Software

89 suggested workflows. Each one shows two or three ways to do the task.

• Test plans
  Draft a function and tests from written instructions and examples

  Draft function in the team's language with a table-driven test file built from the supplied examples, and a list of spec ambiguities.

  GitHub CopilotJetBrains AI (AI Assistant + Junie)Cursor
• Renames, removals and updates
  Write a file-reorganising script from a mapping table

  Script with a dry-run mode that prints every proposed move, plus an undo log format.

  ClaudeChatGPTCursor
• Bug reports and issues
  Turn a bug report into a failing test

  Failing test, reproduction steps, statement of expected versus observed behaviour, and a short list of code areas to inspect.

  ClaudeGitHub CopilotChatGPT
• Explain an error
  Order likely causes of a crash from its error trace

  Ranked hypothesis table with the check that would confirm or reject each.

  ClaudeGitHub CopilotChatGPT
• Docs and notes
  Draft release notes from merged change titles

  Release notes grouped as new, improved, fixed, with a list of items left out and why.

  ClaudeNotion AIChatGPT
• Docs and notes
  Write a changelog entry in a fixed format from commit history

  Changelog entry in the sample's format with commit hashes.

  ClaudeCursorChatGPT
• Cleaning and reshaping data
  Turn tables in PDF reports into CSV files

  One CSV per table with header row, source page references and a list of uncertain cells.

  RowsClaudeChatGPT
• Cleaning and reshaping data
  Find duplicates in a contact list and prepare a review file

  Duplicate-group file with match reason and confidence tier, and a proposed survivor per group.

  ClaudeVizlyChatGPT
• Cleaning and reshaping data
  Reshape a wide report into a long list

  Long CSV (region, month as ISO date, value, source_cell), a column-role map and a reconciliation table of per-region totals.

  ClaudeVizlyChatGPT
• Cleaning and reshaping data
  Combine two exports on a shared key and list what did not match

  Joined CSV, unmatched-orders file, unmatched-customers file and a duplicate-key report with the join rule used.

  ClaudeRowsChatGPT
• Cleaning and reshaping data
  Check a new dataset for quality problems

  Profile report: per-column type, null rate, distinct values, range and top values, plus a list of columns that need a decision.

  RowsHexChatGPT
• Cleaning and reshaping data
  Turn a data dictionary into checks that can be run

  Rule list in the team's rule format with the dictionary line each rule comes from, and a gaps list of vague definitions.

  CursorChatGPTClaude
• Queries and dashboards
  Draft a repeatable customer churn comparison query from raw tables

  Definition sheet (churn window, tenure bands), a query that builds the comparison table, check queries for customer counts and a caveat list. No computed table or results are produced here.

  GitHub CopilotGemini Code AssistCursor
• Queries and dashboards
  Read out an A/B test result with checks a statistician can audit

  Readout: effect, interval, plan deviations, sample-ratio check and a statistician's review list.

  VizlyRowsHex
• Queries and dashboards
  Choose chart types for a set of analysis questions

  Question-to-chart table with data shape needed and cautions.

  ChatGPTClaudeGemini
• Queries and dashboards
  Shape a source table into a dashboard tile dataset

  Tile-ready table and written definition.

  Better AnalystZoho AnalyticsDataGPT
• Docs and notes
  Write the methods section from an analysis notebook

  Methods text listing each transformation, parameters and library versions with cell references, and a limitations list.

  CursorGitHub CopilotGemini Code Assist
• Queries and dashboards
  Compile a KPI definitions glossary from the SQL that computes them

  Glossary with KPI, formula in words, source tables, filters and known caveats.

  GitHub CopilotAmazon Q DeveloperNotion AI
• Bug reports and issues
  Draft a printer troubleshooting card for helpdesk staff

  One-page card: symptom, ordered checks with expected result, stop point and escalation owner.

  Gemini NotebookNotion AICoda
• Alert and system reviews
  Diagnose email delivery problems from headers and DNS records

  Findings on SPF, DKIM and DMARC alignment, the hop where trouble starts and proposed record edits for the admin.

