Weekly agent setup review from session logs
Every Monday a local job condenses the past week's coding agent transcripts into a digest, then a read only session suggests setup changes such as hooks, skills, permission entries and instruction rules. It writes a report and changes nothing.
What it does
- Condenses the last 7 days of session transcripts into a small digest of prompts, tool counts, commands, errors and corrections
- Runs a headless review with read only tools and a spending cap
- Looks for stale hook paths, repeated manual flows, recurring shell errors and prompts you keep correcting
- Writes a dated report with evidence for each suggestion
- Shows a desktop notification when the report is ready
Your approval boundaries
Creates draftsThese actions always wait for your yes:
- Applying any suggested hook, skill, permission or rule change
You decide what happens next.
More about this workflow
This setup is for developers and small engineering teams who want fewer chores. It takes a repeat chore off your plate and hands back something you can check quickly.
First, it condenses the last 7 days of session transcripts into a small digest of prompts, tool counts, commands, errors and corrections. Next, it runs a headless review with read only tools and a spending cap. Then it looks for stale hook paths, repeated manual flows, recurring shell errors and prompts you keep correcting. After that, it writes a dated report with evidence for each suggestion. Finally, it shows a desktop notification when the report is ready. It works with your docs, each on its own login with limited access.
You get the prep work done and waiting for you. The agent stops and asks for your yes before applying any suggested hook, skill, permission or rule change, and says plainly if a step cannot be undone.
“It only proposes changes.”
Explore required tools and model recommendations
Tools and access
Google Docs
Handles the docs part of this job. Grant one folder, create and edit only.
API required: Yes. Needs a Google Cloud OAuth app with the Docs API turned on.
Official links only. Not sponsored, no affiliate links.
Model recommendations
Best pick
Claude Opus 5.5
Its maker points to it for long running coding work.
$4 per million input tokens, $20 per million output tokens.
Anthropic docs as of October 11, 2026
Cheaper backup
Claude Sonnet 5.5
Half the price per token and still strong for reviews and docs.
$2 per million input tokens, $10 per million output tokens.
Anthropic docs as of October 11, 2026
Our own picks. Not sponsored, no affiliate links.
Build your prompt
Add your details, then copy the prompt into your tool.
2Your prompt
4 of 4 still emptyYour answers stay in this browser only.
Run your workflow
Connect your tools with only the access this setup needs, then follow these steps.
Steps
Do these in order. Test on old data before it touches live work.
- 1Connect Google Docs with its own login, not yours. Grant one folder, create and edit only.
- 2Paste the prompt where your harness takes instructions. See the note under the Copy button.
- 3Do a dry run on old or test data first. Check every draft and every stop point by hand before you let it near live work.
- 4Read its log after the first real run. Only widen access once a week of runs looks clean.
Safeguards and trust score
The score describes this example setup’s access, approval boundaries, ability to undo changes, and scope.
Writes drafts and notes inside your tools, nothing leaves on its own.
Waits for a yes on: applying any suggested hook, skill, permission or rule change.
Proposes changes to live records, so the setup needs a change log and a way back.
Runs on its own login across 1 tool. Fewer connections means a smaller blast radius.
How to raise it
- Human approval: Add a second named stop next to "applying any suggested hook, skill, permission or rule change", so every step that leaves your hands waits for a yes, and have the confirm say plainly what cannot be undone +3
- Undo and logs: Stop it from editing live records. Have it write the change as a proposal you apply, and keep a log of every change with a way to roll it back +3
Do all of these to reach 91, up from 85.
Want help getting there? Get an AI Trust Audit from Pixeldesigns
Reviewed by Trustcase (example setup). How scoring works
Embed badge
Show this trust score on your site or README. It links back here.
[](https://trustcase.dev/use-cases/weekly-agent-setup-review-from-session-logs)<a href="https://trustcase.dev/use-cases/weekly-agent-setup-review-from-session-logs"><img src="https://trustcase.dev/badge/weekly-agent-setup-review-from-session-logs.svg" alt="Trustcase trust score for Weekly agent setup review from session logs" height="20"></a>More engineering workflows
- Weekly open source contribution scout
Once a week it checks the status of your open issues and pull requests in other people's repos, finds unclaimed help wanted issues in the projects you care about, and writes one issue in your own repo with what needs you. It posts nothing anywhere else.
- Pull request reviewer
Gives every PR a first pass before a person looks.
- Flaky test hunter
Finds tests that fail at random and why.
- Incident timeline
Builds the timeline during an outage so people can focus on the fix.
Other workflows that use the same tools
- Proposal first draft
Sales. Builds a proposal from your template and the discovery notes.
- Weekly ops report
Operations. Writes the Monday numbers summary so you do not build it by hand.
- Contract renewal watch
Operations. Warns you before contracts auto renew.