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/regression)<a href="https://agentmods.dev/commands/wdblink/autoresearch-paper/regression"><img src="https://agentmods.dev/badge/commands/wdblink/autoresearch-paper/regression/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/regression"><img src="https://agentmods.dev/badge/commands/wdblink/autoresearch-paper/regression.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 | $0.00034 | $0.02501 |
| Opus 5.5 | $0.00014 | $0.01000 |
| Sonnet 5.5 | $0.00007 | $0.00500 |
| Haiku 4.5 | $0.00003 | $0.00250 |
Grade C, and why
autoresearch:regression scanned grade C with 2 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.
Recursive force deletehighDestructive command
rm -rf with a variable or a broad path is one typo away from removing the wrong tree.
Verify-command screen (no `rm -rf` / `curl|sh`); worktree cleanup + prune on crash; data-migration refuses any non-allowlisted DB URL; probe auto-skips non-interactively; chained `ship` never auto-deploys. Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
Verify-command screen (no `rm -rf` / `curl|sh`); worktree cleanup + prune on crash; data-migration refuses any non-allowlisted DB URL; probe auto-skips non-interactively; chained `ship` never auto-deploys. This is a copy
89% identical to autoresearch:regression — 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 — 112 lines — stays where its author put it; the contents beside it link to each section on GitHub.
EXECUTE IMMEDIATELY.
A regression is a green→red transition ONLY. The gate orchestrates the project's OWN test/bench/snapshot/migrate commands (it is a protocol, not a bundled framework), captures baseline behavior in an isolated git worktree, re-runs the candidate, and reports a tiered ship/no-ship verdict.
Parse Arguments
Extract from $ARGUMENTS:
Base:or--base— base ref to diff against. Default:git merge-base HEAD main(elsemain/master).Scope:or--scope— file globs limiting the change surface.--select auto|full|affected— test selection (defaultauto).auto= use the detected affected-test mapper if available, else FULL suite. Never a silent subset.--samples N— SCORE samples/side (default 7).--noise-band %— perf tolerance (default 5%).--matrix— opt-in matrix axis (OFF by default).--max-runs N— ceiling (default 200).--baseline-cache(default on) — reusebaseline/<full-sha>/by SHA.Baseline: <prebuilt-ref>— bypass capture.--probe(default) /--probe deep/--no-probe.--predict --reason --debug --fix --fix-cycles N --evals --evals-interval N --chain <targets>and--<sub>shorthand.Iterations:— repeat-axis count for--select/repeat sweeps.
Setup / Probe-on-launch
- Auto-detect per-dimension verify commands:
package.jsonscripts,Makefile,nx, migrate config, bench/snapshot/size scripts. - AskUserQuestion (single batch) to confirm detected commands + base ref + which dimensions to run.
- Auto-skip probe when CI / no-TTY /
--mode autonomous/ complete-config / chained-handoff — log the inferred config instead of asking.
Classification Phase (first-class, before any differential)
Establish the baseline green-set per dimension, then tag each unit. Match by test-id first, then path.
| State | Meaning | Gated? |
|---|---|---|
regression-eligible |
green on baseline | YES — only green→red counts |
pre-existing |
red→red (already failing) | no — excluded |
new-coverage |
absent→red (brand-new test) | no — new coverage, ungated |
flaky |
nondeterministic on baseline | no — routed to flakiness SCORE |
baseline-unavailable |
dimension never green | no — advisory only |
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 · 112 lines · 34 tokens per session scan C 1054e5b6565c
autoresearch:regression is a command published in the GitHub repository WdBlink/autoresearch-paper (2 stars, last pushed 4d ago), licensed MIT. It adds 34 tokens to every session and 2,501 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it C with 2 findings (recursive force delete, makes network calls). It is 89% identical to autoresearch:regression, differing in 0 lines, and is treated as a copy.
autoresearch:regression compared with commands from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| autoresearch:regressionWdBlink/autoresearch-paper | Command | 2 | 4d ago | MIT | C | 34 | Claude Code |
| diff-reviewjamditis/claude-skills-journalism | Command | 452 | 7d ago | MIT | A | 16 | Claude Code |
| list_checkpointsStill-chowline394/MagicTeX-mcp | Command | 0 | 1mo ago | AGPL-3.0 | A | 14 | Claude Code |
| merge-conflict-analysisrjmurillo/ai-agents | Command | 49 | today | MIT | A | 0 | GitHub Copilot |
| release-notesOpenHands/extensions | Command | 181 | today | MIT | A | 44 | Claude Code |
| repo-audittractorjuice/arc-kit | Command | 2.3k | today | none | A | 29 | Claude Code |
| codex-reviewoalders/kitchen-sink | Command | 5 | 3d ago | MIT | A | 41 | Claude Code |