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Research Tracker

Manage and track autonomous AI research projects with state logging, instruction queues, agent coordination, and progress monitoring via SQLite.

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Manage and track autonomous AI research projects with state logging, instruction queues, agent coordination, and progress monitoring via SQLite.

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Install for OpenClaw

Quick setup
  1. Download the package from Yavira.
  2. Extract the archive and review SKILL.md first.
  3. Import or place the package into your OpenClaw setup.

Requirements

Target platform
OpenClaw
Install method
Manual import
Extraction
Extract archive
Prerequisites
OpenClaw
Primary doc
SKILL.md

Package facts

Download mode
Yavira redirect
Package format
ZIP package
Source platform
Tencent SkillHub
What's included
SKILL.md

Validation

  • Use the Yavira download entry.
  • Review SKILL.md after the package is downloaded.
  • Confirm the extracted package contains the expected setup assets.

Install with your agent

Agent handoff

Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.

  1. Download the package from Yavira.
  2. Extract it into a folder your agent can access.
  3. Paste one of the prompts below and point your agent at the extracted folder.
New install

I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete.

Upgrade existing

I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run.

Trust & source

Release facts

Source
Tencent SkillHub
Verification
Indexed source record
Version
0.1.0

Documentation

ClawHub primary doc Primary doc: SKILL.md 13 sections Open source page

Research Tracker

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

Prerequisites

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

Start a research project

research init market-q1 --name "Q1 Market Analysis" --objective "Analyze competitor pricing and positioning"

As the research agent โ€” log progress

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)

research status market-q1 --json research context market-q1 --last 5 # Truncated context for prompts

Send instructions to running agent

research instruct market-q1 "Focus on enterprise segment" --priority URGENT research stop-signal market-q1 # Request graceful stop

Agent checks for instructions

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

CommandPurposeinit <id> -o "..."Create project with objectivelist [--status active|done|all]List projects (includes needs_attention flag)show <id>Project details + recent eventsstop <id>Stop project, send STOP instructionarchive <id>Archive completed projectlog <id> <event> [--step N]Log event (STEP_BEGIN, CHECKPOINT, BLOCKED, etc.)heartbeat <id>Update alive timestampblock <id> --reason "..."Mark blocked, needs inputcomplete <id>Mark donestatus <id> [--json]Current state summarycontext <id> [--last N]Truncated context for agent promptsinstruct <id> "text"Send instructionpending <id>List unacked instructionsack <id> [--all]Acknowledge instructionscheck-stop <id>Exit code: 0=stop, 1=continueaudit <id> --verdict pass|driftLog audit result

Event Types

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

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)

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.

Category context

Code helpers, APIs, CLIs, browser automation, testing, and developer operations.

Source: Tencent SkillHub

Largest current source with strong distribution and engagement signals.

Package contents

Included in package
1 Docs
  • SKILL.md Primary doc