julian1645

Research Tracker

AI 智能体v0.1.0
作者:julian1645更新于 2026-05-17research-tracker@clawhub_julian1645/research-tracker
任务自动化多 Agent 协作工作流编排#Sqlite

据 AlphaMoat 统计,截至 2026-09,Research Tracker 累计下载 4,152 次、获 1 个星标,在全部 5,078 个 AI 技能中排名第 2,421 位,在「AI 智能体」分类(969 个)中排名第 474 位。

累计安装
135
累计下载
4,152
星标
1
全站排名
#2,421
全站前 48% · 「AI 智能体」前 49%
平台累计安装累计下载星标评论
ClawHub ↗1353,9051-
SkillHub ↗1354,1521—

各平台的计数口径不同,统计时间不一致。

这个技能是做什么的

该CLI支持建立研究项目、记录步骤进度、发送指令或停止信号、查看状态与上下文,并归档或完成项目。事件日志采用追加方式,数据库保存在本地。它依赖第三方CLI,安装前应核实来源并优先使用固定版本;适合需要持续项目状态和交接管理的长期研究工作,不是普通一次性搜索的必需工具。

资料发布于 2026-10-29

可以用来做什么

  • 协调长期运行的研究代理并记录项目进展

什么时候用

  • 研究跨多个步骤或需要代理交接与后台监控时

示例提示词

以下是根据技能文档生成的示例,不代表实际运行结果。

为长期研究项目列出需要记录的进度、状态和人工监督点

月度数据趋势

累计下载4,152
3,3933,8014,2082026-05 · 累计下载 3,4492026-06 · 累计下载 3,5462026-07 · 累计下载 3,7592026-08 · 累计下载 3,8712026-09 · 累计下载 4,15226-0526-09
星标1
0122026-05 · 星标 12026-06 · 星标 12026-07 · 星标 12026-08 · 星标 12026-09 · 星标 126-0526-09

2026-09 起统计方法调整:同名技能按作者分别统计,并覆盖全部技能。图中虚线为调整前的月份,与之后的数据不直接比较,也不计算跨越调整的增长。

月份累计下载环比星标
2026-094,152—1
2026-083,871+3.0%1
2026-073,759+6.0%1
2026-063,546+2.8%1
2026-053,449—1

SKILL.md 原文

以下是作者发布的原始文件,按纯文本显示,本站未做修改或审核;其中的链接不可点击,命令请核实后再运行。抓取于 2026-10-23。

3.9 KB · ClawHub v0.1.0
---
name: research-tracker
description: Manage autonomous AI research agents with SQLite-based state tracking. Use when spawning long-running research sub-agents, tracking multi-step investigations, coordinating agent handoffs, or monitoring background work. Triggers on: research projects, sub-agent coordination, autonomous investigation, progress tracking, agent oversight.
---

# Research Tracker

CLI tool for managing autonomous research agents with append-only state, instruction queues, and oversight.

## Prerequisites
展开全部(共 122 行)

```bash
brew tap 1645labs/tap
brew install julians-research-tracker
```

Or: `go install github.com/1645labs/julians-research-tracker/cmd/research@latest`

## Quick Start

### Start a research project
```bash
research init market-q1 --name "Q1 Market Analysis" --objective "Analyze competitor pricing and positioning"
```

### As the research agent — log progress
```bash
export RESEARCH_SESSION_ID="$SESSION_KEY"  # Track which agent is writing

research log market-q1 STEP_BEGIN --step 1 --payload '{"task":"gather sources"}'
# ... do work ...
research log market-q1 STEP_COMPLETE --step 1
research heartbeat market-q1
```

### Check status (from main session or heartbeat)
```bash
research status market-q1 --json
research context market-q1 --last 5  # Truncated context for prompts
```

### Send instructions to running agent
```bash
research instruct market-q1 "Focus on enterprise segment" --priority URGENT
research stop-signal market-q1  # Request graceful stop
```

### Agent checks for instructions
```bash
research pending market-q1 --json
research ack market-q1 --all  # Acknowledge after processing
research check-stop market-q1  # Exit 0 = stop, Exit 1 = continue
```

## Commands Reference

| Command | Purpose |
|---------|---------|
| `init <id> -o "..."` | Create project with objective |
| `list [--status active\|done\|all]` | List projects (includes `needs_attention` flag) |
| `show <id>` | Project details + recent events |
| `stop <id>` | Stop project, send STOP instruction |
| `archive <id>` | Archive completed project |
| `log <id> <event> [--step N]` | Log event (STEP_BEGIN, CHECKPOINT, BLOCKED, etc.) |
| `heartbeat <id>` | Update alive timestamp |
| `block <id> --reason "..."` | Mark blocked, needs input |
| `complete <id>` | Mark done |
| `status <id> [--json]` | Current state summary |
| `context <id> [--last N]` | Truncated context for agent prompts |
| `instruct <id> "text"` | Send instruction |
| `pending <id>` | List unacked instructions |
| `ack <id> [--all]` | Acknowledge instructions |
| `check-stop <id>` | Exit code: 0=stop, 1=continue |
| `audit <id> --verdict pass\|drift` | Log audit result |

## Event Types

`STARTED`, `STEP_BEGIN`, `STEP_COMPLETE`, `CHECKPOINT`, `BLOCKED`, `UNBLOCKED`, `AUDIT_PASS`, `AUDIT_DRIFT`, `HEARTBEAT`, `DONE`, `STOPPED`, `TIMEOUT`

## Integration Pattern

### Spawning a research agent

```
1. research init <project> --objective "..."
2. sessions_spawn with task including:
   - Project ID and objective
   - Instructions to use research CLI for state
   - Check stop signal before each step
   - Log progress with heartbeat
3. Heartbeat monitors: research list --json | check needs_attention
4. Send instructions via: research instruct <project> "..."
```

### Agent loop (in spawned agent)

```bash
while research check-stop $PROJECT; [ $? -eq 1 ]; do
  research pending $PROJECT --json  # Check instructions
  research log $PROJECT STEP_BEGIN --step $STEP
  # ... do work ...
  research log $PROJECT STEP_COMPLETE --step $STEP
  research heartbeat $PROJECT
  STEP=$((STEP + 1))
done
research complete $PROJECT
```

## Attention Detection

`research list --json` includes `needs_attention: true` when:
- Last event is BLOCKED
- Has unacked URGENT or STOP instructions
- Heartbeat stale (>5 min since last HEARTBEAT event)
- Last audit was AUDIT_DRIFT

## Database

SQLite at `~/.config/research-tracker/research.db` (WAL mode, append-only events).

Run `research db migrate` after install. Schema auto-migrates on first use.

「AI 智能体」分类下的热门技能

数据月份:2026-09 · 下载/星标/安装数聚合自公开技能注册库(ClawHub、SkillHub),按月更新。口径说明见数据方法。