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/WdBlink/autoresearch-paperWrote 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/commands/wdblink/autoresearch-paper/scenario)<a href="https://agentmods.dev/commands/wdblink/autoresearch-paper/scenario"><img src="https://agentmods.dev/badge/commands/wdblink/autoresearch-paper/scenario/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/commands/wdblink/autoresearch-paper/scenario"><img src="https://agentmods.dev/badge/commands/wdblink/autoresearch-paper/scenario.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 | $0.00016 | $0.01096 |
| Opus 5.5 | $0.00006 | $0.00438 |
| Sonnet 5.5 | $0.00003 | $0.00219 |
| Haiku 4.5 | $0.00002 | $0.00110 |
Grade A, and why
autoresearch:scenario 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 3d 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.
This is a copy
94% identical to autoresearch:scenario — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 108 lines — stays where its author put it; the contents beside it link to each section on GitHub.
EXECUTE IMMEDIATELY.
Parse Arguments
Extract from $ARGUMENTS:
Scenario:— seed scenario description (or full $ARGUMENTS text if no keyword)Domain:or--domain— web, mobile, API, CLI, data pipeline, infrastructureScope:or--scope— file globs for codebase contextFocus:or--focus— specific dimension to prioritize--depth— shallow (10), standard (20), deep (40+)--format— markdown (default), json, gherkinIterations:or--iterations— default 20. "unlimited" for unbounded.--evals,--evals-interval N,--chain,--<subcommand>
Setup (if Scenario or Domain missing)
AskUserQuestion (single batch): Q1 (Scenario): "Describe the feature/flow to explore" Q2 (Domain): "What domain?" — web app, mobile app, API, CLI, data pipeline, infrastructure Q3 (Scope): "Which files for context?" — suggested globs + entire codebase Q4 (Depth): "How deep?" — quick (10), standard (20), deep (40+), unlimited If all provided → skip.
12 Dimensions
| # | Dimension | Explores |
|---|---|---|
| 1 | Happy path | Normal successful flows |
| 2 | Validation | Input boundaries, types, formats |
| 3 | Permissions | Auth, roles, access control |
| 4 | Concurrency | Race conditions, deadlocks, ordering |
| 5 | State | Invalid transitions, corruption |
| 6 | Scale | High volume, large data, many users |
| 7 | Failure | Network errors, timeouts, partial failures |
| 8 | Security | Injection, abuse, bypass attempts |
| 9 | Integration | Third-party failures, API contract violations |
| 10 | Data | Null, empty, unicode, injection, overflow |
| 11 | UX | Confusion, misuse, accessibility |
| 12 | Recovery | Retry, rollback, idempotency |
Establish Baseline
- Read seed scenario + codebase context
- Create output directory:
autoresearch/scenario-{YYMMDD}-{HHMM}/ - TSV header:
iteration\ttimestamp\tscenario\tdimension\tclassification\tseverity\tdescription - No metric_direction comment (exploration, not optimization)
Iteration Loop
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.
- 3d ago First seen · 108 lines · 16 tokens per session scan A 1bc167c2ab8f
autoresearch:scenario is a command published in the GitHub repository WdBlink/autoresearch-paper (2 stars, last pushed 4d ago), licensed MIT. It adds 16 tokens to every session and 1,096 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 94% identical to autoresearch:scenario, differing in 0 lines, and is treated as a copy.
autoresearch:scenario compared with commands from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| autoresearch:scenarioWdBlink/autoresearch-paper | Command | 2 | 4d ago | MIT | A | 16 | Claude Code |
| ars-planImbad0202/academic-research-skills | Command | 56k | yesterday | none | A | 19 | Claude Code |
| ars-revision-coachImbad0202/academic-research-skills-codex | Command | 14k | 5d ago | none | A | 27 | Claude Code |
| ars-3wImbad0202/academic-research-skills-codex | Command | 14k | 5d ago | none | A | 24 | Claude Code |
| nextProjectDXAI/labrat | Command | 237 | 3mo ago | MIT | A | 0 | Claude Code |
| ja-fallbackZaious/journal-atlas | Command | 2 | 10d ago | none | A | 37 | Claude Code |
| ai-reviewStill-chowline394/MagicTeX-mcp | Command | 0 | 1mo ago | AGPL-3.0 | A | 13 | Claude Code |