MCP Server Quality Scores

Independent quality analysis of 69153 public MCP servers

69153
Discovered
→
33849
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 10 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
54651
katonic-dev
Lead Green Claim
GPU energy per million output tokens by model, GPU and configuration, with grid…
— ○ ⏳ — N/A N/A — — —
54652
shaktech786
Enables AI assistants to manage media automation services like Sonarr, Radarr, …
— ○ ⏳ — — — — — —
54653
urbanmorph
Description: Query India's open geo data in natural language. 8 tools: list lay…
— ○ ⏳ — — — — — —
54654
taytrom
AI contract automation with partner-level redlines, OOXML Track Changes, and ri…
— ○ ⏳ — N/A N/A — 95 —
54655
opsconduit
jobber-mcp Claim
Customer-hosted, read-only MCP server for Jobber operations queries: owner acti…
— ○ ⏳ — — — — — —
54656
dreliq9
R2-D2 Claim
An MCP server for Star Wars Unlimited that provides card search, deck building,…
— ○ ⏳ — N/A N/A — — —
54657
ahmaddeveloper17
Generates professional client proposals including timeline, tech stack, price e…
— ○ ⏳ — N/A N/A — — —
54658
iamfaham
Provide seamless access to investor data through a dedicated MCP server. Enable…
— ○ ⏳ — N/A N/A — 95 —
54659
Kadenzo
kadenzo-mcp Claim
Schedule, manage, generate, and analyze social posts across 11 networks (Instag…
— ○ ⏳ — — — — — —
54660
cloud9-labs
Provides full access to the Notion API, enabling search, creation, and manageme…
— ○ ⏳ — — — — — —
54661
gabrielmahia
tafsiri-mcp Claim
Provides translation and language resources for Kenyan languages including Swah…
— ○ ⏳ — — — — — —
54662
astrogilda
waitbus Claim
Workstation-local event bus: agents wait on or emit CI/pytest/Docker/filesystem…
— ○ ⏳ — N/A N/A — — —
54663
jinjukimink
Provides real-time and predicted congestion data, route optimization, and train…
— ○ ⏳ — N/A N/A — — —
54664
mark-aronson
Enables searching the NIAID Data Ecosystem for biomedical research resources in…
— ○ ⏳ — — — — — —
54665
EEager
MCP server for parsing PDF files, enabling Cursor IDE to extract text, metadata…
— ○ ⏳ — N/A N/A — — —
54666
dcerecedo
eurostat-mcp Claim
Exposes the Eurostat Statistics API, enabling LLMs to discover, explore, and re…
— ○ ⏳ — N/A N/A — — —
54667
klipyai
klipy Claim
AI CRO for Agencies and MSPs: full automatic CRM; multichannel tracking; draft …
— ○ ⏳ — — — — — —
54668
Fast, local VM orchestration (QEMU/KVM) with native MCP support for autonomous …
— ○ — N/A N/A — 81 —
54669
algoyandreina1236-web
Meta Ads MCP Claim
Enables AI assistants to manage Meta Ads (Facebook, Instagram) end-to-end throu…
— ○ ⏳ — — — — — —
54670
jswepick
Manages advertisements across multiple platforms including Facebook, Google, an…
— ○ ⏳ — N/A N/A — 95 —
54671
Focus-GTS
eds-mcp-server Claim 1
Adobe Edge Delivery Services (AEM EDS) management with 20 tools for preview, pu…
— ○ ⏳ — — — — 81 —
54672
RECERQA
rq-scan Claim 1
MCP Server for RQ-SCAN - AI-powered document OCR and data extraction platform
— ○ ⏳ — N/A N/A — 83 —
54673
PrismAero
Provides enterprise-grade persistent memory for AI assistants with complete off…
— ○ ⏳ — N/A N/A — 95 —
54674
CSOAI-ORG
Translation Ai automation via MCP. Includes translate text, detect language, ch…
— ○ ⏳ — N/A N/A — — —
54675
Orchid1970
Enables querying Dexcom Stelo glucose data by importing Clarity CSV exports int…
— ○ ⏳ — — — — 81 —
54676
FurlPay
furlpay-cli Claim
Stablecoin payments, swaps, stock orders, market data, travel booking, yield an…
— ○ ⏳ — N/A N/A — — —
54677
bhuvanabala
VINdata Claim
VIN decoding and European vehicle data for automotive workflows.
