Skip to content

Conversation

@marcusquinn
Copy link
Owner

Summary

New Files

Scripts:

  • session-checkpoint-helper.sh — Persist session state to survive context compaction during long autonomous sessions
  • x-helper.sh — X/Twitter posting helper

Subagent docs:

  • seo/backlink-checker.md — Backlink analysis
  • tools/voice/transcription.md — Voice transcription
  • tools/voice/voice-models.md — Voice model selection
  • tools/document/document-extraction.md — Document extraction
  • tools/terminal/terminal-optimization.md — Terminal optimization
  • tools/accounts/subscription-audit.md — Subscription auditing
  • tools/context/rapidfuzz.md — Fuzzy matching

Doc Updates

  • workflows/plans.md — Added "GitHub Issue Sync" convention (t-number prefixes on issues, ref:GH# on tasks)
  • workflows/session-manager.md — Added "Compaction Resilience" section with checkpoint workflow
  • subagent-index.toon — Added session-checkpoint-helper.sh entry

…nc docs

Cherry-picked unique content from closed PR #446 (supervisor changes were stale).

New subagents: backlink-checker, voice transcription/models, document extraction,
terminal optimization, subscription audit, rapidfuzz, x-helper.

New scripts: session-checkpoint-helper.sh (compaction resilience),
x-helper.sh (X/Twitter posting).

Doc additions: GitHub issue sync convention in plans.md,
compaction resilience workflow in session-manager.md.
@marcusquinn marcusquinn merged commit a9cb417 into main Feb 7, 2026
6 of 8 checks passed
@coderabbitai
Copy link
Contributor

coderabbitai bot commented Feb 7, 2026

Warning

Rate limit exceeded

@marcusquinn has exceeded the limit for the number of commits that can be reviewed per hour. Please wait 12 minutes and 28 seconds before requesting another review.

⌛ How to resolve this issue?

After the wait time has elapsed, a review can be triggered using the @coderabbitai review command as a PR comment. Alternatively, push new commits to this PR.

We recommend that you space out your commits to avoid hitting the rate limit.

🚦 How do rate limits work?

CodeRabbit enforces hourly rate limits for each developer per organization.

Our paid plans have higher rate limits than the trial, open-source and free plans. In all cases, we re-allow further reviews after a brief timeout.

Please see our FAQ for further information.

✨ Finishing touches
🧪 Generate unit tests (beta)
  • Create PR with unit tests
  • Post copyable unit tests in a comment
  • Commit unit tests in branch chore/quality-subagents

Thanks for using CodeRabbit! It's free for OSS, and your support helps us grow. If you like it, consider giving us a shout-out.

❤️ Share

Comment @coderabbitai help to get the list of available commands and usage tips.

@gemini-code-assist
Copy link

Summary of Changes

Hello @marcusquinn, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request significantly enhances the aidevops framework by introducing robust session management capabilities, expanding its utility with several new specialized subagents, and improving workflow consistency. The core focus is on making AI agent operations more resilient to context limitations and providing a broader set of tools for various tasks, from SEO analysis to personal finance management and developer tooling. These additions aim to streamline agent operations and provide more comprehensive tooling for diverse use cases.

