Citation Verification Guide
Galaxy-Dawn/claude-scholar
Reference guidance for checking every citation in academic writing against canonical sources such as DOI, arXiv, CrossRef and Semantic Scholar, to catch fake or wrong references.
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…
Install Agent Research Aggregator
$ npx skills add Ar9av/PaperOrchestra --skill agent-research-aggregator -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Ar9av/PaperOrchestra agent-research-aggregator --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/Ar9av/PaperOrchestra.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/agent-research-aggregator .claude/skills/agent-research-aggregator && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "agent-research-aggregator" agent skill from https://github.com/Ar9av/PaperOrchestra/tree/main/skills/agent-research-aggregator into .claude/skills/agent-research-aggregator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-research-aggregator", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/Ar9av/PaperOrchestra/tree/main/skills/agent-research-aggregatorType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add Ar9av/PaperOrchestra --skill agent-research-aggregator -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Ar9av/PaperOrchestra agent-research-aggregator --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Ar9av/PaperOrchestra.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/agent-research-aggregator .agents/skills/agent-research-aggregator && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "agent-research-aggregator" agent skill from https://github.com/Ar9av/PaperOrchestra/tree/main/skills/agent-research-aggregator into .agents/skills/agent-research-aggregator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-research-aggregator", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Ar9av/PaperOrchestra --skill agent-research-aggregator -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Ar9av/PaperOrchestra agent-research-aggregator --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Ar9av/PaperOrchestra.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/agent-research-aggregator .cursor/skills/agent-research-aggregator && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "agent-research-aggregator" agent skill from https://github.com/Ar9av/PaperOrchestra/tree/main/skills/agent-research-aggregator into .cursor/skills/agent-research-aggregator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-research-aggregator", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/Ar9av/PaperOrchestra.git --path skills/agent-research-aggregator--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add Ar9av/PaperOrchestra --skill agent-research-aggregator -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Ar9av/PaperOrchestra agent-research-aggregator --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Ar9av/PaperOrchestra.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/agent-research-aggregator .gemini/skills/agent-research-aggregator && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "agent-research-aggregator" agent skill from https://github.com/Ar9av/PaperOrchestra/tree/main/skills/agent-research-aggregator into .gemini/skills/agent-research-aggregator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-research-aggregator", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install Ar9av/PaperOrchestra agent-research-aggregatorInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add Ar9av/PaperOrchestra --skill agent-research-aggregator -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Ar9av/PaperOrchestra.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/agent-research-aggregator .github/skills/agent-research-aggregator && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "agent-research-aggregator" agent skill from https://github.com/Ar9av/PaperOrchestra/tree/main/skills/agent-research-aggregator into .github/skills/agent-research-aggregator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-research-aggregator", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Ar9av/PaperOrchestra --skill agent-research-aggregator -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Ar9av/PaperOrchestra agent-research-aggregator --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Ar9av/PaperOrchestra.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/agent-research-aggregator .opencode/skills/agent-research-aggregator && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "agent-research-aggregator" agent skill from https://github.com/Ar9av/PaperOrchestra/tree/main/skills/agent-research-aggregator into .opencode/skills/agent-research-aggregator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agent-research-aggregator", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
agent-research-aggregator- GitHub stars
- 677
- Used in
- 1 other repo
- Token cost
- ~3.5k tokens
- SKILL.md length
- 1,206 words
- Files
- 7 (incl. scripts, references)
- Skills in repo
- 9
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
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…
- Works in 6 steps: Discovery (deterministic) → 5 — Project Selection (mandatory) → Extraction (LLM-assisted) → …
- The user says aggregate my agent logs for paper writing
- SKILL.md covers Should I run? (decision gate), Inputs, Phase 1 — Discovery… and Phase 1.5 — Project Selection…, plus 8 more sections
- Runs Python scripts from its folder; calls python
What it does
Agent Research Aggregator is an agent skill from Ar9av/PaperOrchestra. 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 + experimentallog.md). TRIGGER when the user says "aggregate my agent logs for paper writing", "extract experiments from my coding agent history", "prepare PaperOrchestra inputs from my cache", "turn my agent logs into a paper", mentions a folder or…
Its SKILL.md is about 3.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 8 other files, including scripts and reference files (for example `references/extraction-prompt.md`, `references/log-formats.md` and `references/synthesis-prompt.md`).
It sits in Research & Science, covering Scientific writing and A/B testing. It works with arXiv. 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…
When your agent uses it
- The user says aggregate my agent logs for paper writing
- Extract experiments from my coding agent history
- Prepare PaperOrchestra inputs from my cache
- Turn my agent logs into a paper
Example prompts
- “aggregate my agent logs for paper writing”
- “extract experiments from my coding agent history”
- “prepare PaperOrchestra inputs from my cache”
- “/agent-research-aggregator”
Requirements
- Python 3
Workflow steps
6 steps, taken from the step headings in SKILL.md.
- Discovery (deterministic)
- 5 — Project Selection (mandatory)
- Extraction (LLM-assisted)
- Synthesis (LLM-assisted)
- Formatting (deterministic)
- Audit Report (deterministic)
What it can do on your machine
Read from SKILL.md and the folder at commit 36c3cc4. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 3 files in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Agent Research Aggregator loads about 3.5k tokens when it runs, and up to ~7.4k if it reads all its reference files. Until then it costs about 216 tokens; SKILL.md has 1,206 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,206 words (~3,547 tokens).
“Before starting Phase 1, check whether aggregation is actually needed:”
- name
- agent-research-aggregator
Files
SKILL.md and 6 other files (scripts, references) in skills/agent-research-aggregator of Ar9av/PaperOrchestra.
