Windsurf Python Packages

fastapi-mcp

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

boost-skill-cli

Package manager for AI coding skills — search, install, and sync SKILL.md skills across Claude Code, Windsurf, and Cursor

jcodemunch-mcp

Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens saved.

android-agent-harness

Stricter proof, not heavier workflow — an Antigravity-first Android AI harness for approval-bound changes, adaptive verification, and evidence-backed delivery.

mcp-gitlab

MCP server for the GitLab REST API — 91 tools, 7 resources, 6 prompts for projects, MRs, draft reviews, repository files, pipelines, CI/CD, approvals and issues. MCP 2026-07-28 (MCP 2.0); GitLab.com and self-managed; read-only mode, OAuth 2.1 and local sign-in.

agent-toolkit-cli

🛠️ Composable AI agent toolkit — skills, agents, loops, and MCP templates for Claude Code, Cursor, OpenCode, Copilot, Windsurf, and Pi

mcptoon

One zero-dependency CLI for every MCP server and agent skill. Token optimization, tool discovery and context compression: 71,929 -> 581 tokens (-99.2%, measured), schemas stay out of context. One config for Claude Code, Codex, Cursor, every agent. 341KB, pure Python. | 零依赖 CLI：管所有 MCP 工具与技能，工具发现省 99.2% token。

jdocmunch-mcp

The leading, most token-efficient MCP server for documentation exploration and retrieval via structured section indexing

mcpm

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

agentseam

The primitives layer for every coding agent — one handler API over per-agent hooks, instruction files, plugin packaging, and config.

superlocalmemory

Open-source governed, local-first memory control plane for AI agents and teams. arXiv:2608.08253

mcp-atlassian-extended

MCP server for Jira & Confluence — 22 tools, 15 resources, 5 prompts for custom fields, issue links, attachments, agile boards, sprints, versions, team calendars and sprint capacity. MCP 2026-07-28 (MCP 2.0); complements mcp-atlassian.

codebase-memory-mcp

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.

spec-kitty-cli

Spec-Driven Development with organizational governance. Specs tell AI agents what to build; Charter governs how they build it. Git-native missions, enforceable workflows, and consistent engineering standards across AI coding agents and harnesses.

piia-engram

Local-first AI memory you can see, edit, and override — portable across Claude Code, Codex, Cursor, Windsurf, and other MCP coding tools.

mcp-coda

MCP server for the Coda API — 53 tools, 12 resources, 5 prompts for docs, pages, tables, rows, formulas, permissions, publishing and automations. MCP 2026-07-28 (MCP 2.0); read-only mode.

omega-memory

Persistent memory for AI coding agents

universal-ai-config

Unified configuration management for AI agents across multiple providers

orionbelt-semantic-layer-mcp

MCP server for the OrionBelt Semantic Layer. Enables LLMs to explore semantic models, compile queries, and execute analytics via natural language. Works with Claude, Cursor, Windsurf, Copilot.

engrim

The Universal Cross-Model Episodic Memory Standard. Local-first, project-scoped SQLite engine for Google Antigravity, Claude Code, Cursor, Codex CLI, GitHub Copilot CLI, and OpenCode. Zero cloud lock-in.

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.

agentpack-cli

Local context engine for AI coding agents. Routes tasks to relevant files, tests, rules, and skills, supports prompt caching, and builds compact context packs for Claude Code, Codex, Cursor, MCP, and more.

token-save-mcp

Stop your coding agent burning context on file reads. Delegates big reads to a cheap worker model and returns only the answer — 87-99% saved, measured per call. A hook enforces it in Claude Code; the MCP tools work in any 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.