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Generate answers & visualizations from your engineering data to track software development health.

A Serper MCP Server

An MCP server implementation that provides a tool for dynamic and reflective problem-solving through a structured thinking process.

Official MiniMax Model Context Protocol (MCP) server that enables interaction with powerful Text to Speech, image generation and video generation APIs.

Run UX research directly from Claude. Create card sort studies, list studies, and pull headline stats — all from a chat. Free within account limits. Works with Claude Desktop, claude.ai, and Claude Code.

A data firewall between AI and your Google Docs. Give Claude, ChatGPT, and other AI assistants controlled access to search, read, create, copy, rename, and precisely edit documents (insert, append, replace). Sensitive data is redacted before the AI sees it, the AI is held to the permissions you grant, every edit is logged, and you can revoke access in one click.

One persistent tmux-backed terminal for AI agents. ssh, docker exec, and REPLs nest inside a single authenticated session (no re-auth per command). Token-reduced reads, 4-layer completion detection, and a human can co-drive via the shared tmux socket. Install: npx -y aiterm-mcp

基于七牛云产品构建的 Model Context Protocol (MCP) Server，支持用户在 AI 大模型客户端的上下文中通过该 MCP Server 来访问七牛云存储资源、利用 Dora 服务进行图片操作等。 如果有什么需求欢迎在下方评论，您也可以在 github 仓库中提 issue。

FTIR spectral search and material identification. Upload instrument files (28+ formats) or peak lists, get ranked candidates with literature-backed DOI citations from 135,000+ reference spectra.

灵计一动:把灵感拆成可勾选的计划,AI 写代码时经 MCP 自动打钩,做完一键归档成文章。免费。 Lingji turns a one-line idea into a checkable plan outline. Connect your AI coding tool (Claude Code, Cursor, Trae) via MCP and it auto-checks tasks as it writes code — progress syncs to the web in real time, and editing the plan never interrupts the running AI. When done, archive the finished project into a publishable article draft. Free to use.

MemClaw — persistent memory for AI agent fleets (OSS)

Model Context Protocol server that integrates AgentQL's data extraction capabilities.

Persistent memory for AI agents. Give your coding assistant organizational context that compounds — search memories with hybrid retrieval, store anything with auto entity extraction, and query a living knowledge graph that gets smarter over time.

高德地图官方 MCP Server

Structural graph memory for AI coding assistants. repo-graph maps your codebase entities, relationships, and feature flows so the model navigates to the right files instead of reading everything first. Tree-sitter, 20+ languages, frontend to backend and more, any MCP client.

Private agent-to-agent people matching. Contact only on a real match.

Read-only database access with schema inspection

BlenderMCP connects Blender to Claude AI through the Model Context Protocol (MCP), allowing Claude to directly interact with and control Blender. This integration enables prompt assisted 3D modeling, scene creation, and manipulation.

Tribal captures the engineering knowledge that does not get written down in code or tickets. The reasoning behind a load-bearing decision, the heuristic someone keeps reaching for, the breakthrough that closed a gnarly bug. It runs as an MCP server, ingests text on demand, and exposes a graph of items connected by what they support, contradict, or refine. Your agent harness talks to it the same way it talks to any other MCP-compatible tool.

GitLab API, enabling project management

A Model Context Protocol server that gives AI Clients real-time cybersecurity reconnaissance capabilities — WHOIS, DNS enumeration, port scanning, SSL inspection, CVE lookup, IP reputation, ASN lookup and more.

A Model Context Protocol Server connector for Perplexity API, to enable web search without leaving the MCP ecosystem.

test

Secure file operations with configurable access controls

Create a remote sandbox that can execute code/run commands/upload and download files. 创建远程沙盒，可以执行代码/运行命令/上传下载文件

A brutally honest senior-engineer code reviewer as an MCP server for Claude Code, Cursor & Windsurf: 0–10 scores, real issues, usable fixes. 8 tools, free tier, no account needed.