Llamaindex Literature Review — Development skill for Claude Code
Event-driven literature review agent built with LlamaIndex Workflows: ingests arXiv papers, researches sub-questions in parallel, pauses for human outline approval, and writes a fully cited review.
How to install Llamaindex Literature Review
This entry records only its repository, not the path inside it, so there is no
exact command to give. Open soumit17/llamaindex-literature-review and copy the folder into
~/.claude/skills/, or the file into ~/.claude/agents/.
What Llamaindex Literature Review does
Event-driven literature review agent built with LlamaIndex Workflows: ingests arXiv papers, researches sub-questions in parallel, pauses for human outline approval, and writes a fully cited review. Includes durable runs, retries, a multi-agent AgentWorkflow variant, and evals, all powered by Claude.
Alternatives in Development
- Ars Outline — ARS academic-paper outline-only mode — detailed outline + evidence map 4.5k ★
- Last30days Skill — Claude Code skill that researches any topic across Reddit + X from the last 30 days, then writes copy-paste-re 4.4k ★
- Chapter Outline — 生成章纲 skill 669 ★
README
LitReview (P2): LlamaIndex Workflows
Turns a research question into a cited mini literature review over ~25 arXiv papers. Full spec: [p2-llamaindex-workflows-literature-review.md](p2-llamaindex-workflows-literature-review.md). Version pins and every deviation from the spec: [docs/decisions.md](docs/decisions.md).
**Status:** M0 (scaffold and Workflows fundamentals) done.
Setup
uv sync # creates .venv (Python 3.12) from uv.lock
cp .env.example .env # then put your ANTHROPIC_API_KEY in .env
uv run pytest # $0: network is blocked, no model calls
M0: run it yourself
| Command | Cost | What to look at |
|---|---|---|
uv run litreview hello Ada |
$0 | The Progress events streamed by the loop, then the custom stop event |
uv run litreview hello Ada --debug-steps |
$0 | Internal StepStateChanged events: each step going running → not_running, and which event it consumed and produced |
uv run litreview hello "" |
$0 | The branch: start returns Greeted directly and tick never runs |
uv run litreview tiny |
$0 | The same engine with steps written as plain functions |
uv run litreview draw |
$0 | Writes docs/hello_flow.html (open it in a browser) and docs/hello_flow.md |
uv run litreview smoke |
~$0.0001 | One live Haiku call through the injected LLM Resource |
uv run litreview cost |
$0 | Spend so far from runs/costs.jsonl |
How a Workflows run flows
There is no graph definition anywhere. Each `@step` declares the event type it accepts (its parameter annotation) and what it can emit (its return annotation). At run time:
wf.run(start_event=Greet(...))puts the start event on the queue.- The runtime finds the step whose input type matches exactly (
starttakesGreet) and runs it. - Whatever it returns becomes the next event.
Tickroutes totick;Greetedis aStopEvent, so the run ends. - Branch: return a different event type (`sta
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