  GeminiPerplexityMistral Vibe
• Alert and system reviews
  Describe a network layout from device configuration exports

  Topology description, VLAN and link tables, and an unclear-items list.

  Gemini Code AssistNotion AIGitHub Copilot
• Docs and notes
  Write a developer environment setup guide and test it

  Setup guide with versions, steps and common failures.

  CursorReplit (Replit Agent)Coda
• Alert and system reviews
  Sort a dependency vulnerability scan report into fixable groups

  Groups by package and fix type, with questions about reachability for the owning developer.

  ChatGPTClaudeGitHub Copilot
• Alert and system reviews
  Outline a threat model for a feature design

  Assets, trust boundaries, threats per boundary and open questions.

  KiroPerplexityNotion AI
• Version control
  Prepare a review sheet for a Git merge conflict

  A private worksheet that explains each conflicting block, options, and unresolved intent questions.

  ChatGPTClaudeGitHub Copilot
• Accessibility and phone screens
  Prepare a keyboard-access review of a web form

  A private form review packet with source-linked concerns and a human keyboard test checklist.

  ChatGPTClaudeGitHub Copilot
• Renames, removals and updates
  Map the work needed before changing an API version

  A private caller-impact map (option A), proposed migration sequence (option B), or contract-change table with a caller-review checklist (option C), plus open questions.

  ChatGPTClaudeGitHub Copilot
• Explain and review code and settings
  Check what a scheduled job means across a clock change

  A private schedule worksheet with explicit time zones, source assumptions, and human-verification points.

  ChatGPTClaudeGitHub Copilot
• Accessibility and phone screens
  Prepare a fix plan for horizontal scrolling on a phone screen

  A private source-linked shortlist of possible overflow causes and reversible local experiments.

  ChatGPTClaudeGitHub Copilot
• Slow pages and queries
  Prepare an investigation plan for a slow SQL query

  A private performance worksheet with evidence-linked hypotheses and a safe review plan.

  ChatGPTClaudeGitHub Copilot
• Explain and review code and settings
  Explain file permissions from a folder listing

  An annotated supplied listing with each permission explained and questions about unexpected access.

  ClaudeGemini
• Version control
  Prepare an undo plan for the last saved code change

  A review-only undo decision tree split by whether the commit was shared, with command candidates marked for review.

  GeminiClaudeGrammarly
• Version control
  Choose files to leave out when sharing a code project

  A proposed ignore list with reasons and a separate list of items needing a person's decision.

  GeminiGrammarlyClaude
• Renames, removals and updates
  Map old web addresses to replacement pages

  A draft old-to-new address table with missing destinations, conflicting mappings and loops flagged.

  GeminiGemini NotebookLanguageToolClaude
• Features and user text
  Write empty-screen messages for a small app

  Draft empty-screen messages for first use, no search results and cleared lists, each matched to supplied real features.

  GeminiChatGPTGrammarlyClaude
• Alert and system reviews
  Prepare mail filter rules from sample messages

  A proposed rule table with conditions, destinations and examples that might be misfiled.

  GeminiGemini NotebookGrammarlyClaude
• Alert and system reviews
  Review app permissions against features used

  A permission-to-feature table with uncertain links and documentation questions.

  GeminiGemini NotebookGrammarlyClaude
• Test plans
  Draft tests for editing notes without internet

  A manual test sheet covering saved edits, reconnecting, conflicts and user messages, with unknown expected behaviour marked as questions.

  Claude
• Explain and review code and settings
  Prepare a text search pattern for reference codes

  A review-only draft search pattern with annotated fake matches, non-matches and limitations.

  ClaudeGemini
• Explain an error
  Explain storage use from folder size totals

  A recorded size summary with explicit unit conversions and folders to inspect manually.

  VizlyClaude
• Releases, backups and rollbacks
  Plan a database recovery rehearsal

  A review-only rehearsal checklist with prerequisites, comparison checks and stop conditions.

