MCP Server Quality Scores
Independent quality analysis of 69199 public MCP servers
Last updated 59 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19501 |
Verifiable action logs for AI agents. Every action is recorded in a SHA-256 has…
|
B 82 3⁄3 | ||||||||
| 19502 |
Enables text-only AI models to understand clipboard images by describing them t…
|
B 82 3⁄3 | ||||||||
| 19503 |
YouTube transcript extraction for AI agents. Clean text, timestamps, or structu…
|
B 82 3⁄3 | ||||||||
| 19504 |
Claude-powered job fit analyzer that analyzes job fit based on GitHub portfolio…
|
B 82 3⁄3 | ||||||||
| 19505 |
First-party MCP server for Kaskad Protocol — a DeFi lending protocol on Igra L2…
|
B 82 3⁄3 | ||||||||
| 19506 |
SSWP MCP — Deterministic software attestation for AI-augmented development. Wit…
|
B 82 3⁄3 | ||||||||
| 19507 |
envault
Claim
Secure secret management with a Human-In-The-Loop (HITL) interceptor for agent …
|
B 82 3⁄3 | ||||||||
| 19508 |
Indexes Kotlin/Native platform klibs to enable fast symbol lookup for iOS APIs.…
|
B 82 3⁄3 | ||||||||
| 19509 |
An MCP server for the NinjaOne RMM platform, enabling tools to manage devices, …
|
B 82 3⁄3 | ||||||||
| 19510 |
🚀 Active Fork of executeautomation/mcp-playwright
This repository is an activel…
|
B 82 4⁄3 | ||||||||
| 19511 |
.
|
B 82 3⁄3 | ||||||||
| 19512 |
SEO analysis - meta tags, keywords, links, page speed
|
B 82 3⁄3 | ||||||||
| 19513 |
Semantic search and RAG over Apple Notes with on-device embeddings, full CRUD, …
|
B 82 3⁄3 | ||||||||
| 19514 |
|
B 82 3⁄3 | ||||||||
| 19515 |
Semantix-Verify is an MCP server for semantic validation of AI/LLM outputs. It …
|
B 82 3⁄3 | ||||||||
| 19516 |
|
B 82 3⁄3 | ||||||||
| 19517 |
An MCP server that gives AI agents persistent, narrative memory: concepts as no…
|
B 82 3⁄3 | ||||||||
| 19518 |
APITier utility APIs as MCP tools: validation, UK/India address lookup, barcode…
|
B 82 3⁄3 | ||||||||
| 19519 |
Multi-chain AML risk scoring and sanctions screening for AI agents. 76+ detecti…
|
B 82 3⁄3 | ||||||||
| 19520 |
Agentic coding harness with persistent memory and a REPL body. Built on Ori Mne…
|
B 82 3⁄3 | ||||||||
| 19521 |
MCP server for Holded — invoicing, accounting, CRM, projects, and team
|
B 82 3⁄3 | ||||||||
| 19522 |
Local-first reusable implementation registry for AI agents and versioned widget…
|
B 82 3⁄3 | ||||||||
| 19523 |
Local-first personal agentic OS and everything app for coding, knowledge work, …
|
B 82 4⁄3 | ||||||||
| 19524 |
apple-reminders
Claim
Fast, native macOS Apple Reminders via EventKit. 10-200x faster than AppleScrip…
|
B 82 3⁄3 | ||||||||
| 19525 |
Open-source MCP server that gives any LLM long-term memory using a knowledge gr…
|
B 82 3⁄3 | ||||||||
| 19526 |
Answers "why does this code exist?" by tracing any line back through the commit…
|
B 82 3⁄3 | ||||||||
| 19527 |
AI agent security: prompt injection detection, semantic memory, output scanning…
|
B 82 3⁄3 | ||||||||
| 19528 |
India-first MCP server for NSE/BSE, fundamentals, analytics, and market researc…
|
B 82 3⁄3 | ||||||||
| 19529 |
MCP server for Reddit Ads API v3 enabling campaign management, ad creation, per…
|
B 82 3⁄3 | ||||||||
| 19530 |
Structured-output enforcer: extract and validate JSON from messy LLM text.
|
B 82 3⁄3 | ||||||||
| 19531 |
Hosted Playwright browser automation for AI agents. Returns accessibility trees…
|
B 82 3⁄3 | ||||||||
| 19532 |
Manages Google Play Store listing text through the official Android Publisher A…
|
B 82 3⁄3 | ||||||||
| 19533 |
Subscription-aware LLM router for Claude Code. Routes tasks to 20+ providers (O…
|
B 82 3⁄3 | ||||||||
| 19534 |
Enables AI assistants to interact with QuickFile UK accounting software, provid…
|
B 82 4⁄4 | ||||||||
| 19535 |
MCP server that connects AI assistants to your reMarkable tablet, enabling read…
|
B 82 3⁄3 | ||||||||
| 19536 |
Exposes Sourcegraph Zoekt code search to MCP-capable AI agents, enabling fast, …
|
B 82 3⁄3 | ||||||||
| 19537 |
A lightweight, powerful local memory server for AI agents supporting text, enti…
|
B 82 3⁄3 | ||||||||
| 19538 |
Cloaked headless browser for AI agents — stealth TLS, smart extraction, SPA fal…
|
B 82 3⁄3 | ||||||||
| 19539 |
Governed memory for coding agents. Trust lifecycle, conflict detection, health …
|
B 82 3⁄3 | ||||||||
| 19540 |
Connect Claude to QuickBooks Online — query finances, create invoices, run repo…
|
B 82 3⁄3 | ||||||||
| 19541 |
Full-featured Apache Superset MCP server with 135+ tools for dashboards, charts…
|
B 82 4⁄3 | ||||||||
| 19542 |
Enables Git repository interaction and automation via LLMs, providing tools to …
|
B 82 3⁄3 | ||||||||
| 19543 |
Paper trading simulator for Polymarket — built for AI agents. MCP server, live …
|
B 82 3⁄3 | ||||||||
| 19544 |
Browser and mobile app automation using WebdriverIO, enabling AI agents to cont…
|
B 82 4⁄3 | ||||||||
| 19545 |
Free crypto news API - real-time aggregator for Bitcoin, Ethereum, DeFi, Solana…
|
B 82 3⁄3 | ||||||||
| 19546 |
Causal graph memory engine for AI agents. Scores memories using relevance × con…
|
B 82 3⁄3 | ||||||||
| 19547 |
x402 micropayments for AI agents — credits-based, no wallets, no blockchain.
|
B 82 3⁄3 | ||||||||
| 19548 |
WeCom (Enterprise WeChat) document operations via MCP: create, read, and edit D…
|
B 82 3⁄3 | ||||||||
| 19549 |
Enables exploring Microsoft Fabric / Power BI workspaces and semantic models, a…
|
B 82 3⁄3 | ||||||||
| 19550 |
A lightweight MCP server that exposes IDA Pro's disassembly, decompilation, and…
|
B 82 3⁄3 | ||||||||