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#

text

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.

References#

• Architecture
• Credential Model
• Data Sources
• Identity Detection
• Evaluation Model
• Security Notes