LLM Mart Basic

端到端测试（生成或执行 E2E 用例）

全自动 PDLC 新功能开发（串联 PRD→设计→TDD→实现→评审→发布）

全自动 Bug 修复（定位→复现→修复→测试→文档）

国际化（i18n）

按设计文档和已有测试用例实现代码（带前置守卫、自检、handoff）

代码质量检查与自动修复

打印循环下一步应执行的命令（机器可读，供 loop 驱动）

收敛循环引擎（自动推进 tdd→implement→review 到 review_done 或 blocked）

新人引导 / 自动化生成用户手册

性能优化

创建 PRD 文档（自动化生成 + 自检 + handoff）

质量闸门——跑真实 check、对照质量目标、出可核对报告，由人签字放行

代码重构（保持外部行为不变，改善内部结构）

管理 feature 关系链（set/query/impact/orphans/rebuild/validate）

迭代复盘——读状态机历史出趋势报告

安全审计

交互式配置 PDLC（当前：状态栏 statusline 的启用/停用/展示项）

发布工作流（收评审通过的功能 → 跑测试 → bump VERSION → 更 CHANGELOG → tag）

管理 00_standards 规范型 surface 产物（add/edit/archive/index）

查看项目 PDLC 状态总览（读 docs/.pdlc-state/ 输出进度）

A surprising share of AI-in-the-terminal failures aren't the AI. They're zsh, and a version of bash from 2006.

A Claude Code plugin turns standalone project configuration into a namespaced, installable extension that teams and communities can update as one unit.

None of the safety came from the model. It came from six boring habits.

Skills package instructions and references. Subagents run work in a separate context and return results. They solve different problems and can be composed deliberately.

Six hours in, one step left, everything green, and the incident that didn't happen

CLAUDE.md carries persistent project context. Skills load reusable procedures when relevant. Separating stable facts from task-specific workflows keeps both easier to maintain.

Twenty minutes recovering secrets that never existed, and the one sentence from a human that ended it

An API request routing a model's tool call through an approval gate to a remote MCP server

31 config keys, two audits, and why the first one was wrong in both directions

The official MCP Registry stores standardized server metadata rather than package code. Publishers verify a namespace, describe installation or remote access, and submit immutable versions.

Everyone looks at the Dockerfile. The file that actually leaked the key was the project file.

Remote MCP authorization uses established OAuth standards, but secure integration still requires issuer validation, least-privilege scopes, protected token handling, and server-side enforcement.

"Copy it over and switch the reference" is two steps, and the outage lives in the one nobody checks

stdio fits local processes and prototypes. Streamable HTTP fits hosted services and shared integrations. The right choice follows where the capability runs and who must reach it.

The most important rule wasn't about what I could change. It was about what I was allowed to display.

Tools perform operations, resources expose readable context, and prompts provide reusable templates. Choosing the correct primitive makes an MCP server easier to understand and govern.

Use MCP Inspector to connect to local or remote servers, inspect capabilities, call tools, read resources, test prompts, and diagnose failures before release.

Build an MCP server in TypeScript with focused tools, validated schemas, local and remote transports, Inspector tests, and production security controls.

An MCP server exposes tools, resources, or prompts through a standard protocol so an AI application can discover and use external capabilities.

Treat an AI agent skill as both an instruction package and a software dependency: inspect what it says, what it runs, what it can access, and how it updates.

