Hi - I answer from the OpenSmartRoute documentation: routing, the API, plans and quotas, self-hosting. Ask away, or open a support ticket if you need a person.
Grounded in the docs - follow a source before acting on it.
autoresearch-loop-kit - Skill - OpenSmartRoute
Skillv1.0.0
autoresearch-loop-kit
If the user does **not** mention Autoresearch Loop / karpathy loop / keep-discard loop, do **not** start trials, do **not** rewrite `train.py` for looping, and do **not** nag them to use the loop.
Imported from seanxye/autoresearch-loop-kit (AGENTS.md). Install upstream with npx skills add seanxye/autoresearch-loop-kit. Copyright stays with the author.
Codex / agent rules for this repo
Autoresearch Loop — OPT-IN ONLY
Activate the Karpathy keep/discard loop only when the user explicitly invokes it, e.g.:
"Use Autoresearch Loop to ..."
"Run the karpathy / autoresearch loop ..."
"/autoresearch ..."
If the user does not mention Autoresearch Loop / karpathy loop / keep-discard loop, do not start trials, do not rewrite train.py for looping, and do not nag them to use the loop.
When invoked:
Read SKILL.md and program.md.
Edit only the declared mutable surface (default: train.py).
Score only via python3 loop.py trial --note "..." (or prepare.py through that harness).
Never edit prepare.py, program.md, loop.py, or this file unless the user asks to change the harness itself.
Use it
Copy one of these into your project. Installing also returns the manifest and these snippets.
# after Install: the listing is in your workspace's routing pool - a plan picks it for its slot
curl -s -X POST https://api.opensmartroute.ai/api/v1/route -H 'Authorization: Bearer $OSR_API_KEY' -H 'Content-Type: application/json' -d '{"text": "...", "plan": true}'
Manifest
An Open Capability Manifest: the router reads it to know what this does, what it costs and when to pick it.
{
"ocm": "1",
"id": "seanxye-autoresearch-loop-kit-autoresearch-loop-kit",
"kind": "skill",
"name": "autoresearch-loop-kit",
"description": "If the user does **not** mention Autoresearch Loop / karpathy loop / keep-discard loop, do **not** start trials, do **not** rewrite `train.py` for looping, and do **not** nag them to use the loop.",
"publisher": "seanxye",
"version": "1.0.0",
"capabilities": {
"domains": [
"general"
],
"tags": [
"skill-md",
"github-agents"
],
"languages": [
"en"
]
},
"quality_prior": 0.6,
"examples": [
"If the user does **not** mention Autoresearch Loop / karpathy loop / keep-discard loop, do **not** start trials, do **not** rewrite `train.py` for looping, and do **not** nag them to use the loop."
],
"primary": false,
"metadata": {
"source": {
"provider": "github-agents",
"repository": "https://github.com/seanxye/autoresearch-loop-kit",
"path": "AGENTS.md",
"ref": "8eb88261f29bbd90d18330743bd5b6bd4cf5646d",
"url": "https://github.com/seanxye/autoresearch-loop-kit/blob/8eb88261f29bbd90d18330743bd5b6bd4cf5646d/AGENTS.md",
"key": "seanxye/autoresearch-loop-kit/AGENTS.md"
}
},
"instructions": "# Codex / agent rules for this repo\n\n## Autoresearch Loop — OPT-IN ONLY\nActivate the Karpathy keep/discard loop **only** when the user explicitly invokes it, e.g.:\n- \"Use Autoresearch Loop to ...\"\n- \"Run the karpathy / autoresearch loop ...\"\n- \"/autoresearch ...\"\n\nIf the user does **not** mention Autoresearch Loop / karpathy loop / keep-discard loop, do **not** start trials, do **not** rewrite `train.py` for looping, and do **not** nag them to use the loop.\n\nWhen invoked:\n1. Read `SKILL.md` and `program.md`.\n2. Edit only the declared mutable surface (default: `train.py`).\n3. Score only via `py",
"cost": {
"context_tokens": 197
}
}
Fetch it by URL: GET /api/v1/registry/seanxye-autoresearch-loop-kit-autoresearch-loop-kit/manifest?version=1.0.0
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