Agent Research Aggregator
Pre-pipeline aggregator that scans AI agent cache directories (.claude, .cursor, .antigravity, .openclaw) or any user-specified directory for experimentation logs, extracts insights and numeric results, and formats them as PaperOrchestra-ready inputs (idea.md + experimental_log.md). TRIGGER when the user says "aggregate my agent logs for paper writing", "extract experiments from my coding agent…
- Type
- Skill
- Repository
- Ar9av/PaperOrchestra
- GitHub stars
- 666
- License
- Not declared
- Repo last updated
- Sep 21, 2026
- Source file
- skills/agent-research-aggregator/SKILL.md
What Agent Research Aggregator is
Agent Research Aggregator is a skill published in the Ar9av/PaperOrchestra repository on GitHub, which has about 666 stars. The repository describes itself as: “An automated AI research-paper writer based off Google's PaperOrchestra paper's implementation through a skills - benchmark + autoraters using any coding agent (Claude Code, Cursor, Antigravity, Cline, Aider). No API keys, no LLM SDKs.”
A skill is a folder with a SKILL.md file: frontmatter with a name and a description, followed by instructions Claude follows. Claude loads a skill automatically when a task matches its description, and you can also run it directly with a slash and its name.
Skills work in Claude Code and in Claude Cowork, which makes Agent Research Aggregator a portable way to give Claude the same method everywhere.
How to install Agent Research Aggregator
Claude Code
- Download the agent-research-aggregator folder from the repository.
- Save it as ~/.claude/skills/<skill-name>/SKILL.md for all projects, or .claude/skills/<skill-name>/SKILL.md for one project.
- Claude loads it automatically when a task matches; you can also run it with / and its name.
Claude Cowork
- Zip the skill folder so SKILL.md sits at the top level of the folder.
- Open Customize → Skills, click +, then upload the ZIP.
- Start a task that matches the description, or call it by name with /.
New to extending Cowork? Our plugins guide and Customize guide explain how skills, plugins, and connectors fit together.
Inside the source file
The repository does not declare an open-source license, so we list only the outline of the file here. Read the full text on GitHub.
- Should I run? (decision gate)
- Inputs
- Phase 1 — Discovery (deterministic)
- Phase 1.5 — Project Selection (mandatory)
- Phase 2 — Extraction (LLM-assisted)
- Phase 3 — Synthesis (LLM-assisted)
- Phase 4 — Formatting (deterministic)
- workspace/inputs/idea.md (Sparse variant)
- workspace/inputs/experimental_log.md
- Phase 5 — Audit Report (deterministic)
- Handoff to PaperOrchestra
- Error handling
- Hard rules (never violate)
- Quick reference
Before you install
- Read the whole file first. Skills, commands, and subagents are instructions Claude will follow, so make sure they match what you want.
- Check which tools, scripts, or MCP servers it uses. Local servers and scripts run with your permissions.
- Try it in a test project or a copy of your files before pointing it at real work.
- Pin the version you tested, and review changes before updating.
- Watch for instructions that fetch web content or run shell commands; those are where prompt injection risks start. See our prompt injection guide.
FAQ
What is Agent Research Aggregator?
Agent Research Aggregator is a skill for Claude Code and Claude Cowork from the Ar9av/PaperOrchestra repository on GitHub. Pre-pipeline aggregator that scans AI agent cache directories (.claude, .cursor, .antigravity, .openclaw) or any user-specified directory for experimentation logs, extracts insights and numeric results, and formats them as PaperOrchestra-ready inputs (idea.md + experimental_log.md). TRIGGER when the user says "aggregate my agent logs for paper writing", "extract experiments from my coding agent…
How do I install Agent Research Aggregator in Claude Code?
Download the agent-research-aggregator folder from the repository. Save it as ~/.claude/skills/<skill-name>/SKILL.md for all projects, or .claude/skills/<skill-name>/SKILL.md for one project. Claude loads it automatically when a task matches; you can also run it with / and its name.
Can I use Agent Research Aggregator in Claude Cowork?
Zip the skill folder so SKILL.md sits at the top level of the folder. Open Customize → Skills, click +, then upload the ZIP. Start a task that matches the description, or call it by name with /.
Is Agent Research Aggregator safe to install?
It is a third-party community resource, not reviewed by Anthropic or this site. Read the source file first, check which tools and connectors it uses, and install only from sources you trust.
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