- SKILL.md
- references/extraction-prompt.md
- references/log-formats.md
- references/synthesis-prompt.md
- scripts/discover_logs.py
- scripts/extract_experiments.py
- scripts/format_po_inputs.py
Open the folder on GitHubat commit 36c3cc4
Used in 1 other repository
We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in Ar9av/PaperOrchestra, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Agent Research Aggregator next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Agent Research Aggregator this skillAr9av/PaperOrchestra | 677 | 1 repos | ~3.5k | Automated safety check: Pass | Custom licence | |
| Citation Verification GuideGalaxy-Dawn/claude-scholar | 5.7k | 2 repos | ~1.9k | Automated safety check: Pass | MIT | |
| Citation ManagementK-Dense-AI/claude-scientific-writer | 2.4k | 2 repos | ~3.9k | Automated safety check: Notes | MIT | |
| Hugging Face Paper Publisherhuggingface/skills | 11k | 4 repos | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| Scientific Writingneflibata-feng/MyArxiv-Agent | 126 | 18 repos | ~8.4k | Automated safety check: Notes | MIT | |
| Citation VerificationLight0305/Light-skills | 640 | — | ~3.4k | Automated safety check: Pass | MIT |
Similar skills
Citation Management
K-Dense-AI/claude-scientific-writer
Finds papers in OpenAlex, PubMed and Google Scholar, turns DOIs, PMIDs and arXiv IDs into clean BibTeX, and validates citations for a manuscript or thesis.
- Official
Hugging Face Paper Publisher
huggingface/skills
Indexes research papers on the Hugging Face Hub from arXiv, links them to models and datasets, claims authorship and generates markdown research articles from templates.
Scientific Writing
neflibata-feng/MyArxiv-Agent
Core skill for the deep research and writing tool. An agent skill from neflibata-feng/MyArxiv-Agent.
Citation Verification
Light0305/Light-skills
Verifies that every reference in a manuscript is real, correctly identified and actually supports its claim, and produces a citation registry for typesetting.
Survey Paper Generator
dair-ai/dair-academy-plugins
Builds a single-file HTML survey paper on an AI or ML topic from a research bundle the agent curates, with prose and SVG figures written by Kimi K2.6.
More from Ar9av/PaperOrchestra
All 9 skills in this repoLiterature Review Agent
Ar9av/PaperOrchestra
Step 3 of the PaperOrchestra pipeline (arXiv:2604.05018). An agent skill from Ar9av/PaperOrchestra.
Outline Agent
Ar9av/PaperOrchestra
Step 1 of the PaperOrchestra pipeline (arXiv:2604.05018). An agent skill from Ar9av/PaperOrchestra.
Paper Autoraters
Ar9av/PaperOrchestra
Run the four paper-quality autoraters from PaperOrchestra (arXiv:2604.05018, App.
Paper Orchestra
Ar9av/PaperOrchestra
Orchestrate the full PaperOrchestra (Song et al., 2026, arXiv:2604.05018) five-agent pipeline to turn unstructured research materials (idea, experimental log, LaTeX template, conference guidelines…
Plotting Agent
Ar9av/PaperOrchestra
Step 2 of the PaperOrchestra pipeline (arXiv:2604.05018). An agent skill from Ar9av/PaperOrchestra.
Section Writing Agent
Ar9av/PaperOrchestra
Step 4 of the PaperOrchestra pipeline (arXiv:2604.05018). An agent skill from Ar9av/PaperOrchestra.
Related
Works with
Categories
Questions about Agent Research Aggregator
What does Agent Research Aggregator do?
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…. Agent Research Aggregator is an agent skill from Ar9av/PaperOrchestra.md).
When should I use Agent Research Aggregator?
Agent Research Aggregator fits situations like: the user says aggregate my agent logs for paper writing; extract experiments from my coding agent history; prepare PaperOrchestra inputs from my cache; turn my agent logs into a paper.
How do I install Agent Research Aggregator in Claude Code?
Run `npx skills add Ar9av/PaperOrchestra --skill agent-research-aggregator -a claude-code`. Or copy the skill folder (skills/agent-research-aggregator in Ar9av/PaperOrchestra) into .claude/skills/agent-research-aggregator in your project. Claude Code loads it when a task matches its description.
How do I install Agent Research Aggregator in Codex?
Run `npx skills add Ar9av/PaperOrchestra --skill agent-research-aggregator -a codex`. Or copy the skill folder (skills/agent-research-aggregator in Ar9av/PaperOrchestra) into .agents/skills/agent-research-aggregator in your project. Codex loads it when a task matches its description.
Can I use Agent Research Aggregator in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Ar9av/PaperOrchestra --skill agent-research-aggregator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/agent-research-aggregator, .gemini/skills/agent-research-aggregator, .github/skills/agent-research-aggregator and .opencode/skills/agent-research-aggregator in your project.
What does Agent Research Aggregator need to run?
Going by SKILL.md and its folder, Agent Research Aggregator needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.
Does Agent Research Aggregator access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Agent Research Aggregator safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Agent Research Aggregator use?
Agent Research Aggregator has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Agent Research Aggregator use?
About 3.5k tokens (SKILL.md is roughly 14k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 3.9k tokens, read only when the agent opens those files.
What are the alternatives to Agent Research Aggregator?
Skills that share tags, products or a category with Agent Research Aggregator: Citation Verification Guide (Galaxy-Dawn/claude-scholar, 5.7k stars), Citation Management (K-Dense-AI/claude-scientific-writer, 2.4k stars), Hugging Face Paper Publisher (huggingface/skills, 11k stars) and Scientific Writing (neflibata-feng/MyArxiv-Agent, 126 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Agent Research Aggregator?
Ar9av (a GitHub user) maintains it in Ar9av/PaperOrchestra, which has 677 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on September 21, 2026.
Source: Ar9av/PaperOrchestra on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.