julian1645

Research Tracker

AI Agentv0.1.0
By julian1645Updated 2026-05-17research-tracker@clawhub_julian1645/research-tracker
Task AutomationMulti-Agent CollaborationWorkflow Orchestration#Sqlite

According to AlphaMoat, as of 2026-09, Research Tracker has 4,152 downloads and 1 stars — ranked #2,421 of 5,078 AI skills overall, and #474 of 969 in AI Agent.

Installs
135
Downloads
4.2K
Stars
1
Overall Rank
#2,421
Top 48% overall · Top 49% in AI Agent
PlatformInstallsDownloadsStarsComments
ClawHub ↗1353.9K1-
SkillHub ↗1354.2K1—

Platforms count differently and update at different times.

What this skill does

The CLI can initialize research projects, log progress, send instructions or stop signals, inspect status and context, and complete or archive projects. Event logs are append-only and the database is local. It depends on a third-party CLI, so verify its source and prefer a pinned version before installation. It is intended for deliberate, long-running research workflows that need persistent state and handoffs, not ordinary one-off searches.

Profile published 2026-10-29

What you can do with it

  • Coordinate long-running research agents and record project progress

When to use it

  • An investigation spans multiple steps or needs handoffs and background monitoring

Example prompts

Generated from the skill’s documentation as examples; not results of actual runs.

Plan progress, status, and human oversight checkpoints for a long-running research project

Monthly Trend

Downloads4.2K
3.4K3.8K4.2K2026-05 · Downloads 3.4K2026-06 · Downloads 3.5K2026-07 · Downloads 3.8K2026-08 · Downloads 3.9K2026-09 · Downloads 4.2K26-0526-09
Stars1
0122026-05 · Stars 12026-06 · Stars 12026-07 · Stars 12026-08 · Stars 12026-09 · Stars 126-0526-09

The counting method changed in 2026-09: skills with the same name are now counted separately by author, and the full catalog is covered. Dashed lines show months before the change; they are not compared with later months, and no growth is computed across the change.

MonthDownloadsMoMStars
2026-094.2K—1
2026-083.9K+3.0%1
2026-073.8K+6.0%1
2026-063.5K+2.8%1
2026-053.4K—1

SKILL.md (original)

The author’s original file, shown as plain text without edits or review by AlphaMoat. Links are not clickable; check commands before running them. Fetched 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
Show all (122 lines)

```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.

Popular in AI Agent

Data month: 2026-09 · Downloads, stars and installs are aggregated monthly from public skill registries (ClawHub, SkillHub). See methodology.