MCP Server Quality Scores
Independent quality analysis of 59221 public MCP servers
Last updated 2 hours, 27 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◎ Verified Scores | ||||||||||
| 19051 |
User Agent Parser API
Claim
Parse user agents — browser, OS, device, bot detection. x402 micropayment.
|
F 25 5⁄5 | ||||||||
| 19052 |
Regex Tester API
Claim
Test, validate and explain regular expressions with match highlighting. x402 mi…
|
F 25 5⁄5 | ||||||||
| 19053 |
MCP Server for natural language querying of Snowflake, Google BigQuery, and Dat…
|
F 25 4⁄4 | ||||||||
| 19054 |
Unit Converter API
Claim
Unit conversion — length, weight, temperature, volume, speed, data. x402 micr…
|
F 25 5⁄5 | ||||||||
| 19055 |
An MCP Server that enables interaction with Google's Data Labeling API, allowin…
|
F 25 4⁄4 | ||||||||
| 19056 |
Image Resize API
Claim
Resize images from URL — PNG, JPEG, WebP output. x402 micropayment.
|
F 25 5⁄5 | ||||||||
| 19057 |
Text to Speech API
Claim
Convert text to MP3 speech audio in 50+ languages. x402 micropayment.
|
F 25 5⁄5 | ||||||||
| 19058 |
AI-native collaborative spreadsheet MCP server for session management, knowledg…
|
F 25 4⁄4 | ||||||||
| 19059 |
An MCP server implementation that enables interaction with the Unstructured API…
|
F 25 5⁄5 | ||||||||
| 19060 |
Audit email domain deliverability: SPF, DKIM, DMARC, MX. Score 0-100. x402.
|
F 25 5⁄5 | ||||||||
| 19061 |
An HTTP server implementation that provides direct access to the Ordiscan API w…
|
F 25 4⁄4 | ||||||||
| 19062 |
OCR Text Extraction API
Claim
Extract text from images using OCR. Tesseract-powered. x402 micropayment.
|
F 25 5⁄5 | ||||||||
| 19063 |
Zigpoll
Claim
Analyze Zigpoll survey responses, track trends, and get AI-powered insights.
|
F 23 5⁄5 | ||||||||
| 19064 |
Exact arithmetic engine for AI agents. 62 tools across 22 domains —
integer ma…
|
F 20 5⁄5 | ||||||||
| 19065 |
YeetIt
Claim
Instant web publishing for AI agents. POST HTML, get a live URL. No account nee…
|
F 18 5⁄5 | ||||||||
| ◐ Assessed Scores | ||||||||||
| 19066 |
Persistent memory for AI agents — 55 MCP tools, spreading activation recall.
|
A+ 97 3⁄3 | ||||||||
| 19067 |
Enables AI-powered music generation and live coding by providing direct control…
|
A+ 95 3⁄3 | ||||||||
| 19068 |
Trust-aware Nostr for AI agents -- 235 tools covering social, DMs, zaps, trust,…
|
A 94 3⁄3 | ||||||||
| 19069 |
MCP server that connects AI assistants to Actual Budget for budget management, …
|
A 94 3⁄3 | ||||||||
| 19070 |
Feature-complete Obsidian vault MCP server with 23 tools and 3 resources. Full-…
|
A 94 3⁄3 | ||||||||
| 19071 |
A simple MCP server that enables users to send emails using Resend's API, integ…
|
A 94 3⁄3 | ||||||||
| 19072 |
Computer-use MCP for Windows 10/11: 29 tools — screenshot, UIA, Chrome CDP, typ…
|
A 94 3⁄3 | ||||||||
| 19073 |
Official Ollama MCP Server. Exposes ollama_chat, ollama_generate, ollama_pull_m…
|
A 94 3⁄3 | ||||||||
| 19074 |
🤖 Taskade MCP · Official MCP server and OpenAPI to MCP codegen. Build AI agent …
|
A 94 3⁄3 | ||||||||
| 19075 |
Guardian layer for AI agents: identity, secrets, audit via MCP.
