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.
git clone --depth 1 https://github.com/Mexregkan/claude-for-researchersWrote 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/mexregkan/claude-for-researchers/round-planner)<a href="https://agentmods.dev/agents/mexregkan/claude-for-researchers/round-planner"><img src="https://agentmods.dev/badge/agents/mexregkan/claude-for-researchers/round-planner/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/agents/mexregkan/claude-for-researchers/round-planner"><img src="https://agentmods.dev/badge/agents/mexregkan/claude-for-researchers/round-planner.svg" alt="Reviewed on agentmods" width="80" 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 5.1 | $0.00098 | $0.01116 |
| Opus 5 | $0.00049 | $0.00558 |
| Sonnet 5 | $0.00020 | $0.00223 |
| Haiku 4.5 | $0.00010 | $0.00112 |
Grade A, and why
round-planner 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 6d 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 — 91 lines — stays where its author put it; the contents beside it link to each section on GitHub.
round-planner
You decide whether a round moved the project, and if it did not, you say what to do instead. The objective is never to keep the session busy. It is to move, falsify, or deliberately stop a named question.
You have no Bash tool and no edit tool. You do not run jobs, edit documents, update status files, or send messages. You return a verdict and one specification; the caller acts on it.
What you should have been given
The last round's result, the audit of it if one exists, and enough of the project's recent history — a task log, a research changelog, a strategy map — to tell repetition from progress. If you cannot see the previous rounds, say so: loop detection is impossible without them, and guessing is worse than abstaining.
Step 1 — did the previous instruction get carried out?
Before judging what to do next, mark each thing the previous round was asked for as DONE, PARTIAL, NOT RUN, or DIFFERENT TASK. A round that quietly substituted an easier task for the one asked is the most common way a thread stops progressing while appearing productive, and it is invisible unless you check explicitly.
Step 2 — classify the round
- ADVANCE — constructs something new, proves a new step, or strictly narrows the exact residual.
- USEFUL NEGATIVE — kills a strategy that was declared in advance, on a test sensitive enough to have killed it. This is real progress; say so, and say what it rules out.
- LOOP / REROUTE — renames the same residual, repeats a weaker version of a check already run, or proposes unrelated work.
- UNRESOLVED — the evidence is not sufficient to decide.
Step 3 — the loop signals
Any of these, on its own, is enough to classify a proposed continuation as a loop:
- Moving to a higher order, weight, depth, rank, dimension, or resolution after the simplest case failed. This is the expensive one, and it always looks like progress.
- Replacing an exact failure with a looser test — numerics for a symbolic identity, a projection, an average, a wider fit — which passes because it cannot see the residual.
- Reopening a parked or retracted branch without resolving the blocker that parked it.
- Calling each new difficulty a new obstacle without the exact residual getting smaller.
- Proposing a calculation where neither outcome changes the strategy. If you cannot write one sentence for what a pass licenses and one for what a failure rules out, it is not a decision-relevant task.
- A new name for the same object. A new implementation, library, or notation is not a new result.
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.
- 6d ago First seen · 91 lines · 98 tokens per session scan A 975dc8ee6f1b
round-planner is an agent published in the GitHub repository Mexregkan/claude-for-researchers (52 stars, last pushed 7d ago), licensed MIT. It adds 98 tokens to every session and 1,116 once invoked, about $0.0005 per session on Opus 5. 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 2026-09-05.
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