  Claude
• Accessibility and phone screens
  Plan a short website usability session

  A session guide with neutral tasks, observation prompts and a closing discussion.

  ClaudeChatGPTGrammarly
• Accessibility and phone screens
  Create a neutral sorting exercise for website menu labels

  Page-name cards, participant instructions and a blank grouping record.

  ClaudeChatGPTLanguageTool
• Accessibility and phone screens
  Plan a simple phone menu for a small service desk

  A draft menu tree with short labels, a repeat option and an approved human route.

  ChatGPTGeminiClaudeGrammarly
• Test plans
  Prepare a test checklist for a self-driving vehicle simulation

  A simulation test checklist and a blank results log, signed off as a simulation plan by a safety engineer. No test is run, no result is produced and nothing is approved here.

  ClaudeGeminiGitHub Copilot
• Alert and system reviews
  Prepare an incident review from security alerts and system logs

  A draft event timeline, alert-to-log links, contradictory observations and questions for the security incident reviewer. It is not a detection or response service.

  ChatGPTClaudeGemini
• Alert and system reviews
  Prepare a network alert review from traffic logs and approved rules

  A draft flow-to-rule review table, exception notes and unanswered questions for a network security reviewer. No traffic is monitored or blocked.

  ChatGPTClaudeGemini
• Alert and system reviews
  Map spoken business questions to approved dashboard measures

  A draft question-to-measure map with filter and date-window questions, unanswerable requests and human-approved rephrasings. No dashboard numbers or audio transcription are produced.

  ChatGPTClaudeGemini
• Explain an error
  Explain a stack trace in plain words

  A plain-words explanation of one supplied stack trace, naming its actual frames, with the likely fault area marked and every uncertain point listed as unknown.

  ClaudeMistral VibeQuillBot
• Test plans
  Write a test list for a date formatting function

  A checked table of test cases for the supplied function: input, expected result exactly as the supplied rules state, category, and a flag on anything still unconfirmed.

  ChatGPTClaudeGemini
• Renames, removals and updates
  Plan a safe rename across a small codebase

  A rename plan document: the old and new name, an occurrence inventory complete relative to the supplied search results, an ordered change list, verification steps for later, and a rollback note.

  ChatGPTGitHub CopilotLanguageTool
• Bug reports and issues
  Draft a bug report from a vague user complaint

  A structured bug report draft with confirmed facts separated from unconfirmed assumptions, plus a list of follow-up questions for the reporter.

  ChatGPTClaudeGrammarly
• Version control
  Prepare a checklist for reviewing a pull request

  A review checklist tailored to the supplied pull request, grouped by area, with each item checkable and each uncertain item flagged.

  DeepL WriteGeminiGitHub Copilot
• Releases, backups and rollbacks
  Plan a data backup for a small web app

  A backup plan document: what data is covered, how copies are made and where they live, schedule and retention, a restore-test routine for later, and open decisions listed.

  ChatGPTClaudeLanguageTool
• Explain and review code and settings
  Explain what a config file setting does

  A plain-words explanation of each supplied setting: what it controls as far as supplied evidence shows, the current value as written, and every uncertain point marked unknown.

  GeminiGrammarlyMistral Vibe
• Docs and notes
  Draft a README for a small tool

  A README draft with purpose, requirements, install, usage, configuration and license sections as applicable, with every unchecked command or fact marked as a placeholder.

  ChatGPTGemini NotebookQuillBot
• Renames, removals and updates
  Plan a database column rename with a way back

  A migration plan document: current usage inventory from supplied searches, ordered stages, a supported proposed rollback or held recovery limitation for each stage, verification objectives for later (query syntax only if already supplied), and open decisions listed.

  ClaudeDeepL WriteMistral Vibe
• Test plans
  Prepare a list of edge cases for a form field

  A categorized edge-case list for the supplied field: category, example input, expected handling as the person's decision or supplied rule, and flags on undecided cases.

  ChatGPTGeminiLanguageTool
• Explain and review code and settings
  Explain the difference between two library versions

  A comparison summary built only from supplied release material: changes grouped by type, likely impact on the person's own usage marked, and everything not covered by supplied material listed as unknown.

