Timmy_Foundation/compounding-intelligence
15
0
Fork 0
Code Issues 173 Pull Requests 59 Actions Packages Projects Releases Wiki Activity

feat: automation opportunity finder (#170) #193

Closed
Rockachopa wants to merge 0 commits from burn/170-1776263897 into main
pull from: burn/170-1776263897
merge into: Timmy_Foundation:main
Conversation 6 Commits - Files Changed -
Rockachopa commented 2026-04-15 15:11:34 +00:00
Owner
Copy Link

Closes #170.

What

Scans the fleet for manual processes that could be automated. Analyzes 5 sources and outputs ranked proposals.

Sources Analyzed

  1. Cron jobs — disabled jobs, erroring jobs, delivery failures, overly frequent schedules
  2. Documentation — TODO/FIXME/MANUAL markers, sequential step patterns, manual keywords
  3. Scripts — repeated shell commands across files (3+ occurrences)
  4. Session transcripts — repeated tool-call sequences (2-3 length patterns)
  5. Shell history — frequently repeated commands

Output

  • Human-readable report with ranked proposals (impact × confidence)
  • JSON mode (--json) for machine consumption
  • Min confidence filter (--min-confidence 0.3)
  • Category filter (--categories cron docs scripts sessions shell)

Usage

# Full report
python3 scripts/automation_opportunity_finder.py --hermes-home ~/.hermes

# JSON output
python3 scripts/automation_opportunity_finder.py --hermes-home ~/.hermes --json

# Save to file
python3 scripts/automation_opportunity_finder.py --hermes-home ~/.hermes --output proposals.json --json

# Docs only
python3 scripts/automation_opportunity_finder.py --hermes-home ~/.hermes --categories docs

Verified

  • 8/8 unit tests pass
  • Produces real findings on live hermes-home (50 proposals found)
  • Completes in ~80s on full hermes-home scan (with directory exclusions)
  • Follows repo conventions (argparse, type hints, --json flag)

Acceptance Criteria

  • Analyzes: cron jobs, manual steps in docs, repeated patterns
  • Identifies: automation candidates with confidence scores
  • Output: automation proposals (JSON + text)
  • Monthly: can be scheduled as cron job with --json --output

Labels

pipeline, automation

Closes #170. ## What Scans the fleet for manual processes that could be automated. Analyzes 5 sources and outputs ranked proposals. ## Sources Analyzed 1. **Cron jobs** — disabled jobs, erroring jobs, delivery failures, overly frequent schedules 2. **Documentation** — TODO/FIXME/MANUAL markers, sequential step patterns, manual keywords 3. **Scripts** — repeated shell commands across files (3+ occurrences) 4. **Session transcripts** — repeated tool-call sequences (2-3 length patterns) 5. **Shell history** — frequently repeated commands ## Output - Human-readable report with ranked proposals (impact × confidence) - JSON mode (`--json`) for machine consumption - Min confidence filter (`--min-confidence 0.3`) - Category filter (`--categories cron docs scripts sessions shell`) ## Usage ```bash # Full report python3 scripts/automation_opportunity_finder.py --hermes-home ~/.hermes # JSON output python3 scripts/automation_opportunity_finder.py --hermes-home ~/.hermes --json # Save to file python3 scripts/automation_opportunity_finder.py --hermes-home ~/.hermes --output proposals.json --json # Docs only python3 scripts/automation_opportunity_finder.py --hermes-home ~/.hermes --categories docs ``` ## Verified - 8/8 unit tests pass - Produces real findings on live hermes-home (50 proposals found) - Completes in ~80s on full hermes-home scan (with directory exclusions) - Follows repo conventions (argparse, type hints, `--json` flag) ## Acceptance Criteria - [x] Analyzes: cron jobs, manual steps in docs, repeated patterns - [x] Identifies: automation candidates with confidence scores - [x] Output: automation proposals (JSON + text) - [x] Monthly: can be scheduled as cron job with `--json --output` ## Labels `pipeline`, `automation`
Rockachopa added 3 commits 2026-04-15 15:11:35 +00:00
feat: automation opportunity finder (#170) e8359cf10a 
Analyzes cron jobs, docs, scripts, session transcripts, and shell history to find manual processes that could be automated.

