Windsurf Python Packages

fastapi-mcp

Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!

kluris

Turn AI agents into team SMEs. Kluris builds a shared, human-curated knowledge brain (decisions, constraints, incidents, tribal knowledge) as markdown in a git repo. Queryable via slash commands from Claude Code, Codex, Cursor, Windsurf, Cline, Gemini CLI.

mcpm

CLI MCP package manager & registry for all platforms and all clients. Search & configure MCP servers. Advanced Router & Profile features.

spec-kitty-cli

Spec-Driven Development for serious software developers. Spec Coding with with Claude, Cursor, Gemini, Codex. Kanban dashboard, git worktrees, auto-merge and more.

superlocalmemory

World's first local-only AI memory to break 74% retrieval and 60% zero-LLM on LoCoMo. No cloud, no APIs, no data leaves your machine. Additionally, mode C (LLM/Cloud) - 87.7% LoCoMo. Research-backed. arXiv: 2603.14588

omega-memory

Cross-model memory for AI agents. Local-first, works with Claude, GPT, Gemini, Cursor, Claw Code, and any MCP client

aivectormemory

aivectormemory 是一款基于 Model Context Protocol (MCP) 开发的OpenClaw、OpenCode、ClaudeCodeAI记忆管理工具。它专门为 Claude、OpenCode、Cursor 和 主流IDE 编程工具设计，通过向量数据库技术解决 AI 在不同对话会话中「健忘」的问题。aivectormemory: A lightweight MCP Server enabling persistent, cross-session memory for AI-powered IDEs via vector search.

mcp-gitlab

MCP server for GitLab API — 76 tools for AI assistants (Claude, Cursor, VS Code). Projects, MRs, pipelines, CI/CD, approvals, issues, code review.

skill-blast

🚀 One-click installer for 50 top AI agent skills — Claude Code, OpenCode, Antigravity, Gemini CLI, Cursor, Windsurf & more

yantrikdb-mcp

Persistent cognitive memory for AI agents — drop-in MCP server for Claude Code, Cursor, Windsurf. Temporal decay, contradiction detection, knowledge graph, autonomous consolidation. Backed by the YantrikDB Rust engine. Install: pip install yantrikdb-mcp.

rememb

Persistent memory for AI agents — local, portable, zero config. Works with Cursor, Windsurf, Claude via MCP.

context-router-cli

Local-first CLI and MCP server for AI coding context — minimum useful context, maximum agent performance

codevira

Stop re-explaining your project to AI agents every session. One memory layer for Claude Code, Cursor, Windsurf, Antigravity — local, MIT, no signup.

domd

To-DoMD automatically detects and tests project commands from various configuration files, then generates a detailed TODO.md file for failed commands with error reports and suggested fixes.

outlook-classic-mcp

Local MCP server that exposes classic Outlook desktop (mail, calendar, contacts, tasks, rules) to Claude and other MCP clients via COM. No Azure app, no Graph API, no OAuth.

excalidraw-architect-mcp

An MCP server that generates beautiful Excalidraw architecture diagrams with perfect auto-layout.

awareness-memory-cloud

Local-first AI agent memory — one command, 13+ IDEs, works offline. Persistent memory for Claude Code, Cursor, Windsurf, OpenClaw. Zero-code interceptors for OpenAI/Anthropic. Python & TypeScript SDKs.

holoctl

Project structure for AI coding agents — kanban board, named agents, slash commands, decisions log, live dashboard. Versioned in .holoctl/ next to your code. Compiles to Claude Code, Cursor, Windsurf, GitHub Copilot, Devin, Aider.

nucleus-mcp

Sovereign Agent OS — Persistent Memory, Governance & Compliance for AI Agents

aifence

Protect sensitive files from AI coding tools. One command to generate protection configs for Claude Code, Cursor, Copilot, and Windsurf.

ryeos-core

RYE Core Bundle — runtimes, primitives, extractors, and bundler

atomic-spec

Atomic Traceability for AI-Driven Development — a governance framework that constrains AI coding agents via gated, atomic, context-pinned phases.

bigquery-mcp

Practical MCP server for large BigQuery datasets. Supports vector search. Keep LLM context small while staying fast and allowing only safe read-only actions.

codebase-memory-mcp

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 155 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.