PocketTeam: A Claude Code Pipeline with Hook-Based Safety and Learning Agents
What PocketTeam Does
PocketTeam is a pipeline built on Claude Code that enforces safety at the tool-call level and implements learning mechanisms where the system improves after every task execution.
Key Features
- Hook-based safety (not prompt-based): 9 safety layers intercept tool calls before they execute. Dangerous operations like writes to
.env,rm -rf /, orDROP DATABASEcommands are blocked at the runtime layer. These rules are implemented in hook code, not in the LLM's context, making them resistant to prompt injection or context compaction attacks. - Learning system: An Observer agent runs at the end of every completed task. It analyzes what happened, what worked, what didn't, and writes structured learnings to agent-specific files. These files are injected into future agent contexts, allowing agents to avoid mistakes made in previous runs.
- Self-healing via GitHub Actions: When a build fails, a GitHub Actions workflow triggers a Claude Code session automatically. It creates a fix plan and pings you via Telegram for approval, enabling remote build failure resolution.
- 59 built-in skills: A library of structured procedures including OWASP audit workflows, TDD loops (
ralph: mode), codebase mapping, database diagnostics, cost tracking, fan-out parallel execution with worktree isolation, and more. - Magic keywords: Commands like
autopilot: add dark mode(full pipeline, zero human gates),ralph: fix failing tests(TDD loop until green with max 5 iterations),quick: rename this var(straight to implementation), anddeep-dive: our DB schema(3 parallel research agents). - Built-in headless browser (ptbrowse): Uses Accessibility Tree snapshots (~100–300 tokens per call) instead of screenshots (thousands of tokens). The QA agent can navigate pages, click elements, fill forms, wait for conditions, and run assertions in a real Chromium browser. Screenshots are also available and saved to
.pocketteam/screenshots/. - Live dashboard:
pt dashboardcommand shows real-time agent activity in Docker, displaying what's running, what passed, and what failed. - Telegram remote control: Native Claude Code channel plugin for two-way control and plan approval from mobile devices.
Installation and Availability
Install via pipx install pocketteam. The tool is free with a Claude Code subscription and released under the MIT License. Source is available at https://github.com/Farid046/PocketTeam.
📖 Read the full source: r/ClaudeAI
👀 See Also
Orion: Bypassing CoreML to Run and Train LLMs Directly on Apple Neural Engine
Orion is an open-source Objective-C system that bypasses Apple's CoreML to run and train LLMs directly on the Apple Neural Engine (ANE), achieving 170+ tokens/s for GPT-2 124M decode and stable multi-step training on a 110M parameter transformer.
OpenClaw Plugin Categories and Their Practical Functions
A Reddit post categorizes OpenClaw plugins by function, listing specific tools like commit-guard for preventing secret leaks, dep-audit for vulnerability scanning, and cortex-memory for layered memory management.
TextForge: A Claude Code-built email approval tool for LLM workflows
A developer built TextForge using Claude Code to automate email workflows with mandatory approval gates, preventing LLMs from sending emails without explicit permission. The tool integrates with Pipedrive CRM and required Google CASA2 security audit compliance.
Relay lets Claude Code sessions message each other without alt-tabbing
A plugin called Relay uses Claude Code's channels capability to let parallel sessions communicate directly, removing the need to manually copy-paste context between backend and frontend repos.