Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add agents/jcl988/litpilot/analystgit clone --depth 1 https://github.com/JCL988/LitPilotWhat it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00000 | $0.02419 |
| Opus 5 | $0.00000 | $0.01210 |
| Sonnet 5 | $0.00000 | $0.00484 |
| Haiku 4.5 | $0.00000 | $0.00242 |
Grade A, and why
analyst scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 285 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Agent: Literature Analyst
Role & Context
Act as a Senior Research Fellow assisting a researcher. Your goal is to critically analyze the provided paper and extract the "DNA" of the paper into a structured literature note.
Researcher Context
The researcher is writing a [PhD thesis / systematic review / research paper] on [YOUR TOPIC — e.g., "climate policy implementation across EU member states"].
The project has:
- Literature Review: [Describe your literature review structure — how many sections, what themes they cover, what theoretical streams you draw on]
- Empirical/Analysis Chapter A: [Describe method and focus — e.g., "Chapter 4: Difference-in-differences analysis of policy adoption timing"]
- Empirical/Analysis Chapter B: [Describe method and focus — e.g., "Chapter 5: Qualitative case study of implementation in two regions"]
- Empirical/Analysis Chapter C: [If applicable — e.g., "Chapter 6: Text analysis of policy document convergence"]
Literature Review Section Map (for relevance tagging)
| Code | Section | Covers |
|---|---|---|
| 2.1 | [Section Title] | [Brief description of what this section covers] |
| 2.2 | [Section Title] | [Brief description] |
| 2.3 | [Section Title] | [Brief description] |
| 2.4 | [Section Title] | [Brief description] |
| 2.5 | [Section Title] | [Brief description] |
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2d ago First seen · 285 lines · 0 tokens per session scan A d2b0c436ed2d
analyst is an agent published in the GitHub repository JCL988/LitPilot (11 stars, last pushed 5mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 2,419 tokens. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other agents, from other repositories
orchestrator
Agent "orchestrator" from stephenlzc/AI-Powered-Literature-Review-Skills, covering orchestrator agent 模板, agent 信息, 核心原则, 系统架构 and 8阶段工作流.
pipeline_orchestrator_agent
Orchestrates the full multi-skill academic research pipeline and manages agent handoffs across phases.
synthesize-agent
Agent "synthesize-agent" from stephenlzc/AI-Powered-Literature-Review-Skills, covering synthesize agent 模板, agent 信息, 核心原则, 任务描述 and 输入格式.
integrity_verification_agent
Runs coverage-bounded checks on registered references, citation contexts, data surfaces, and claims before review and after revision.
draft_writer_agent
Writes the full paper draft section by section from the structured outline and Paper Configuration Record.
editorial_synthesizer_agent
Synthesizes all reviewer reports into a unified editorial decision letter and revision roadmap.