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 skills add Tenon-Net/TenonAdmin --skill autoresearchgit clone --depth 1 https://github.com/Tenon-Net/TenonAdminWrote 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/skills/tenon-net/tenonadmin/autoresearch)<a href="https://agentmods.dev/skills/tenon-net/tenonadmin/autoresearch"><img src="https://agentmods.dev/badge/skills/tenon-net/tenonadmin/autoresearch/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/skills/tenon-net/tenonadmin/autoresearch"><img src="https://agentmods.dev/badge/skills/tenon-net/tenonadmin/autoresearch.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 | $0.00017 | $0.00693 |
| Opus 5.5 | $0.00007 | $0.00277 |
| Sonnet 5.5 | $0.00003 | $0.00139 |
| Haiku 4.5 | $0.00002 | $0.00069 |
Grade A, and why
autoresearch 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 today.
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
98% identical to autoresearch — 2 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 — 73 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Autoresearch
Autoresearch is the skill-first replacement for the deprecated omx autoresearch command.
It keeps the useful measured-research loop, but it now runs as a native-hook stateful workflow instead of a direct CLI or tmux launch surface.
Boundary with planning research
Use $autoresearch when the research output itself is a bounded deliverable that must pass an explicit validator. Do not recommend it for ordinary pre-planning docs lookup or general best-practice checks; use $best-practice-research for that. If $autoresearch is intentionally run before architecture planning, its approved artifact should feed evidence into $ralplan; it should not become a final architecture/component unless the user explicitly asks for ongoing research automation.
Use when
- You want a Ralph-ish persistent research loop
- The task should keep nudging until explicit validation evidence exists
- You want init-time choice between script validation and prompt+architect validation
Do not use when
- You want the old
omx autoresearchcommand surface (hard-deprecated) - You want detached tmux or split-pane launch parity
- You have not decided the validation regime yet
Core contract
- Init chooses validation mode. Pick exactly one:
mission-validator-scriptprompt-architect-artifact
- Persist mode state in
.omx/state/.../autoresearch-state.jsonincluding:validation_modecompletion_artifact_pathmission_validator_commandorvalidator_prompt- optional
output_artifact_path
- Completion is artifact-gated. The loop does not stop because the model says “done”, because a stop hook fired once, or because several turns were no-ops.
- Direct CLI launch is gone. Use
$deep-interview --autoresearchfor intake and$autoresearchfor execution.
Completion artifact contract
mission-validator-script
The completion artifact must exist and record a passing validator result, for example:
{
"status": "passed",
"passed": true,
"summary": "metric improved beyond baseline"
}
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.
- today First seen · 73 lines · 17 tokens per session scan A ad0cde58ed71
autoresearch is a skill published in the GitHub repository Tenon-Net/TenonAdmin (41 stars, last pushed 14d ago), licensed Apache-2.0. It adds 17 tokens to every session and 693 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 98% identical to autoresearch, differing in 2 lines, and is treated as a copy.
autoresearch compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| autoresearchTenon-Net/TenonAdmin | Skill | 41 | 14d ago | Apache-2.0 | A | 17 | Codex |
| om-build-workflowopen-mercato/open-mercato | Skill | 1.9k | yesterday | MIT | A | 63 | Claude Code, Codex |
| community-research-insightclawdotnet/openclaw.net | Skill | 532 | yesterday | MIT | A | 41 | Claude Code, Codex |
| csharp-dotnetericrisco/rsc-harness | Skill | 503 | 2d ago | MIT | A | 89 | Claude Code, Codex |
| antdant-design/ant-design-cli | Skill | 261 | 2d ago | MIT | A | 69 | Claude Code |
| releasing-godot-prompterjame581/GodotPrompter | Skill | 929 | 5d ago | MIT | A | 44 | Claude Code |
| email-triageclawdotnet/openclaw.net | Skill | 532 | yesterday | MIT | A | 33 | Claude Code, Codex |