MCP Server Quality Scores

Independent quality analysis of 56925 public MCP servers

56925
Discovered
29794
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 24 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
56551
cognis-digital
Cryptographically verifiable, scope-narrowing delegation chains for AI agents, …
N/A N/A
56552
madtank
Exposes Amazon Nova Act browser-automation tools via the Model Context Protocol…
56553
vinothbhc1986
Enables browser automation using Playwright, allowing LLMs to interact with web…
56554
PrismAero
Provides enterprise-grade persistent memory for AI assistants with complete off…
N/A N/A 95
56555
dynamicendpoints
# PSADT-MCP Server A Model Context Protocol (MCP) server that provides AI assi…
N/A N/A 95
56556
DeftSolutions-dev
Bridges MCP-capable LLM agents to the Serotonin Lua runtime, enabling live Robl…
N/A N/A
56557
rsi-ai-platform
Browser-based research MCP server that drives a real Chromium browser via patch…
N/A N/A
56558
adelaidasofia
Multi-workspace Linear MCP — PAT auth, 57 tools + 3 prompts, substrate enforcem…
N/A N/A
56559
AiAgentKarl
Provides tamper-proof audit logging for AI agents using SHA-256 hash chains, in…
N/A N/A
56560
Sequesign
Sequesign Claim
Cryptographically verifiable receipts of an agent's delegated work, verified of…
N/A N/A
56561
mark.evgenev
test Claim
N/A N/A 95
56562
aixolotl
An unofficial MCP server that connects AI assistants to Microsoft Planner, enab…
56563
praseodeveloper
Exposes tools to calculate powers (square, cube, etc.) of a number via stdio or…
56564
juanmartinsantos
Enables AI assistants to control Tuya/Smart Life smart home devices via tools l…
56565
ofekron
Unified management of AI-agent configuration across Claude, Codex, and Gemini, …
N/A N/A
56566
dgtalquantumleap-ai
WhatsApp booking, staff coordination, and invoice recovery for services.
N/A N/A 81
56567
sbs1003
sbs_mcp_1010 Claim
N/A N/A 95
56568
Bhavarth7
routewise Claim
Enables step-level routing of AI workflows by decomposing tasks, selecting the …
56569
1600822305
A Chrome DevTools Protocol-based MCP server that enables AI coding assistants t…
N/A N/A
56570
barbaria888
PrismSRE Claim
PrismSRE is an AI-powered Kubernetes troubleshooting agent that uses Google's G…
56571
tradallo
reputation Claim
Query cryptographically-verified trading reputations (humans + AI agents). ed25…
56572
nirholas
Explore the Claude Code CLI source — browse tools, commands, search code, and m…
N/A N/A 95
56573
doritoman90000
A Model Context Protocol server that helps users create, validate, and optimize…
81
56574
ValentinOtt
test Claim
N/A N/A 95
56575 N/A N/A 95
56576
ZoezoeCookie
mcp-luopan Claim
Provides tools for Bazi (Chinese astrology) chart calculation and analysis, ena…
56577
shining55-peach-p0lb
FORMLOVA Claim
Chat-first form service with 127 MCP tools across 25 categories. Create, manage…
81
56578
Akka-Finance
mcp-server Claim
MCP server for AKKA Finance DEX aggregator — swap quotes, routes, and execution
N/A N/A
56579
titaniumtushar
Enables structured HTTP request creation and local file ingestion for LLM integ…
N/A N/A
56580
KorovkoAlexander
nsys-mcp Claim
Enables GPU profiling and performance analysis via NVIDIA Nsight Systems, allow…
N/A N/A 95
56581
AmeliaMiddleton
An MCP server that wraps the TMDB API, enabling search of movies and TV shows, …
56582
Kalypsokichu-code
Enables the generation, management, and validation of Apple Shortcuts (.shortcu…
81
56583
choreoatlas
Detect when AI code changes exceed declared task scope (MCP server).
N/A N/A
56584
Clement-Okolo
Provides real-time weather alerts and forecasts for US locations by integrating…
56585
christian-ramos
MCP server that exposes the Amazon Selling Partner API to Claude Desktop and an…
56586
shionhonda
mcp-gsheet Claim
MCP server for interacting with Google Sheets, providing tools to list sheets, …
56587
zztdandan
A remote MCP image generation server that unifies OpenAI Images and Gemini gene…
56588
bittlebitsai
GEO scores and content-rewrite suggestions for any web page, as MCP tools.
56589
relaycast
Relay Claim
Facilitate seamless communication between disparate systems or services. Enable…
81
56590
Rajivkumar995599
A robust communication protocol that facilitates seamless messaging between AI …
N/A N/A 95
56591
dinhogehm
nuria-mcp Claim
N/A N/A 95
56592
jl-3044
AgentNDX Claim
Search and discover MCP servers, A2A agents, and x402-enabled services. The age…
81
56593
andrewgl504
accelo-mcp Claim
MCP server exposing Accelo quote tools (list, get, create, update) with per-use…
56594
dkeeno
Enables AI agents to automate the full GitLab DevOps lifecycle including repos,…
56595
olartgabo
mcpUPB Claim
MCP server that turns UPB Virtual (Moodle) into a structured knowledge source, …
56596
Saenai
Enables safe AI-assisted cleanup of Microsoft To Do tasks with backup, preview,…
N/A N/A
56597
jl-3044
AgentNDX Claim
Search and discover MCP servers, A2A agents, and x402-enabled services. The age…
81
56598
jmstar85
Integrates SAST, DAST, IAST, and SCA security testing tools for AI-powered DevS…
56599
oh-namgyu
Static codebase analysis as MCP tools — give AI coding agents a map of your rep…
N/A N/A
56600
vantage-meridian-group
Free competitive pricing intelligence for SMB CPG brands. Check where any produ…
Showing 56551–56600 of 56925 servers