— ○ ⏳ — — — — — —
54678
intlpullhq
intlpull Claim
AI-powered i18n platform with 50+ tools for translations, OTA releases, and mor…
— ○ ⏳ — N/A N/A — 95 —
54679
gabrielmahia
historia-mcp Claim
MCP server providing access to Kenya and East Africa historical archives, inclu…
— ○ ⏳ — — — — — —
54680
surfagentapp
surfagent-x Claim
X adapter for SurfAgent that gives AI agents X-native verbs for navigation, ext…
— ○ ⏳ — N/A N/A — — —
54681
andyleimc-source
Wraps Jimeng AI's image and video generation APIs for AI assistants to create a…
— ○ ⏳ — N/A N/A — — —
54682
sandriaas
Analyze Google Search Console performance with rich dimensions, advanced filter…
— ○ ⏳ — N/A N/A — 95 —
54683
kjames2001
Act for a person on websites: sandboxed browser, phone approvals, saved logins,…
— ○ ⏳ — N/A N/A — — —
54684
jcooley8
Visual feedback as agent work packets. Stakeholders drop pins on your live app;…
— ○ ⏳ — — — — — —
54685
CSOAI-ORG
yaml-ai-mcp Claim
AI-powered yaml ai MCP server for agents. Supports validate yaml, convert yaml …
— ○ ⏳ — N/A N/A — — —
54686
jacob-bd
Enables AI assistants to programmatically interact with Google NotebookLM, allo…
— ○ ⏳ — N/A N/A — — —
54687
worktpwls
repomap-mcp Claim
Provides role-aware repository maps for LLM agents by analyzing codebases and r…
— ○ ⏳ — N/A N/A — — —
54688
jamesdowzard
MCP Apps POC Claim
A proof-of-concept demonstrating interactive UI capabilities for MCP servers th…
— ○ ⏳ — — — — 81 —
54689
chainstacklabs
Chainstack Claim
Deploy and manage blockchain nodes across 70+ protocols, search docs, request t…
— ○ ⏳ — — — — — —
54690
SomexAI-Applications-Group
marboba-mcp Claim
MarBoba IDP catalog as MCP tools: projects, APIs, runbooks, on-call, SLOs. Brin…
— ○ ⏳ — N/A N/A — — —
54691
elsanchez
Enables interaction with the FVWM3 window manager for configuration generation,…
— ○ ⏳ — N/A N/A — 95 —
54692
ai-singhal
Mirrors Claim
AI agent testing: replay real sessions against a rebuilt staging environment to…
— ○ ⏳ — — — — — —
54693
smartbookingofc
Retrieve your Smart Booking appointments with structured access. Filter by day,…
— ○ ⏳ — N/A N/A — 95 —
54694
fawaikuangtuzhangfei
MCP server for managing personal items with expiration dates, enabling AI agent…
— ○ ⏳ — N/A N/A — — —
54695
Bhavarth7
routewise Claim
Enables step-level routing of AI workflows by decomposing tasks, selecting the …
— ○ ⏳ — — — — — —
54696
dhruvshekhawat504-eng
Enables lead management and permission set operations on Salesforce through the…
— ○ ⏳ — — — — — —
54697
seanwinslow28
Audit, scaffold, and triage agent intent specs against a 9-section template.
— ○ ⏳ — N/A N/A — — —
54698
Ami3466
Generate production-ready n8n workflows from plain language. Validate, test, a…
— ○ ⏳ — N/A N/A — 95 —
54699
Expert-Integrado
Image MCP Claim
Connects Claude Code to image generation models (OpenAI GPT Image 2, Google Nan…
— ○ ⏳ — N/A N/A — — —
54700
aiyanbo
Enables AI assistants to interact with Salesforce data by listing objects, desc…
— ○ ⏳ — — — — — —
Showing 54651–54700 of 69153 servers