MCP Server Quality Scores

Independent quality analysis of 69419 public MCP servers

69419
Discovered
→
34036
Scored
→
2112
Verified
→
16953
Complete

Last updated 6 hours, 16 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
37601
DeathGun3344
Enables AI tools to interact with Firefly III personal finance manager through …
— ○ ⏳ — — — — — —
37602
blencorp
Integrates SAM.gov, USASpending.gov, and Tango APIs to enable natural language …
— ○ ⏳ — — — — — —
37603
Hakureirm
bird-id-mcp Claim
Identifies bird species from images using YOLO detection and ConvNeXt classific…
— ○ ⏳ — N/A N/A — 95 —
37604
igun997
A foundation for developing custom Model Context Protocol servers in TypeScript…
— ○ ⏳ — N/A N/A — 95 —
37605 — ○ ⏳ — N/A N/A — 95 —
37606
gotchykid
Checks domain availability for registration using RDAP APIs, supporting .com an…
— ○ ⏳ — N/A N/A — — —
37607
pgt0312
A security probe MCP server for auditing KServe container runtime security with…
— ○ ⏳ — — — — — —
37608
zhanglc
An MCP server that provides tools for interacting with the Bitbucket API, suppo…
— ○ ⏳ — — — — — —
37609
Dorkside
Enables SEO auditing and site analysis by crawling websites, identifying issues…
— ○ ⏳ — N/A N/A — — —
37610
veeemlab
An MCP server for IT Glue that provides 56 tools for managing organizations, co…
— ○ ⏳ — — — — — —
37611
thierryc
Glyphs MCP Claim
A Model Context Protocol server for Glyphs that exposes font‑specific tools to …
— ○ ⏳ — N/A N/A — — —
37612
Nikolife2016
Before an AI agent pays an x402 endpoint, checks whether it's safe to pay: live…
— ○ ⏳ — — — — — —
37613
ginkida
Enables AI assistants to manage Portainer container environments through natura…
— ○ ⏳ — — — — — —
37614
PieterVDMerwe
Enables AI agents to interact with local Ollama models for text generation and …
— ○ ⏳ — N/A N/A — — —
37615
YummyTastyCode
Synchronize Colab notebook files through Google Drive without executing noteboo…
— ○ ⏳ — N/A N/A — — —
37616
auxiliar-ai
auxiliar-mcp Claim
Eval-backed discovery for the auxiliar.ai gateway — the best web-access provide…
— ○ ⏳ — N/A N/A — — —
37617
RiteshAgarwal27
Enables lead management and permission set assignment in Salesforce through nat…
— ○ ⏳ — — — — — —
37618
RFingAdam
Enables AI agents to control Copper Mountain Vector Network Analyzers over TCP/…
— ○ ⏳ — — — — — —
37619
a-slvn
selectel-mcp Claim
An MCP server that gives an AI agent controlled access to a Selectel cloud acco…
— ○ ⏳ — — — — — —
37620
Omarbadran37
AI-powered image analysis using Google Gemini 2.0 Flash with enterprise securit…
— ○ ⏳ — N/A N/A — — —
37621
globodai-group
A Model Context Protocol (MCP) server that provides tools to interact with the …
— ○ ⏳ — N/A N/A — — —
37622
ADI2084
Enables intelligent troubleshooting, monitoring, and configuration of Cisco Mer…
— ○ ⏳ — — — — — —
37623
hasna
MCP server for domain portfolio management, registrar operations, marketplace, …
— ○ ⏳ — — — — — —
37624
clauxel
Remote MCP for Android CLI agent build gate, structured receipts, audit logs, a…
— ○ ⏳ — — — — — —
37625
applogico
blipr-mcp Claim
Enables AI agents to send push alerts to your phone via Blipr, useful for notif…
— ○ ⏳ — — — — — —
37626
Bonifatius94
myscrape Claim
A self-contained web-research MCP server that lets local LLM agents search, fet…
— ○ ⏳ — — — — — —
37627
a-g-e-n-t-s
Comprehensive quest orchestration system with KĀDI broker integration, multi-ch…
— ○ ⏳ — — — — — —
37628
HydroChlorix
MCP server for interacting with Google Drive using a service account, restricte…
— ○ ⏳ — N/A N/A — — —
37629
loonghao
DCC-MCP-IPC Claim
Multi-protocol IPC adapter layer for integrating DCC software (Maya, Houdini, B…
— ○ ⏳ — — — — — —
37630
diligejy
Automates Jupyter Book notebook creation by fixing common rendering issues (bol…
— ○ ⏳ — N/A N/A — — —
37631
agentkeys-io
Enables AI agents to securely manage API credentials and make proxied API calls…
— ○ ⏳ — — — — — —
37632
polarpoint-io
MCP server for HolmesGPT that provides runbook search, gap detection, AI-assist…
— ○ ⏳ — — — — — —
37633
juSt-jeLLy
MCP server for Zama's fhEVM that provides tools to scaffold, compile, deploy, t…
— ○ ⏳ — — — — — —
37634
wyre-technology
knowbe4-mcp Claim
MCP server for KnowBe4 — security awareness training, phishing simulation, and …
— ○ ⏳ — — — — — —
37635
gareevart
AI-powered MCP server for managing a Supabase Upload App, enabling blog posts, …
— ○ ⏳ — — — — — —
37636
zetlen
Enables AI agents to check the health of internet infrastructure and specific s…
— ○ ⏳ — — — — — —
37637
crims0n
nwtools-mcp Claim
Provides accurate IPv4 subnet and address tools for LLMs using Python's ipaddre…
— ○ ⏳ — — — — — —
37638
pipeworx-io
Access City of Longview, Texas open geospatial data (parcels, zoning, public wo…
— ○ ⏳ — — — — — —
37639
Youxuuuuu
A low-token human-AI co-reading MCP tool that imports local EPUB/TXT/Markdown b…
— ○ ⏳ — N/A N/A — — —
37640
foundrole
MCP server for AI job search — find jobs, track applications, get alerts. Claud…
— ○ ⏳ — — — — — —
37641
datanexusmcp
Provides AI-ready access to US/UK nonprofit data and OSS vulnerability intellig…
— ○ ⏳ — — — — — —
37642
Jiashuz123
Enables Codex to delegate decision-making to an OpenAI reviewer for structured …
— ○ ⏳ — — — — — —
37643
codependentai
Mind Cloud Claim
Persistent memory infrastructure for AI systems, running on Cloudflare's edge n…
— ○ ⏳ — — — — — —
37644
kevinten-ai
Enables AI image generation, editing, and upscaling via Google Gemini and Image…
— ○ ⏳ — — — — 81 —
37645
kaminari-ad
Lets AI agents launch scans, inspect results, manage campaigns and policies, an…
— ○ ⏳ — — — — — —
37646
chrischall
A Model Context Protocol server that connects Claude to OurFamilyWizard, giving…
— ○ ⏳ — N/A N/A — — —
37647
iflow-mcp
A specialized MCP server for Claude Desktop that enhances AI-assisted medical l…
— ○ ⏳ — N/A N/A — — —
37648
CrashBytes
Trigger events, query channels, and manage realtime messaging on Pusher Channel…
— ○ ⏳ — N/A N/A — 83 —
37649
HamzaFayaz
MCP server that exposes a real WhatsApp account to Cursor through safe, approva…
— ○ ⏳ — N/A N/A — — —
37650
xiaobenyang-com
Streamline development by automating code generation and fixes, file operations…
— ○ ⏳ — N/A N/A — 95 —
Showing 37601–37650 of 69419 servers
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