Chinese Talent Scout Skill

Unified skill entry for the AI Talent Scout system. This skill exposes collection, processing, evaluation, and querying capabilities through a single command surface, suitable for OpenClaw agent scheduling and ClawHub distribution.

Run commands through scripts/talent-scout.sh <command> ....

Safety Summary

GitHub collection is executed through the local gh CLI. This skill does not parse or store GitHub tokens itself.
AI evaluation, channel delivery, and cron operations are delegated to the local openclaw CLI. Provider credentials and channel accounts are managed by OpenClaw, not embedded in this skill.
config request sends only a relative config reference (workspace-data/talents.yaml) plus the requested change. It does not send absolute local filesystem paths.
export workspace creates a local ZIP and prints its path. It does not upload files or send attachments by itself.

See Security Notes and Credential Model before publishing or installing in production.

Commands

Pipeline

collect — Run data collection from GitHub signals, community repos, and stargazers.
process — Merge, deduplicate, identify, and score collected candidates.
evaluate — Run AI-assisted evaluation on processed candidates.
pipeline — Run the full collect → process → evaluate pipeline.

Query

query shortlist — List the current shortlist of evaluated candidates.
query candidate <username> — Show details for a specific candidate.
query stats — Show run statistics and distributions.

Config

config request — Send a channel message asking AI to update workspace-data/talents.yaml without disclosing absolute local paths.

Export

export workspace — Package the current workspace-data/ directory as a ZIP and return the local archive path.

Cron

cron status — Show configured cron jobs.
cron sync — Sync cron jobs to OpenClaw.
cron runs — Show recent OpenClaw cron run history.
cron run <name> — Show details for a specific cron run.
cron disable <name> — Disable a cron job.
cron enable <name> — Enable a cron job.

Data Flow

GitHub API → data-collector → output/raw/
  → data-processor → output/processed/
  → ai-evaluator → output/evaluated/
  → dashboard / skills query

Configuration

Mutable workspace configuration lives in workspace-data/talents.yaml. The file is seeded from the packaged template on first use.

Do not store long-lived secrets in workspace-data/talents.yaml. export workspace packages that file into the local archive it creates.