model-registry-manager（模型注册管理器）

Model Registry Manager

Use this skill when managing OpenClaw model catalogs and provider model sync for any provider.

What this skill covers

• Fetch provider model lists from the upstream /models endpoint
• Deduplicate returned models by provider-native model id
• Probe models and remove unusable ones from the registered catalog
• Register newly discovered usable models into OpenClaw config
• Keep provider-native ids and names instead of inventing renamed keys
• Validate the registry before enabling scheduled sync jobs

Required workflow

1. Inspect config/schema first

Before changing config, inspect relevant config paths and read current config.

Usually inspect:

• agents.defaults.model
• agents.defaults.models
• models.providers

2. Detect before writing

Always fetch remote models first and compare with current config. Do not write first when the state is unknown.

3. Keep provider-native ids/names

• Use the provider-returned model id as the canonical registry id suffix
• Use the provider-returned model name when available
• Do not normalize ids into a different slug format unless OpenClaw requires it

4. Validate before keeping

A model is only eligible for registration if it passes a lightweight probe. If probing fails, treat it as unusable and exclude it from the registered catalog.

5. Do not auto-select primary/fallbacks

This skill should not automatically choose or rebuild primary/fallback chains. During sync:

• keep provider model discovery, deduplication, probing, and registration focused on the catalog itself
• do not introduce heuristic primary selection here
• do not introduce heuristic fallback selection here
• if model routing policy is needed, manage it outside this skill

6. Do not bundle generic failover policy here

This skill should not define generic failover classes, retry ladders, downgrade policy, or circuit-breaker defaults. Keep this skill focused on model registry sync and validation.

7. Schedule only after one clean run

First complete:

• one successful sync run
• one successful validation run
• one confirmation that primary/fallback settings are correct

Then you may add scheduled refresh jobs.

8. Default closing step: maintain the learnings archive

After finishing real work, check whether the run produced reusable operational knowledge. Default behavior:

• if the user corrected you, add the correction to .learnings/
• if you debugged a failure, add the cause/fix to .learnings/
• if you found a better generic strategy, add it to .learnings/
• if you needed multiple attempts and eventually found a reliable path, add that successful path to .learnings/
• do not wait for the user to remind you

This is part of the skill’s normal operating procedure, not an optional extra.

Validation checklist

• fetched remote model list successfully
• deduplicated duplicate remote ids
• excluded unusable models
• registered usable models
• gateway/service still healthy after config update

How to make this skill truly general-purpose

To keep this skill generic instead of overfitting to one provider/model family:

Keep generic

• provider-native ids and names
• provider model discovery and probe validation
• per-provider sync + global catalog merge

Avoid hardcoding

• exact vendor model ids as permanent rules
• one provider’s naming quirks as universal truth
• one-off emergency fixes in the main sync algorithm
• model routing policy into registry sync

Prefer this structure

• SKILL.md: only workflow + decision rules
• scripts/: deterministic sync/validate logic

Scheduling policy for this workspace

After installation is validated, schedule these triggers:

• startup/heartbeat safety net
• recurring sync every 6 hours

Keep scheduled runs idempotent and safe to repeat.

Setup

In an OpenClaw agent session, prefer the built-in cron tool instead of shelling out to openclaw cron ....

After one clean validation run, ensure these recurring jobs exist (create missing ones, update same-name jobs if they already exist):

• model-registry-manager validation safety-net
• model-registry-manager recurring sync

Recommended default schedules (Asia/Shanghai):

• validation safety-net: 10 4 * * *
• recurring sync: 40 */6 * * *

Recommended job shape:

• sessionTarget: "isolated"
• payload.kind: "agentTurn"
• payload.toolsAllow: ["exec", "read"]
• delivery.mode: "none"
• failure alert enabled after 1 failure

Recommended task behavior:

• validation job runs node skills/model-registry-manager/scripts/validate-model-sync.js
• recurring sync runs node skills/model-registry-manager/scripts/sync-models.js all 0 --restart
• each job should read the latest report under reports/model-registry/ and produce a concise summary

Do not enable recurring sync before a clean validation run.