Highlights

  • Session Checkpointing: Introduced a new session-checkpoint-helper.sh script and corresponding documentation to enable AI agents to persist their session state to disk, ensuring resilience against context compaction during long autonomous operations.
  • New X/Twitter Helper Script: Added x-helper.sh, a new utility script that allows fetching X/Twitter posts, threads, and user profiles using the fxtwitter API without requiring authentication.
  • Expanded Subagent Documentation: Incorporated nine new subagent documentation files covering a wide range of functionalities, including SEO backlink checking, audio/video transcription, voice model selection, document extraction with PII redaction, terminal optimization, subscription auditing, and fuzzy string matching.
  • GitHub Issue Synchronization: Established clear conventions for synchronizing GitHub issues with TODO.md tasks, ensuring consistent tracking and automation by requiring t{NNN} prefixes on issue titles and ref:GH#{NNN} references in tasks.
  • Improved Session Management Documentation: Updated the workflows/session-manager.md to detail the new checkpointing workflow, providing guidance on when and how to use the session persistence mechanism for enhanced long-running agent reliability.
Changelog
  • .agents/scripts/session-checkpoint-helper.sh
    • Added new script to save, load, clear, and check the status of AI agent session checkpoints, designed to persist state on disk to survive context compaction.
  • .agents/scripts/x-helper.sh
    • Added new script to fetch X/Twitter posts, threads, and user profiles using the fxtwitter API, supporting JSON, Markdown, and plain text output.
  • .agents/seo/backlink-checker.md
    • Added new documentation for a subagent focused on backlink monitoring, lost link detection, and identifying expired domains for reclamation using Ahrefs, DataForSEO, and WHOIS.
  • .agents/subagent-index.toon
    • Added an entry for session-checkpoint-helper.sh to the subagent index.
  • .agents/tools/accounts/subscription-audit.md
    • Added new documentation for a subagent that helps discover, track, and optimize recurring payments through email scanning, bank statement import, and manual inventory.
  • .agents/tools/context/rapidfuzz.md
    • Added new documentation for a subagent detailing the use of the RapidFuzz library for fast fuzzy string matching in Python and C++.
  • .agents/tools/document/document-extraction.md
    • Added new documentation for a subagent outlining a privacy-preserving document extraction stack using Docling, ExtractThinker, and Presidio for PII redaction.
  • .agents/tools/terminal/terminal-optimization.md
    • Added new documentation for a subagent guiding terminal environment optimization, including shell startup, PATH management, modern tool replacements, and aliases.
  • .agents/tools/voice/transcription.md
    • Added new documentation for a subagent covering audio/video transcription using local (faster-whisper, whisper.cpp) and cloud (Groq, OpenAI, ElevenLabs) models.
  • .agents/tools/voice/voice-models.md
    • Added new documentation for a subagent providing a guide to Text-to-Speech (TTS) and Speech-to-Text (STT) model selection, including local implementations (EdgeTTS, macOS Say, FacebookMMS) and cloud APIs.
  • .agents/workflows/plans.md
    • Added a new section on "GitHub Issue Sync" detailing conventions for linking TODO.md tasks with GitHub issues using t{NNN} prefixes and ref:GH#{NNN} references.
  • .agents/workflows/session-manager.md
    • Added a new section on "Compaction Resilience (Long Autonomous Sessions)" explaining the use of the new checkpoint system to persist session state.
Activity
Using Gemini Code Assist

The full guide for Gemini Code Assist can be found on our documentation page, here are some quick tips.

Invoking Gemini

You can request assistance from Gemini at any point by creating a comment using either /gemini <command> or @gemini-code-assist <command>. Below is a summary of the supported commands on the current page.

Feature Command Description
Code Review /gemini review Performs a code review for the current pull request in its current state.
Pull Request Summary /gemini summary Provides a summary of the current pull request in its current state.
Comment @gemini-code-assist Responds in comments when explicitly tagged, both in pull request comments and review comments.
Help /gemini help Displays a list of available commands.

Customization

To customize Gemini Code Assist for GitHub experience, repository maintainers can create a configuration file and/or provide a custom code review style guide (such as PEP-8 for Python) by creating and adding files to a .gemini/ folder in the base of the repository. Detailed instructions can be found here.

Limitations & Feedback

Gemini Code Assist may make mistakes. Please leave feedback on any instances where its feedback is incorrect or counter productive. You can react with 👍 and 👎 on @gemini-code-assist comments. If you're interested in giving your feedback about your experience with Gemini Code Assist for Github and other Google products, sign up here.

You can also get AI-powered code generation, chat, as well as code reviews directly in the IDE at no cost with the Gemini Code Assist IDE Extension.

Footnotes

  1. Review the Privacy Notices, Generative AI Prohibited Use Policy, Terms of Service, and learn how to configure Gemini Code Assist in GitHub here. Gemini can make mistakes, so double check it and use code with caution.

