MCP Server Quality Scores

Independent quality analysis of 44440 public MCP servers

44440
Discovered
29486
Scored
2111
Verified
16952
Complete

Last updated 4 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
44351
MCP Anvil Claim 1
Local MCP gateway daemon: route, audit, and inspect MCP servers from one config.
N/A N/A 81
44352
ak123aryan
Dalal Street MCP server connects to Indian stock market data, delivering live N…
81
44353
evan-follis-u0ll
preflight Claim
Check if your MCP server is ready to publish on the MCP Registry, Smithery, or …
81
44354
benseverndev-oss
GoldenFlow Claim
Standardize, reshape, and normalize messy data — CSV, Excel, Parquet, S3, datab…
44355 N/A N/A 95
44356
Zeke-777
A Word document processing MCP server that exposes a single tool (docx_process)…
N/A N/A
44357
panxiande
A Model Context Protocol server for RSSHub that enables AI assistants to access…
N/A N/A
44358
caubequay010
mcp-proxy Claim
N/A N/A 95
44359
davidmosiah
Unofficial local-first MCP server for Apple Health export data.
N/A N/A
44360
theYahia
vk-ads-mcp Claim
MCP server for VK Ads API enabling management of campaigns, ads, statistics, ta…
44361
devjourney
Enables AI assistants to control Music Assistant for music search, library brow…
44362
ag2-mcp-servers
jellyfin-api Claim
Provides interaction with Jellyfin media server via the Jellyfin REST API, enab…
44363
ROHWOOCHUL
test11 Claim
N/A N/A 95
44364
pipeworx-io
mcp-figshare Claim
Enables searching Figshare research articles, datasets, papers, and posters thr…
44365
chrischall
Tempo time-tracking for Claude — worklogs, plans, and timesheet approvals
N/A N/A
44366
srishtivverma
allai Claim
N/A N/A 95
44367
DrishtantKaushal
Model Context Protocol server for Langfuse observability. Query traces, analyze…
44368
CSOAI-ORG
proofof-ai-mcp MCP server by MEOK AI Labs
N/A N/A
44369
TheNextGenNexus
Access Hacker News, Dev.to, IMDB, podcasts, and Eventbrite data through the Mod…
N/A N/A 83
44370
kxkaloo
A Model Context Protocol server that enables AI models to extract structured da…
81
44371
mitre-atlas-mcp Claim 1
MITRE ATLAS — Adversarial Threat Landscape for AI Systems. Tactics + techniques…
N/A N/A 81
44372
Agent Replay Debugger MCP — record every agent step + replay deterministically.…
N/A N/A 81
44373 N/A N/A 95
44374
MrCerq
AgentCanary Claim
Market context for AI agents: fresh regime, risk, narrative and scenario state …
N/A N/A
44375
laoyouf
tianqi Claim
N/A N/A 95
44376
lazymac2x
Cloudflare Workers MCP server: graphql-rest-bridge
44377
noimank
Provides real-time access to code library documentation and examples through Co…
81
44378
maciejdudek92
browserbase Claim
N/A N/A 95
44379
shopsmartai
A read-only, audited, and SQL-guarded Model Context Protocol server for Oracle …
44380
mithung-vunet
Model Context Protocol (MCP) Server for Vunet vuSmartMaps - A multi-tenant obse…
44381
ariri48
Enables Claude Code to query, create, and modify Dooray tasks via natural langu…
44382 N/A N/A 95
44383
groupdocs-redaction
MCP server for GroupDocs.Redaction — redact text, metadata, annotations, image …
N/A N/A
44384
sandraschi
inkscape-mcp Claim
Enables AI agents to control Inkscape for vector graphics editing via MCP tools.
N/A N/A
44385
Ask-Cyborg
AskCyborg Claim
Analyst-debate research on every public and private company. 8 tools: search, s…
44386
axel-belfort
Image resize and format conversion API for AI agents. Resize images from URL: c…
81
44387
xyj2570
xhs-mcp Claim
A lightweight MCP server that provides read-only access to Xiaohongshu (Little …
44388
ko-syun
Cherry blossoms, autumn foliage & festivals — one API for AI agents and develop…
81
44389
MohsenMousaviEyeline
mcp-fal Claim
An MCP server that exposes Fal.ai generative media models as tools for image an…
44390
softvoyagers
Privacy-first URL shortener with analytics
N/A N/A 95
44391
okx
Enables on-chain operations including token search, market data, wallet managem…
44392
abhiyoheswaran1
TokenTrace Claim
Local-first AI CLI usage analytics for agents.
N/A N/A
44393
uczesieweba
Enables couples to manage recipes, meal plans, calendar events, and grocery lis…
44394
ioTus
A production-ready MCP bridge server connecting Claude Chat to any GitHub repos…
44395
Lord2709
Enables financial calculations such as compound interest, loan EMI, and savings…
N/A N/A
44396
BasilSkyWalk
parecode Claim
Token-aware ripgrep code search and atomic multi-file edits for coding agents.
N/A N/A
44397
TonyC23
Model work domains, score tasks for AI suitability, and design organisations.
N/A N/A 83
44398
evidai
xstocks Claim
Buy tokenized US stocks (xStocks) on Solana via Jupiter DEX in USDC. Daily cap.…
N/A N/A
44399
akmalovaa
proxmox-mcp Claim
Minimal MCP server for Proxmox VE — 38 tools for nodes, VMs, LXC, storage, and …
44400
CSOAI-ORG
health-check-ai-mcp MCP server by MEOK AI Labs
N/A N/A
Showing 44351–44400 of 44440 servers