MCP Server Quality Scores
Independent quality analysis of 33641 public MCP servers
Last updated 1 hour, 26 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19051 |
ai-memory
Claim
Persistent memory for any AI — zero token cost until recall
|
A 93 3⁄3 | ||||||||
| 19052 |
Detects what your AI doesn't know about your project and fixes it. Post-trainin…
|
A 93 3⁄3 | ||||||||
| 19053 |
Provides native integration with Apple Reminders and Calendar on macOS, enablin…
|
A 93 3⁄3 | ||||||||
| 19054 |
Multi-session browser MCP — 15 parallel isolated browsers, 37 tools, stealth, s…
|
A 93 3⁄3 | ||||||||
| 19055 |
Open-source AI security agent: SAST, DAST, and policy-as-code over MCP.
|
A 93 3⁄3 | ||||||||
| 19056 |
Wraps Codex CLI as MCP tools: query, review, search, assess, structured, sessio…
|
A 92 3⁄3 | ||||||||
| 19057 |
Obsidian Intelligence turns your vault into a Model Context Protocol server. An…
|
A 92 3⁄3 | ||||||||
| 19058 |
devbase
Claim
Developer Knowledge OS — local-first bimodal workspace for humans (TUI) and AI …
|
A 92 3⁄3 | ||||||||
| 19059 |
pforge
Claim
Zero-boilerplate MCP server framework with declarative YAML configuration
|
A 92 3⁄3 | ||||||||
| 19060 |
clawdcursor
Claim
OS-agnostic, model-agnostic desktop automation server. Gives any AI agent eyes,…
|
A 92 3⁄3 | ||||||||
| 19061 |
Discover and publish AI agents via DNS using SVCB records (RFC 9460)
|
A 92 3⁄3 | ||||||||
| 19062 |
Firefox browser automation via WebDriver BiDi for testing, scraping, and browse…
|
A 92 3⁄3 | ||||||||
| 19063 |
Record development decisions as structured JSON, embed as vectors via Gemini, a…
|
A 92 3⁄3 | ||||||||
| 19064 |
pitlane-mcp
Claim
Token-efficient navigation substrate for AI coding agents. Index code once and …
|
A 92 3⁄3 | ||||||||
| 19065 |
A local bridge for bidirectional collaboration between Claude Code and Codex. 连…
|
A 92 3⁄3 | ||||||||
| 19066 |
markplane
Claim
AI-native, markdown-first project management. Your repo is the project manager.
|
A 92 3⁄3 | ||||||||
| 19067 |
Open-source web scraper for AI agents with scrape, crawl, and map tools
|
A 92 3⁄3 | ||||||||
| 19068 |
Connect Claude Code to your Obsidian vault — MCP server plugin with 20 tools, a…
|
A 92 3⁄3 | ||||||||
| 19069 |
odoo-claude-mcp
Claim
Self-hosted MCP server connecting Claude to Odoo 15→19 — 197+ tools, multi-tena…
|
A 91 3⁄3 | ||||||||
| 19070 |
A zero-cost, unlimited Figma MCP server — no API key, no rate limits
|
A 91 3⁄3 | ||||||||
| 19071 |
Persistent reasoning memory for AI agents via typed cognitive nodes and superse…
|
A 91 3⁄3 | ||||||||
| 19072 |
Zettelkasten knowledge base for AI assistants with full-text and semantic searc…
|
A 91 3⁄3 | ||||||||
| 19073 |
mcp-git-enhanced
Claim
Enhanced Git MCP Server - Code review, commit analysis, and branch management
|
A 91 3⁄3 | ||||||||
| 19074 |
Enables users to search and browse Mobbin's extensive library of mobile app des…
|
A 91 3⁄3 | ||||||||
| 19075 |
MCP package manager with trust scoring. Search, install, and audit MCP servers.
|
A 91 3⁄3 | ||||||||
| 19076 |
mcp-windbg
Claim
Model Context Protocol for WindDbg, implementation by rust
|
A 91 3⁄3 | ||||||||
| 19077 |
Jira & Confluence MCP: 24 tools for issues, sprints, comments, transitions & wi…
|
A 91 3⁄3 | ||||||||
| 19078 |
Automatic token optimization for Claude Code and MCP workflows, including struc…
|
A 91 3⁄3 | ||||||||
| 19079 |
Buda.com market data: prices, spreads, OHLCV, order books, trades, and volume f…
|
A 91 3⁄3 | ||||||||
| 19080 |
Record debug sessions, commands, failed attempts, and successful fixes in local…
|
A 91 3⁄3 | ||||||||
| 19081 |
mcp
Claim
Model Context Protocol (MCP) server for AI-powered Fastly CDN management.
|
A 91 3⁄3 | ||||||||
| 19082 |
Give AI agents full read/write email access via Mozilla Thunderbird. Zero crede…
|
A 91 3⁄3 | ||||||||
| 19083 |
Agentic memory for cyber threat intelligence. STIX graphs, actor aliasing, offl…
|
A 91 3⁄3 | ||||||||
| 19084 |
Q-learning memory for Claude Code. Persistent memory that learns which context …
|
A 91 3⁄3 | ||||||||
| 19085 |
MCP Toolbox for Databases enables your agent to connect to your database.
|
A 91 3⁄3 | ||||||||
| 19086 |
hamr
Claim
The Go framework for building MCP servers. Your struct tags are your schema.
|
A 91 3⁄3 | ||||||||
| 19087 |
Agent-first cognitive substrate: 20 verbs + 46 lint dims over a self-validating…
|
A 91 3⁄3 | ||||||||
| 19088 |
Persistent memory MCP server for AI coding agents (Claude Code, Codex, Gemini C…
|
A 90 3⁄3 | ||||||||
| 19089 |
PropProfessor MCP
Claim
Standalone Model Context Protocol server for PropProfessor, plus a small query …
|
A 90 3⁄3 | ||||||||
| 19090 |
A content exploration toolkit that helps LLMs surface high signal, unsummarized…
|
A 90 3⁄3 | ||||||||
| 19091 |
Local symbol ground truth MCP server for Unicode lookup and code-symbol linting.
|
A 90 3⁄3 | ||||||||
| 19092 |
Local-first CLI + MCP server: Any file → AI-ready Markdown + JSON
|
A 90 3⁄3 | ||||||||
| 19093 |
15 semantic GDScript analysis tools via Godot's built-in LSP: navigation, refer…
|
A 90 3⁄3 | ||||||||
| 19094 |
agent-lsp
Claim
Stateful LSP runtime for AI agents — 50+ tools across 30+ languages via MCP.
|
A 90 3⁄3 | ||||||||
| 19095 |
Control Classic Mac OS (System 7-9) from AI agents via shared folder protocol.
|
A 90 3⁄3 | ||||||||
| 19096 |
AI-powered image editing through Photopea with 34 tools for documents, layers, …
|
A 90 3⁄3 | ||||||||
| 19097 |
97% token reduction for AI coding sessions — zero deps, 21 languages, MCP server
|
A 90 3⁄3 | ||||||||
| 19098 |
3D & AR SDK for Android, iOS, Web — API docs, samples, validation, and code gen…
|
A 90 3⁄3 | ||||||||
| 19099 |
Sophon
Claim
Honest token economics for MCP agents. 68% tokens saved, zero-ML Rust binary.
|
A 90 3⁄3 | ||||||||
| 19100 |
A complete Model Context Protocol (MCP) server that provides comprehensive inte…
|
A 90 3⁄3 | ||||||||