MCP Server Quality Scores
Independent quality analysis of 43365 public MCP servers
Last updated 32 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
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| ○ Unscored | ||||||||||
| 39901 |
Daily ecommerce revenue, inventory, listing, shipping, and restock operations i…
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| 39902 |
modelforge
Claim
Bulge-tier financial model factory — live formulas, source-traced cells, 14 tem…
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| 39903 |
wikipedia-mcp
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| 39904 |
oh-my-kimichan
Claim
Production-ready multi-agent orchestration harness for Kimi Code CLI (K2.6): wo…
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| 39905 |
Easy8
Claim
Connect AI assistants to Easy8 — read and update projects, issues, and comments.
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| 39906 |
Manages airline crew qualifications, certifications, FAA Part 117 compliance, a…
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| 39907 |
Discover and explore Azure Verified Modules from the Bicep Public Registry
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| 39908 |
ggb
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| 39909 |
kuriflow-mcp
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Make AI tasks repeatable. Run with new data automatically — zero AI tokens per …
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| 39910 |
Torna MCP Server
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Enables interaction with Torna API documentation management platform, allowing …
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| 39911 |
@agentcivics/mcp-server
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Read-only on-chain query surface for the AgentCivics civil registry on Sui — so…
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| 39912 |
Your AI Development Conductor - 60 MCP tools for intelligent task orchestration
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| 39913 |
token-optimizer
Claim
Reduce LLM API costs via semantic caching, prompt compression, model routing an…
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| 39914 |
marvenn-mcp
Claim
Marvenn MCP Server
AI-powered outbound marketing automation for agencies.
Wha…
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| 39915 |
Sally Skills
Claim
Plug Sally AI into your agent.
The clinical-grade health intelligence behind A1…
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| 39916 |
memo
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Local MLX-native memory for AI agents — markdown-on-disk, sqlite-vec + BM25 hyb…
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| 39917 |
BookBridge-MCP
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MCP server for Chinese-to-English book translation and document processing, pro…
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| 39918 |
Pressable MCP Server
Claim
Provides a comprehensive suite of 56 tools for the management and automation of…
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| 39919 |
execution-run-mcp
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Enables AI agents to interact with the Execute.run bot API for managing Shell b…
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| 39920 |
seizedata-mcp
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| 39921 |
nsys-mcp
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Enables GPU profiling and performance analysis via NVIDIA Nsight Systems, allow…
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| 39922 |
A Model Context Protocol server designed to streamline Expo and React Native de…
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| 39923 |
gsap_animation_generate
Claim
Create precise, production-ready GSAP animations from any request. Debug issues…
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| 39924 |
1ClickReport
Claim
40 tools for marketing analytics, campaign management, and AI monitoring across…
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| 39925 |
biomarker-ranges
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| 39926 |
K-Work Trust
Claim
Korean business record validation and workflow safety gates for AI agents.
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| 39927 |
convex-rag-search
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| 39928 |
squish-mcp
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Enables AI agents to run and create Squish test scripts and test suites and ana…
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| 39929 |
Text classification API for AI agents. Classify text into topic categories with…
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| 39930 |
Amazon Cart MCP Server
Claim
Enables AI assistants to interact with your personal Amazon cart through browse…
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| 39931 |
preflight
Claim
Check if your MCP server is ready to publish on the MCP Registry, Smithery, or …
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| 39932 |
dataforseo-mario
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| 39933 |
iot-pentest-mcp-server
Claim
Discover and assess IoT and wireless targets across BLE, Zigbee, Wi‑Fi, ESB, RF…
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| 39934 |
Syndicate Links MCP
Claim
Attribution and commission infrastructure for AI agents. Track conversions, ver…
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| 39935 |
Enables LLMs to autonomously query AWS CloudWatch Logs and perform structured r…
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| 39936 |
SDS MCP
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Enables automated project analysis and structured development specification gen…
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| 39937 |
touchgrass-mcp
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Hire Orb-verified humans for real-world tasks with on-chain escrow on World Cha…
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| 39938 |
agentdrop-mcp-server
Claim
MCP server for AgentDrop - encrypted file transfer between AI agents across any…
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| 39939 |
Query Airbrake errors, notices, deploys, and project stats from MCP clients
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| 39940 |
Search the Federal Register for rules, proposed rules, and notices affecting en…
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| 39941 |
ThinkNEO MCP SMB
Claim
8 standalone MCP servers for SMBs — Guardrails (prompt injection, PII, secrets …
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| 39942 |
Enables backend test quality analysis for GPA e-commerce, including coverage an…
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| 39943 |
dejared
Claim
Explore, analyze, and decompile Java JAR files via MCP
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| 39944 |
ai-dictionary-mcp
Claim
Look up, search, cite, discuss, and track AI phenomenology terms
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| 39945 |
looply
Claim
Looply AI call center MCP Server - manage calls, leads, contacts, and analytics.
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| 39946 |
Omnier CRM
Claim
The CRM built for agents. Give your agent the CRM and go talk to people
https:/…
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| 39947 |
corviapp
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| 39948 |
126 Email SMTP Server
Claim
Send emails securely using the 126 email service with SMTP support. Enable send…
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| 39949 |
Onplana
Claim
Project portfolio management for PMOs. Alternative to Microsoft Project Online.…
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| 39950 |
DMAP-AI MCP Server
Claim
MCP server for DMAP-AI drought monitoring and SPI drought analysis using NASA P…
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