlled software-developme…
— ○ ⏳ — N/A N/A — — —
41800
derekslinz
Query 100+ open data APIs — government, science, finance, environment, and more.
— ○ ⏳ — N/A N/A — — —
Showing 41751–41800 of 69343 servers
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