@github-actions
Copy link

github-actions bot commented Feb 7, 2026

🔍 Code Quality Report

�[0;35m[MONITOR]�[0m Code Review Monitoring Report

�[0;34m[INFO]�[0m Latest Quality Status:
SonarCloud: 0 bugs, 0 vulnerabilities, 28 code smells

�[0;34m[INFO]�[0m Recent monitoring activity:
Sat Feb 7 19:48:34 UTC 2026: Code review monitoring started
Sat Feb 7 19:48:35 UTC 2026: SonarCloud - Bugs: 0, Vulnerabilities: 0, Code Smells: 28
Sat Feb 7 19:48:35 UTC 2026: Qlty - 0 issues found, auto-formatting applied
Sat Feb 7 19:48:37 UTC 2026: Codacy analysis completed with auto-fixes

📈 Current Quality Metrics

  • BUGS: 0
  • CODE SMELLS: 28
  • VULNERABILITIES: 0

Generated on: Sat Feb 7 19:48:37 UTC 2026


Generated by AI DevOps Framework Code Review Monitoring

@sonarqubecloud
Copy link

sonarqubecloud bot commented Feb 7, 2026

Copy link

@gemini-code-assist gemini-code-assist bot left a comment

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Code Review

This pull request introduces two new helper scripts, session-checkpoint-helper.sh and x-helper.sh, along with extensive documentation for new subagents and workflows. The new features for session checkpointing and GitHub issue syncing are well-documented.

My review found a critical bug in both new shell scripts related to argument parsing that would prevent them from functioning correctly. I've also suggested a small improvement for error handling in x-helper.sh and a fix for an incomplete code example in one of the new documentation files. Overall, the changes are a great addition once the critical issues are addressed.

# Main dispatch
main() {
local command="${1:-help}"
shift 2>/dev/null || true

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

critical

The shift 2 command is incorrect and will cause argument parsing to fail for most commands. For example, if you run session-checkpoint-helper.sh save --task 1, shift 2 will consume both save and --task, leaving only 1 to be passed to cmd_save, which will then fail. This should be shift or shift 1 to only consume the command name itself.

Suggested change
shift 2>/dev/null || true
shift || true


main() {
local command="${1:-help}"
shift 2>/dev/null || true

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

critical

The shift 2 command is incorrect and will cause argument parsing to fail. It attempts to shift two arguments, but only the command name should be shifted before parsing the remaining options. For example, running x-helper.sh fetch <url> would result in the URL being consumed by the shift, causing the fetch command to fail due to a missing URL. This should be shift or shift 1.

Suggested change
shift 2>/dev/null || true
shift || true

Comment on lines +63 to +64
response=$(curl -fsS --max-time 20 --retry 2 --retry-connrefused \
"${FXTWITTER_API}/${path}" 2>/dev/null) || {

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

medium

Suppressing curl's stderr with 2>/dev/null prevents important error messages from being displayed, making it harder to debug failures (e.g., network issues, timeouts, DNS errors). The -S option is used with curl, which is intended to show errors even with -s, but 2>/dev/null overrides this. Removing the redirection will improve debuggability while maintaining silent operation on success. This also applies to the curl call in cmd_user.

Suggested change
response=$(curl -fsS --max-time 20 --retry 2 --retry-connrefused \
"${FXTWITTER_API}/${path}" 2>/dev/null) || {
response=$(curl -fsS --max-time 20 --retry 2 --retry-connrefused \
"${FXTWITTER_API}/${path}") || {

### Invoice

```python
class Invoice(BaseModel):

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

medium

The code example for the Invoice schema is incomplete because the LineItem class it references is not defined. This makes the example non-runnable and potentially confusing. A similar issue exists for ReceiptItem in the Receipt schema. To make the examples self-contained, please define these nested Pydantic models before they are used.

Suggested change
class Invoice(BaseModel):
class LineItem(BaseModel):
description: str
quantity: float
unit_price: float
total: float
class Invoice(BaseModel):

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

1 participant