Helper Discovery

Repeated deterministic tasks become helpers · proposal threshold: 3 repeats

Tracked tasks

Total repeats

1,337

Deterministic

score ≥ 0.90

Est. savings

1,203,300

tokens

Discovered

Observed tasks

Empty

Proposed

Repeat ≥ threshold

Empty

Approved

Cleared to build

triage_issue automated

510

Repeats

1.00

Determ.

459,000

Saves

Read-only (cloud view) — decide in the local app

extract_risks automated

121

Repeats

1.00

Determ.

108,900

Saves

Read-only (cloud view) — decide in the local app

extract_open_items automated

121

Repeats

1.00

Determ.

108,900

Saves

Read-only (cloud view) — decide in the local app

extract_priorities automated

121

Repeats

1.00

Determ.

108,900

Saves

Read-only (cloud view) — decide in the local app

derive_recommendations automated

121

Repeats

1.00

Determ.

108,900

Saves

Read-only (cloud view) — decide in the local app

integrity_bot automated

Repeats

1.00

Determ.

56,700

Saves

Read-only (cloud view) — decide in the local app

freshness_bot automated

Repeats

1.00

Determ.

56,700

Saves

Read-only (cloud view) — decide in the local app

prune_bot automated

Repeats

1.00

Determ.

54,000

Saves

Read-only (cloud view) — decide in the local app

match_brokers automated

Repeats

1.00

Determ.

39,600

Saves

Read-only (cloud view) — decide in the local app

backup_bot automated

Repeats

1.00

Determ.

27,000

Saves

Read-only (cloud view) — decide in the local app

learn_patterns automated

Repeats

1.00

Determ.

27,000

Saves

Read-only (cloud view) — decide in the local app

diagnose_agent_health automated

Repeats

1.00

Determ.

21,600

Saves

Read-only (cloud view) — decide in the local app

extract_market_requirements automated

Repeats

1.00

Determ.

19,800

Saves

Read-only (cloud view) — decide in the local app

classify_request automated

Repeats

1.00

Determ.

5,400

Saves

Read-only (cloud view) — decide in the local app

restore_bot automated

Repeats

1.00

Determ.

900

Saves

Read-only (cloud view) — decide in the local app

Rejected

Declined

Empty

Approvals are governance decisions recorded in GoKart-AI/helper_backlog — never the vault. Building an approved helper remains a human, code-review step.