Sweep and prioritize the open Blackpoint Cyber / CompassOne detection queue across tenants

List all devices and agents across the organization with status and health information

Triage open Blumira findings by severity, presenting a prioritized list for review

Deep investigation of a specific Blumira finding with details, context, and comment history

MSP dashboard showing all managed accounts with open finding counts and severity breakdown

Resolve a Blumira finding with the appropriate resolution type and notes

Overall security posture review including open findings by severity, agent coverage, and trends

Run the complete CIPP M365 offboarding workflow for a departing user — capture audit state, revoke access, handle mailbox, reclaim licenses

Generate a portfolio-wide M365 security posture report — Secure Score equivalents, MFA enrollment, conditional access coverage, and domain authentication across all managed tenants

Find tenants that have drifted from the MSP's configured CIPP standards baseline — missing standards, standards in Report-only mode, recent compliance failures

Quick health snapshot for a single tenant — BPA failures, conditional access enforcement, MFA gaps, domain authentication, standards compliance

Log a time entry (billable activity) against a Clio matter

Consolidated view of one Clio matter — contacts, open tasks, recent activities, recent communications, and bills

Search Clio contacts by name, company, or email

Search or list Clio matters by name/client and status

Capacity forecast for cloud resources, scoped to a resource type or covering everything connected

Cloud cost anomaly and reclaimable-spend report for a given window

Full network health sweep across all connected network-monitoring tools — devices down, degraded links, and topology changes

Report control and configuration drift since the last known-good baseline for a client or the whole portfolio

Build a source-cited compliance evidence package for a client against a named framework

AI skill for OpenClaw & Claude Code — recommend from 10000+ Nano Banana Pro (Gemini) image prompts. Smart search by use case, content remix, sample images.

嘉立创EDA专业版(EasyEDA Pro)自动化：给 AI harness 装上画板的「手」—— 一套 typed 原理图/PCB 动作，CLI / Agent Skill / stdio MCP 三形态融合接入。承接嘉立创「不以卖板赚钱，以培养中国工程师为己任」 | EasyEDA Pro automation:…

Claude Code session log viewer for JSONL files in ~/.claude/projects. Browse conversations, tool calls, tokens, and live tail sessions on desktop, web, and TUI.

Shared memory MCP server — persistent, searchable, cross-client Claude, Opencode

OpenAI Codex CLI session log viewer for JSONL files in ~/.codex/sessions. Browse conversations, tool calls, tokens, collaboration chains, and live sessions on d…

High-performance Google Drive CLI and Model Context Protocol (MCP) Server for LLM/AI agents. Natively execute Google Apps Script (GAS) under a secure whiteliste…

"Vibe-Trading: Your Personal Trading Agent"

Local-first chat history analyzer with AI. | 本地优先的 AI 聊天记录分析工具

Official Oxylabs MCP integration

Persistent memory for Claude Code & Codex CLI. Auto-extracted knowledge graph, multi-representation embeddings, 3D WebGL visualization. LongMemEval R@5=97.45%.…

One person, a team of agents. Multi-session CLI that collaborates across terminals; /goal keeps long tasks running; WeChat/WeCom/Feishu gateway lets you call th…

AI 基础知识 - GPU 架构、CUDA 编程、大模型基础及AI Agent 相关知识。

Self-hosted, open-source agent skill registry for enterprises. Publish & version skill packages, govern with RBAC and audit logs, deploy on-premise with Docke…

深度调研报告生成 Skill — 一条命令，十分钟出券商级深度调研报告 / Professional deep research report generation Skill · Supports 19 languages

The OKF toolkit for Claude Code — author, maintain, validate & visualize Open Knowledge Format bundles. Plugin, agent skills, and a GitHub Action.

Autonomous AI pentesting agents — real-time reconnaissance, vulnerability detection, and exploitation orchestration. Go + TypeScript.

Native macOS and iOS App for the Hermes AI agent — multi-window, multi-server (local + remote over SSH). Chat, dashboard, sessions, memory, cron, MCP, and more.

Multiplayer Claude Code and Codex. Self-hosted team workspace for Claude Code and Codex. Multi-user, browser-based, AI mates with memory.

Every past session, subagent, and workflow -- queryable by your agent, browsable by you

盯盘侠 PanWatch · 自托管 AI 盯盘助手，集成 TradingAgents 多 Agent 投资决策 | A股/港股/美股实时监控、持仓管理、智能分析、全渠道推送