|
A 94 3⁄3 | ||||||||
| 19076 |
A powerful, security-hardened MCP server for intelligent file organization. Pro…
|
A 94 3⁄3 | ||||||||
| 19077 |
TokenSave
Claim
Code intelligence for 15+ languages: semantic graph queries instead of file rea…
|
A 94 3⁄3 | ||||||||
| 19078 |
MCP server providing native macOS integration with Apple Reminders and Calendar…
|
A 93 3⁄3 | ||||||||
| 19079 |
A context engineering tool for AI coding assistants that detects post-training …
|
A 93 3⁄3 | ||||||||
| 19080 |
Open-source AI security agent: SAST, DAST, and policy-as-code over MCP.
|
A 93 3⁄3 | ||||||||
| 19081 |
ai-memory
Claim
Persistent memory for any AI — zero token cost until recall
|
A 93 3⁄3 | ||||||||
| 19082 |
Multi-session browser MCP — 15 parallel isolated browsers, 37 tools, stealth, s…
|
A 93 3⁄3 | ||||||||
| 19083 |
AI-powered podcast clipper that generates vertical clips with face tracking and…
|
A 92 3⁄3 | ||||||||
| 19084 |
Record development decisions as structured JSON, embed as vectors via Gemini, a…
|
A 92 3⁄3 | ||||||||
| 19085 |
Automates Firefox via WebDriver BiDi for browser control, including navigation,…
|
A 92 3⁄3 | ||||||||
| 19086 |
Wraps Codex CLI as MCP tools: query, review, search, assess, structured, sessio…
|
A 92 3⁄3 | ||||||||
| 19087 |
Discover and publish AI agents via DNS using SVCB records (RFC 9460)
|
A 92 3⁄3 | ||||||||
| 19088 |
markplane
Claim
AI-native, markdown-first project management. Your repo is the project manager.
|
A 92 3⁄3 | ||||||||
| 19089 |
A local bridge for bidirectional collaboration between Claude Code and Codex. 连…
|
A 92 3⁄3 | ||||||||
| 19090 |
Fast, lightweight Firecrawl alternative in Rust. Web scraper, crawler & search …
|
A 92 3⁄3 | ||||||||
| 19091 |
devbase
Claim
Developer Knowledge OS — local-first bimodal workspace for humans (TUI) and AI …
|
A 92 3⁄3 | ||||||||
| 19092 |
Obsidian Intelligence turns your vault into a Model Context Protocol server. An…
|
A 92 3⁄3 | ||||||||
| 19093 |
ClawdCursor
Claim
The local MCP server that gives any AI agent safe desktop control. Provides 6 c…
|
A 92 3⁄3 | ||||||||
| 19094 |
This MCP server enables Claude to interact with an Obsidian vault for persisten…
|
A 92 3⁄3 | ||||||||
| 19095 |
pforge
Claim
Zero-boilerplate MCP server framework with declarative YAML configuration
|
A 92 3⁄3 | ||||||||
| 19096 |
pitlane-mcp
Claim
Token-efficient navigation substrate for AI coding agents. Index code once and …
|
A 92 3⁄3 | ||||||||
| 19097 |
mcp-windbg
Claim
Model Context Protocol for WindDbg, implementation by rust
|
A 91 3⁄3 | ||||||||
| 19098 |
MCP package manager with trust scoring. Search, install, and audit MCP servers.
|
A 91 3⁄3 | ||||||||
| 19099 |
mcp-git-enhanced
Claim
Enhanced Git MCP Server - Code review, commit analysis, and branch management
|
A 91 3⁄3 | ||||||||
| 19100 |
Outsource your understanding. Capture every human-AI decision as a step in a tr…
|
A 91 3⁄3 | ||||||||