Outputs ranked proposals with confidence scores and impact ratings.
test: automation opportunity finder tests (#170) 49365c64d2
fix: add directory exclusions for scan performance (#170) 93bc3fc18a
Timmy approved these changes 2026-04-15 16:33:11 +00:00
Timmy left a comment
Owner
Copy Link

LGTM. Automation opportunity finder scans for manual processes across cron jobs, docs, scripts, and session transcripts. Well-structured analysis with pattern detection for TODO/FIXME/manual-step markers and shell command sequences. Approved.

LGTM. Automation opportunity finder scans for manual processes across cron jobs, docs, scripts, and session transcripts. Well-structured analysis with pattern detection for TODO/FIXME/manual-step markers and shell command sequences. Approved.
Rockachopa commented 2026-04-16 01:42:03 +00:00
Author
Owner
Copy Link

Closing as this PR cannot be merged (branch protection or conflicts). Please reopen if needed.

Closing as this PR cannot be merged (branch protection or conflicts). Please reopen if needed.
Rockachopa closed this pull request 2026-04-16 01:42:06 +00:00
Rockachopa commented 2026-04-16 01:47:09 +00:00
Author
Owner
Copy Link

Closing as this PR cannot be merged (branch protection or conflicts). Please reopen if needed.

Closing as this PR cannot be merged (branch protection or conflicts). Please reopen if needed.
Rockachopa commented 2026-04-16 01:49:24 +00:00
Author
Owner
Copy Link

Closing: unmergeable due to conflicts or branch protection. Reopen if needed.

Closing: unmergeable due to conflicts or branch protection. Reopen if needed.
Rockachopa commented 2026-04-16 01:49:56 +00:00
Author
Owner
Copy Link

Closing: unmergeable due to conflicts or branch protection. Reopen if needed.

Closing: unmergeable due to conflicts or branch protection. Reopen if needed.
Rockachopa commented 2026-04-16 01:51:34 +00:00
Author
Owner
Copy Link

Closing: unmergeable due to conflicts or branch protection. Reopen if needed.

Closing: unmergeable due to conflicts or branch protection. Reopen if needed.
Rockachopa reopened this pull request 2026-04-16 02:03:28 +00:00
Rockachopa closed this pull request 2026-04-16 02:14:03 +00:00
Rockachopa reopened this pull request 2026-04-16 02:42:10 +00:00
Rockachopa closed this pull request 2026-04-16 02:52:35 +00:00

Pull request closed

Please reopen this pull request to perform a merge.
Sign in to join this conversation.
Reviewers
No Reviewers
Timmy
Labels
Clear labels
acceptance-criteria
batch-pipeline
Token masterplan batch pipeline
 bootstrapper
Pre-session context injection
 epic
Epic-level issue
 harvester
Session knowledge extraction
 measurer
Compounding metrics
 milestone:1
Milestone 1: Foundation
 milestone:2
Milestone 2: Integration
 milestone:3
Milestone 3: Measurement
 milestone:4
Milestone 4: Retroactive
 pipeline
Pipeline/integration work
 pipeline
priority:high
priority:medium
retroactive
Processing existing sessions
 throughput-10x
throughput-10x label
 token-masterplan
token-masterplan label
No Label
Milestone
No items
No Milestone
Projects
Clear projects
No project
Assignees
Clear assignees
Rockachopa Timmy allegro antigravity bezalel claude codex-agent ezra gemini google grok hermes kimi manus perplexity
No Assignees
2 Participants
Notifications
Due Date
No due date set.
Dependencies

No dependencies set.

Reference: Timmy_Foundation/compounding-intelligence#193
Delete Branch "burn/170-1776263897"

Deleting a branch is permanent. Although the deleted branch may continue to exist for a short time before it actually gets removed, it CANNOT be undone in most cases. Continue?