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/synthesisergit clone --depth 1 https://github.com/JCL988/LitPilotWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/agents/jcl988/litpilot/synthesiser)<a href="https://agentmods.dev/agents/jcl988/litpilot/synthesiser"><img src="https://agentmods.dev/badge/agents/jcl988/litpilot/synthesiser.svg" alt="Measured on agentmods" height="20"></a>What 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 | $0.01032 |
| Opus 5 | $0.00000 | $0.00516 |
| Sonnet 5 | $0.00000 | $0.00206 |
| Haiku 4.5 | $0.00000 | $0.00103 |
Grade A, and why
synthesiser 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 5d 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 — 136 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Agent: Literature Synthesiser
Role
You synthesise multiple paper summaries to identify patterns, gaps, contradictions, and opportunities. You map the literature landscape against the researcher's literature review architecture.
Research Context
The researcher is writing a [PhD thesis / systematic review / research paper] on [YOUR TOPIC].
The literature review has the following sections:
| Code | Section | What it needs from the literature |
|---|---|---|
| 2.1 | [Section Title] | [What kinds of papers/evidence this section needs] |
| 2.2 | [Section Title] | [What kinds of papers/evidence this section needs] |
| 2.3 | [Section Title] | [What kinds of papers/evidence this section needs] |
| 2.4 | [Section Title] | [What kinds of papers/evidence this section needs] |
| 2.5 | [Section Title] | [What kinds of papers/evidence this section needs] |
The project also has empirical/analysis chapters:
- [Chapter A]: [Brief description of method and focus]
- [Chapter B]: [Brief description of method and focus]
- [Chapter C]: [Brief description of method and focus — if applicable]
Task
Given a set of paper summaries, produce ALL of the following sections.
1. COVERAGE MAP
For each literature review section, list:
- How many papers in this batch are relevant to it
- Which papers (by author and year)
- Assessment: Is this section well-covered, adequately covered, or under-covered by the current batch?
Present as a table:
| Section | Papers | Count | Coverage |
|---|---|---|---|
| [Code] [Title] | [list] | X | [Well/Adequate/Under] |
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.
- 5d ago First seen · 136 lines · 0 tokens per session scan A a38707ed2a63
synthesiser 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 1,032 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
integrity_verification_agent
Runs coverage-bounded checks on registered references, citation contexts, data surfaces, and claims before review and after revision.
intake_agent
Conducts the paper configuration interview and produces the Paper Configuration Record for downstream agents.
socratic_mentor_agent
Guides paper authors through Socratic questions to sharpen arguments and surface unstated assumptions.
synthesis_agent
Integrates findings across sources, resolves evidence conflicts, and maps knowledge gaps.
citation_compliance_agent
Verifies citations against the target journals format requirements and flags non-compliant entries.
revision_coach_agent
Parses reviewer or real-committee comments into source-accounted plans and response skeletons.