# AI Agent Observability — GitHub Tools Research

**Date:** 2026-05-10
**Purpose:** Dashboard/observability options for monitoring AI agents in the LFCS crew

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## Priority Tool: AionUi ⭐ 24,276 stars

**iOfficeAI/AionUi** — Free, local, open-source 24/7 Cowork app.

| Attribute | Detail |
|---|---|
| **Stars** | 24,276 (GitHub trending) |
| **License** | Apache 2.0 — forkable, rebrandable, self-hostable |
| **Platforms** | macOS, Windows, Linux |
| **Last commit** | 2 days ago (very active) |
| **Forks** | 2.2k |

### Supported agents
Hermes Agent ✓ • Claude Code ✓ • OpenClaw ✓ • Codex • Qwen Code • Goose AI • Cursor Agent • Kiro • Snow CLI • OpenCode • Gemini CLI • 20+ more

### Key features
- **Multi-agent parallel sessions** — unified interface for all agents
- **Remote access:** WebUI + Telegram + WeChat + Lark/DingTalk
- **Cron automation:** 24/7 unattended, scheduled tasks
- **Team Mode:** Leader agent breaks tasks, delegates to teammates, shared task board
- **MCP unified management:** Configure once, syncs to all agents
- **YOLO Mode / Full-Auto Mode:** Auto-approve or fully unattended execution
- **Any API key:** Gemini, OpenAI, Anthropic, AWS Bedrock, Ollama, local

### Risk
- Chinese project (iOfficeAI / WeChat community)
- Compiled binaries — source code audit needed before trusting with API keys
- Heavy external tooling dependencies

### Setup
- Laptop only: download release, run — 20 min
- VPS: host on 100.116.48.82, access via browser/Telegram anywhere

### Decision
**Parked.** Rocky wants to fork under Apache 2.0. Code audit required before committing. Foundation work (digest, daemon, Airtable) should complete first.

**Link:** https://github.com/iOfficeAI/AionUi

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## Paperclip — Zero-Human Company Framework ⭐ 63,891 stars

**paperclipai/paperclip** — Operating system for autonomous AI agent companies.

| Attribute | Detail |
|---|---|
| **Stars** | 63,891 |
| **License** | Apache 2.0 |
| **Hermes adapter** | NousResearch/hermes-paperclip-adapter (1,145 stars) |

### Architecture
- **Company structure** — CEO agent assigns tasks, workers execute
- **Heartbeat system** — 12-step state machine (receive → plan → execute → report → loop)
- **Shared workspace** — all agents read/write same folder
- **KPIs + self-improvement** — agents track performance, self-correct
- **MCP integrations** — connects to external tools, APIs, databases
- **Zero-human mode** — runs unattended 24/7

### Hermes integration (hermes-paperclip-adapter)
- Persistent memory across sessions ✓
- 30+ native tools ✓
- 80+ skills ✓
- MCP support ✓
- 8 inference providers ✓

### LFCS fit
lfo/lfp orchestrator-pricer = custom-built Paperclip. Paperclip is the proven, 63k-star version.

**What an LFCS Paperclip company could do:**
- CEO = main orchestrator (pricing, job assignment, strategy)
- Worker: Hermes = execution (research, file work, job tracking)
- Worker: Claude Code = technical (spreadsheets, data, coding)
- Shared = job vault
- Task/issue system = structured handoffs replacing daemon files

### Decision
**Parked.** Revisit after: digest fix, daemon restart, Airtable views complete.

**Setup estimate:** 2-3 hours (VPS + adapter + company design + job flow)

**Link:** https://github.com/paperclipai/paperclip

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## Other Tools

### `illegalstudio/lazyagent` ⭐ 145 stars
- **What:** Terminal/TUI system tray dashboard
- **Languages:** Go
- **Monitors:** Claude Code, Cursor, OpenCode, pi
- **Runs:** System tray on laptop
- **Relevance:** Medium — simpler than AionUi, lower ceiling
- **Link:** https://github.com/illegalstudio/lazyagent

### `Ericonaldo/AgentMonitor` ⭐ 21 stars
- **What:** Web dashboard for multiple Claude Code + Codex agents
- **Languages:** TypeScript (React + Node.js)
- **Features:** Real-time streaming, task pipelines, session resume, git worktree isolation, remote relay
- **Relevance:** Medium — VPS-hostable, useful for session monitoring
- **Link:** https://github.com/ericonaldo/AgentMonitor

### `antryu2b/_y` ⭐ 23 stars
- **What:** Visual layer for AI agent orchestration
- **Languages:** TypeScript, NextJS
- **Relevance:** Low — more orchestration visualisation than monitoring
- **Link:** https://github.com/antryu2b/_y

### Others
- `langfuse` — LLM tracing/eval (13k stars, self-hosted)
- `helicone` — LLM observability (open source)
- `llmonitor` — AI monitoring
- `agentops` — Designed for Claude Code, free tier

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## Decision Tree

| Priority | Tool | When |
|---|---|---|
| 1st | Fix digest + daemon + Airtable views | Now |
| 2nd | AionUi fork + self-host | After foundation |
| 3rd | Paperclip company setup | After AionUi |
| Optional | lazyagent on laptop | Anytime |

The field moves fast — re-run this search every few weeks.