MCP Server Quality Scores

Independent quality analysis of 69224 public MCP servers

69224
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
49351
myrddian
Anchor Claim
a self-hostable Java/Spring Boot service for source-grounded chunk validation a…
— ○ ⏳ — — — — — —
49352
S-FM
A Model Context Protocol (MCP) server that integrates the FAIM time series fore…
— ○ ⏳ — — — — — —
49353
cubicecho
Converts a GraphQL schema into MCP tools, allowing AI to discover and call Grap…
— ○ ⏳ — — — — — —
49354
bestimmaa
MCP server for printing POS receipts via CUPS printers, supporting a two-step c…
— ○ ⏳ — — — — — —
49355
lbyxunxunnini
mcp-vision Claim
Enables image recognition and description using Kimi K2.5 (Infini-AI) via the r…
— ○ ⏳ — N/A N/A — — —
49356
CSOAI-ORG
telecom-ai Claim
MCP server for telecom AI with built-in EU AI Act compliance, part of the MEOK …
— ○ ⏳ — N/A N/A — — —
49357
tuoc1226-maker
EmailMCP Claim
Enables unified email management across Gmail, Outlook, iCloud, and IMAP provid…
— ○ ⏳ — — — — — —
49358
armazen-nft
KernelMind Claim
Enables monitoring and optimization of Linux system kernel metrics via MCP, wit…
— ○ ⏳ — N/A N/A — — —
49359
BobongKu
Gives AI agents a browser that bypasses bot detection, a MITM proxy for traffic…
— ○ ⏳ — N/A N/A — — —
49360
gtrusler
An MCP server utilizing Supabase to provide memory and knowledge graph storage,…
— ○ ⏳ — N/A N/A — 95 —
49361
torykit
smithery Claim
— ○ ⏳ — N/A N/A — 95 —
49362
aard-ai
Enables natural language discovery, querying, and analysis of Thailand's offici…
— ○ ⏳ — — — — — —
49363
madmystic
A lightweight MCP server that wraps OWASP ZAP's REST API as Model Context Proto…
— ○ ⏳ — N/A N/A — — —
49364
Elioz404
Indexes a workspace and exposes code-navigation tools to Codex, enabling symbol…
— ○ ⏳ — N/A N/A — — —
49365
warfield2016
solagent-mcp Claim
Enables AI agents to interact with the Solana blockchain through MCP, supportin…
— ○ ⏳ — N/A N/A — — —
49366
igormachadogomes
Deploys a joke-telling MCP server on Azure and integrates it with Microsoft Cop…
— ○ ⏳ — — — — — —
49367
KrishRamani2
Sync_MCP Claim
Enables retrieval and cleaning of official documentation for AI/Python librarie…
— ○ ⏳ — — — — — —
49368
grandmaster451
Konnect Claim
Bridges AI agents to a real browser using a persistent daemon and Chrome extens…
— ○ ⏳ — N/A N/A — 95 —
49369
rroque99
Enables managing BOSH deployments via natural language by providing tools to lo…
— ○ ⏳ — — — — — —
49370
tsurutan
Enables AI assistants to access and manage accounting data through the freee ac…
— ○ ⏳ — — — — 81 —
49371
bomomoQWQ
Wraps all LANraragi APIs into 51 MCP tools, enabling AI agents to browse, searc…
— ○ ⏳ — — — — — —
49372
MissYueshuang
Enables scraping LLM inference pricing from websites like Cloudrift, DeepInfra,…
— ○ ⏳ — N/A N/A — — —
49373
HtetOoWaiYan
A simple color utility MCP server for frontend developers. Convert, mix, adjust…
— ○ ⏳ — N/A N/A — — —
49374
Primeta-AI
Integrates Namecheap's domain API with Cursor AI to check domain availability, …
— ○ ⏳ — N/A N/A — — —
49375
Pikaivan
ConvRadar Claim
GA4 conversion analyst inside Claude — funnel drops, traffic anomalies, device …
