MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 57 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19601 |
Enables comprehensive GitLab integration allowing LLMs to manage projects, issu…
|
B 81 4⁄4 | ||||||||
| 19602 |
Cognio
Claim
Persistent semantic memory server for AI assistants via MCP, enabling long-term…
|
B 81 4⁄3 | ||||||||
| 19603 |
The open-source memory operating system for AI agents. Persistent memory, seman…
|
B 81 3⁄3 | ||||||||
| 19604 |
MCP-native, local-first memory for coding agents that turns coding sessions int…
|
B 81 3⁄3 | ||||||||
| 19605 |
Google Search Console MCP server: SEO audits, performance queries, URL inspecti…
|
B 81 3⁄3 | ||||||||
| 19606 |
Rosetta/PyRosetta protein modeling and Biotite translation for computational bi…
|
B 81 3⁄3 | ||||||||
| 19607 |
SWI-Prolog execution for LLMs with CLP(FD), negation-as-failure, and recursion.…
|
B 81 3⁄3 | ||||||||
| 19608 |
Octopus Deploy Official MCP Server
|
B 81 4⁄4 | ||||||||
| 19609 |
tactual
Claim
Screen-reader navigation cost analyzer. Models real AT user effort with per-pro…
|
B 81 3⁄3 | ||||||||
| 19610 |
HEOR (Health Economics and Outcomes Research) MCP server with 7 tools for liter…
|
B 81 3⁄3 | ||||||||
| 19611 |
Combines hiring and tech-stack signals into one composite GTM score. Clay-ready…
|
B 81 3⁄3 | ||||||||
| 19612 |
Formally verified AI safety APIs. 75+ endpoints, pay-per-call via USDC x402, no…
|
B 81 3⁄3 | ||||||||
| 19613 |
IMAP/SMTP email MCP server with 42 tools for reading, searching, sending, sched…
|
B 81 4⁄3 | ||||||||
| 19614 |
MCP server providing access to the Flightradar24 API for real-time and historic…
|
B 81 4⁄3 | ||||||||
| 19615 |
An MCP server for academic paper search that integrates with AI assistants (e.g…
|
B 81 3⁄3 | ||||||||
| 19616 |
Context sync layer for AI agents. Ensures continuity and eliminates memory drif…
|
B 81 3⁄3 | ||||||||
| 19617 |
Access UK company data through the Companies House API directly in MCP clients,…
|
B 81 4⁄3 | ||||||||
| 19618 |
MCP server connecting AI assistants to Autodesk Revit through a local bridge.
|
B 81 3⁄3 | ||||||||
| 19619 |
An MCP server to autonomously launch, manage, and shutdown local mlx-lm instanc…
|
B 81 3⁄3 | ||||||||
| 19620 |
Enables Korean Saju (Four Pillars of Destiny) calculation and myeongni-hak glos…
|
B 81 3⁄3 | ||||||||
| 19621 |
Bridge package enabling seamless integration between Model Context Protocol (MC…
|
B 81 4⁄3 | ||||||||
| 19622 |
Email inbox placement testing across Gmail, Outlook, Yahoo, Mail.ru and Yandex.…
|
B 81 3⁄3 | ||||||||
| 19623 |
Wraps the Claude Agent SDK as MCP servers, letting you spawn multiple specializ…
|
B 81 3⁄3 | ||||||||
| 19624 |
mcdev MCP: wiki search, .mcdevrc help, journey checklists, metadata types via m…
|
B 81 3⁄3 | ||||||||
| 19625 |
Form builder and response collector for AI agents. Reads are free, writes requi…
|
B 81 3⁄3 | ||||||||
| 19626 |
Enables remote Linux VM management via SSH with automatic safety checks for des…
|
B 81 3⁄3 | ||||||||
| 19627 |
MCP server connecting AI assistants to eToro for portfolio analysis, market res…
|
B 81 3⁄3 | ||||||||
| 19628 |
A read-only MCP server for Robinhood portfolio research. Wraps robin_stocks to …
|
B 81 3⁄3 | ||||||||
| 19629 |
MCP server for Google Search Console, enabling querying search analytics, URL i…
|
B 81 3⁄3 | ||||||||
| 19630 |
MCP server exposing Read, Write, Edit, Bash, Glob, Grep, and JS tools over stdi…
|
B 81 3⁄3 | ||||||||
| 19631 |
Enables users to manage time entries and log hours on the ProjectX platform usi…
|
B 81 3⁄3 | ||||||||
| 19632 |
AI logo design MCP server — generates SVG logos with text-to-path conversion, S…
|
B 81 3⁄3 | ||||||||
| 19633 |
Provides AI assistants with access to AegisX UI components, CRUD generator comm…
|
B 81 4⁄4 | ||||||||
| 19634 |
Manage domains, DNS records, contacts, marketplace listings, and more via the S…
|
B 81 4⁄4 | ||||||||
| 19635 |
Forgespec MCP facilitates Spec-Driven Development (SDD) by providing tools for …
|
B 81 3⁄3 | ||||||||
| 19636 |
A small Model Context Protocol (MCP) server that gives an LLM eyes on your desk…
|
B 81 3⁄3 | ||||||||
| 19637 |
CallRail REST API v3 integration with 49 tools for call tracking, form submissi…
|
B 81 3⁄3 | ||||||||
| 19638 |
Connect AI agents across any network — zero config, encrypted, skill-based rout…
|
B 81 3⁄3 | ||||||||
| 19639 |
Web scraping with stealth HTTP, real browsers, and Cloudflare bypass. CSS selec…
|
B 81 4⁄3 | ||||||||
| 19640 |
Runtime security for AI agent commerce. CLI + MCP server blocks hallucinated pu…
|
B 81 3⁄3 | ||||||||
| 19641 |
Persistent code indexing for AI assistants. 50x less context than grep. 11 lang…
|
B 81 4⁄3 | ||||||||
| 19642 |
Calculate US household employer (nanny) taxes + run payroll via AI agents. All …
|
B 81 3⁄3 | ||||||||
| 19643 |
A visual designer pen for Claude Code that lets users click, drag, or draw on w…
|
B 81 3⁄3 | ||||||||
| 19644 |
MCP server for Commodore 64 Ultimate hardware and VICE emulator control.
|
B 81 3⁄3 | ||||||||
| 19645 |
Unified MCP Server for Obsidian - graph-based note management with semantic cla…
|
B 81 3⁄3 | ||||||||
| 19646 |
MCPSDK.dev(ToolSDK.ai)'s Awesome MCP Servers and Packages Registry and Database…
|
B 81 4⁄3 | ||||||||
| 19647 |
Connects Google Search Console to MCP clients to query search analytics, manage…
|
B 81 4⁄4 | ||||||||
| 19648 |
MCP Cloudflare
Claim
Secure MCP server for Cloudflare DNS, Transform Rules, and Page Rules
|
B 81 4⁄3 | ||||||||
| 19649 |
A Dockerized Python MCP server that bridges your local AI (e.g., Claude Desktop…
|
B 81 4⁄4 | ||||||||
| 19650 |
Diablo II Resurrected modding toolkit — character builder, mod build/deploy pip…
|
B 81 3⁄3 | ||||||||