MCP Server Quality Scores

Independent quality analysis of 41393 public MCP servers

41393
Discovered
29285
Scored
2096
Verified
16952
Complete

Last updated 1 hour, 20 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
41251
MCP server providing personalized greetings with AI-powered tools using Spring …
N/A N/A 81
41252
NOVA-3951
Logo.dev Claim
Search and retrieve company logos by brand or domain. Customize size, format, a…
N/A N/A 95
41253
mrosata
codetex-mcp Claim
A commit-aware code context manager for LLMs that indexes Git repositories into…
N/A N/A
41254
CSOAI-ORG
fitness-ai-mcp MCP server by MEOK AI Labs
N/A N/A
41255
adelaidasofia
FastMCP server for Apollo.io — 22 tools: sequences, campaign health, mailbox wa…
N/A N/A
41256
bpolania
Bulwark Claim
AI agent governance: content scanning, audit logs, policy evaluation, session m…
N/A N/A 83
41257
Mihkel00
tokven-mcp Claim
Generate design token systems from a hex color — OKLCH-derived, WCAG-validated,…
N/A N/A 95
41258
lazymac2x
Cloudflare Workers MCP server: claude-skill-validator
41259
pmat-agent Claim 1
Zero-config AI context generation and code quality toolkit with Claude Code Age…
N/A N/A 81
41260
GodotH
Enables AI assistants to interact with Gmail accounts through IMAP/SMTP, suppor…
81
41261
lazymac2x
Cloudflare Workers MCP server: code-explainer
41262
ms-spown
OrgGen AI Claim
Generate org charts, MCD/ERD data models, and C4 architecture diagrams — pilot …
41263
hedless
Enables programmatic CAD modeling with Onshape's REST API, offering 45 tools fo…
41264
Curious-Layer
Enables interaction with Polymarket prediction markets through read-only access…
81
41265
counterpoint-studio
Inspect local audio files — playback, metadata, loudness, spectrogram.
N/A N/A
41266
pipeworx-io
Nih Reporter Claim
NIH RePORTER MCP — every NIH-funded research project (free, no auth)
41267
kiwoongeom
gmc-mcp Claim
MCP server for Google Merchant Center, providing 126 tools to manage Google Sho…
41268
arizen-dev
deepseek-mcp Claim
Enables using DeepSeek models as a small, cheap supervised worker from any MCP-…
41269
EodHistoricalData
Enables interaction with EOD Historical Data APIs, providing access to 75 read-…
41270
colobas
Enables LLM clients to browse and query your Zotero library through tool calls.…
N/A N/A 95
41271
ninjasproxy
Manage and access your static proxy IPs from NinjaProxy. Retrieve your proxy IP…
N/A N/A 95
41272
CSOAI-ORG
The WAF for agents. Pattern-based + heuristic firewall scans prompts, RAG docum…
N/A N/A
41273
Novalya-Labs
Enables interaction with Plane.so project management API through natural langua…
41274
biocontext-ai
anndata-mcp Claim
Allows to retrieve information about an AnnData object via MCP using the read_l…
N/A N/A
41275
MukundaKatta
case-mcp Claim
MCP server: convert a string between case styles. Smart splitting handles mixed…
41276
ai-seer
Facticity AI Claim
Real-time, multi-modal fact-checking for AI systems. Facticity AI verifies cla…
81
41277
kapruka
Enables searching and retrieving Sri Lankan business reviews and doctor profile…
41278 N/A N/A 95
41279
nirholas
SperaxOS Claim
Sperax Protocol MCP – USDs stablecoin, SPA, veSPA governance & Demeter DeFi on …
N/A N/A 95
41280
jeeftor
Inspect and safely operate Audiobookshelf libraries over MCP.
N/A N/A
41281
truong128
Control PyMOL from Cursor via natural language. Enables describing molecular st…
N/A N/A
41282
lazymac2x
domain-intel Claim
Cloudflare Workers MCP server: domain-intel
41283 N/A N/A 95
41284
PkLavc
mcp-brasil Claim
Connects AI agents to 28 Brazilian public APIs, providing over 200 tools to acc…
81
41285
payhumans
The human API for AI agents. When your agent hits a task it can't do — verify a…
81
41286
moneyforward
A Model Context Protocol server that provides integration with TestRail, allowi…
81
41287
TheWinci
local-rag Claim
Semantic code search for AI agents — hybrid vector + BM25 with cross-encoder re…
N/A N/A 95
41288
MCP server for Yandex Tracker API.
N/A N/A 81
41289
davidgringras
Scrutica Claim
AI compute infrastructure intelligence: facilities, supply chains, sovereign AI…
41290
mcp-hive
MCP Hive Claim
MCP Clients Pay for Access to Commercial MCP Servers. AI applications pay per r…
81
41291
blackbirdai-team
Enables LLMs to access Blackbird AI's services through the Model Context Protoc…
41292
FoggyStorm
Kratos-MCP Claim
A memory system for AI coding tools that stores and retrieves codebase context …
81
41293
mutamiri-sudo
Country-agnostic MCP-callable directory for AI agents to find local SMBs — real…
41294
ProofStream Claim 1
Dispatch a human verifier to physically verify anything in the real world. For …
N/A N/A 81
41295
xiaobenyang-com
Extract and analyze images from files, links, and embedded images to understand…
N/A N/A 95
41296
nicoaguerrero
MCP Server for interacting with the MyAnimeList API, allowing LLM clients to ac…
41297
CSOAI-ORG
focus-timer-ai-mcp MCP server by MEOK AI Labs
N/A N/A
41298
CSOAI-ORG
calendar-ai-mcp MCP server by MEOK AI Labs
N/A N/A
41299
IntentGuardLabs
Enables AI agents to submit Ethereum transactions with on-chain outcome protect…
N/A N/A
41300
clauxel
Codex run receipts your reviewer can trust.
Showing 41251–41300 of 41393 servers