— ○ ⏳ — — — — — —
49376
juanpablo-estrada
Enables managing WhatsApp Business accounts through natural language, including…
— ○ ⏳ — — — — — —
49377
sandraschi
bumi-mcp Claim
MCP server for controlling the Noetix Bumi humanoid robot via ROS 2, with suppo…
— ○ ⏳ — — — — — —
49378
Bubbii-NOH
Enables AI assistants like Claude to interact with Databricks workspaces throug…
— ○ ⏳ — — — — 81 —
49379
alfonsoguv
Reads a raw DNA file on your computer and reports the variants DeepDNA curates,…
— ○ ⏳ — — — — — —
49380
neuronik-io
drop Claim
Publishes HTML pages straight from your AI assistant to a shareable URL, then l…
— ○ ⏳ — — — — — —
49381
Paraplex-AI
paraplex-mcp Claim
Build and edit 3D motion design scenes in your open Paraplex tab, look at frame…
— ○ ⏳ — N/A N/A — — —
49382
junter1989k-ai
Serbia SEF eFaktura invoices for AI agents: build UBL 2.1 SRB-CIUS, upload to S…
— ○ ⏳ — — — — — —
49383
tripledownab
Read your Condux issues, events and stack traces (deminified with source maps).…
— ○ ⏳ — — — — — —
49384
geztio
Construction cost & project management: APU analysis, budgets, price lists, sit…
— ○ ⏳ — — — — — —
49385
Pcummings
Enables sending transactional emails, managing templates, suppression lists, se…
— ○ ⏳ — — — — — —
49386
abspace1
Manage and monitor smart home devices directly within your workspace. Retrieve …
— ○ ⏳ — — — — 81 —
49387
ed-lin12
Provides structured competitive intelligence profiles and listing capabilities …
— ○ ⏳ — N/A N/A — — —
49388
obrien-matthew
mcp-garmin Claim
MCP server for Garmin Connect that provides read-only access to daily health me…
— ○ ⏳ — N/A N/A — — —
49389
dy-le
Enables AI assistants to browse, read, write, move, copy, and delete files on W…
— ○ ⏳ — — — — — —
49390
Raheem-19
Provides IDE-like semantic code retrieval and editing tools for LLMs, enabling …
— ○ ⏳ — N/A N/A — — —
49391
WRG-11
Sigma detection rule writing, validation, and conversion (Splunk/Elastic/Kibana…
— ○ ⏳ — — — — — —
49392
monthop-gmail
MCP server for querying survey feedback and statistics regarding the 'Thudong' …
— ○ ⏳ — N/A N/A — — —
49393
axel-belfort
Person enrichment API for AI agents. Enrich any email address into a full profe…
— ○ ⏳ — — — — 81 —
49394
miguel-escribano
MCP server wrapping the openair R package for air quality data analysis, enabli…
— ○ ⏳ — — — — — —
49395
luisfelipevegarodriguez
MCP COO DeFi Claim
Autonomous MCP server for DeFi yield optimization, enabling yield opportunity d…
— ○ ⏳ — — — — — —
49396
SouravRoy-ETL
Duckle ships its own Model Context Protocol server, so Claude can browse the fu…
— ○ ⏳ — N/A N/A — — —
49397
mybytecode
fetch Claim
— ○ ⏳ — N/A N/A — 95 —
49398
Buzzr-app
Local sports math, DFS settlement, bet analytics, and game-entertainment tools.
— ○ ⏳ — N/A N/A — — —
49399
Kigstn
Enables LLMs to execute Python code securely in a sandboxed environment. Suppor…
— ○ ⏳ — — — — — —
49400
ahmedselimmansor-ctrl
This server exposes over 250 tools across 23 GCP service domains, enabling AI m…
— ○ ⏳ — — — — — —
Showing 49351–49400 of 69224 servers
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