  ClaudeGemini NotebookQuillBot
• Renames, removals and updates
  Plan a log message cleanup

  A cleanup plan document: an inventory approach for existing log lines, a draft level and wording policy as the person's decision, a privacy review step, an ordered work list, and checks for later.

  ChatGPTLanguageToolMistral Vibe
• Version control
  Draft a commit message set for a large change

  A draft set of commit messages, one per logical part of the supplied change, following the person's supplied conventions, with uncertain groupings flagged.

  ClaudeGeminiQuillBot
• Slow pages and queries
  Prepare a performance check plan for a slow page

  A measurement plan document: what to measure and in what order, how to record a baseline, a list of possible explanations clearly labelled as possible explanations, and decision points for what result leads where.

  ChatGPTDeepL WriteMistral Vibe
• Renames, removals and updates
  Plan removing unused code with checks

  A removal plan document: candidate unused code with the evidence for each candidate, a verification step per candidate, an ordered removal list, and rollback notes.

  DeepL WriteGeminiGemini Notebook
• Explain an error
  Explain an error message from a build tool

  A plain-words explanation of one supplied build error: what the message itself states, which part of the build it came from, likely areas to inspect labelled as possibilities, and unknowns listed.

  ClaudeDeepL WriteJetBrains AI (AI Assistant + Junie)
• Docs and notes
  Draft a changelog entry from merged changes

  A changelog entry draft built from the supplied list of merged changes, grouped by change type, written for readers, with unclear items flagged.

  Gemini NotebookMistral VibeQuillBot
• Renames, removals and updates
  Prepare a plan for updating a dependency safely

  An update plan document: current and target versions as recorded by the person, breaking-change findings from supplied release material, a verification routine for later, a rollback step, and open questions.

  Amazon Q DeveloperGemini NotebookLanguageTool
• Test plans
  Plan a manual test script for a login flow

  A step-by-step manual test script: numbered steps with actions and expected results, covering success, failure and edge cases, using only test accounts, with undecided expectations flagged.

  ChatGPTClaudeGrammarly
• Explain and review code and settings
  Explain a regular expression line by line

  A token-by-token explanation of one supplied regular expression: what each part does as far as the person has checked, fictional example strings with labelled predicted outcomes or prior observed outcomes, and every unchecked reading marked.

  ChatGPTDeepL WriteMistral Vibe
• Bug reports and issues
  Draft an issue template for a small project

  An issue template draft: sections with prompts and example placeholders, matched to the project's supplied needs, with optional fields marked.

  ClaudeGrammarlyMistral Vibe
• Renames, removals and updates
  Prepare a plan for moving settings to environment variables

  A migration plan document: an inventory of settings by name only (secret values never recorded), a per-setting decision (moves, stays, needs decision), an ordered migration sequence, verification steps for later, and rollback notes.

  ChatGPTGeminiLanguageTool
• Docs and notes
  Plan a code walkthrough for a new teammate

  A walkthrough plan document: session outline with timings as the person's decisions, a module map based on the real repository, practical checkpoints, a glossary of project terms, and open questions.

  CursorGitHub CopilotQuillBot
• Explain and review code and settings
  Explain how a cron schedule runs

  A plain-words reading of each supplied cron line: when it runs in words, with timezone and system caveats the person must verify marked, and every uncertain reading flagged.

  Amazon Q DeveloperDeepL WriteGemini Notebook
• Releases, backups and rollbacks
  Draft a checklist for a safe release to a small user group

  A release checklist draft: pre-release checks, staged rollout steps, monitoring points, rollback triggers as the person's own decisions, and a communication draft section, with every unchecked item flagged.

  ChatGPTJetBrains AI (AI Assistant + Junie)Kiro
• Test plans
  Prepare a sample data set for testing without personal data

  A clearly fictional sample-data specification and small literal dataset with schema, edge cases and expected validation checks, containing no copied personal records.

  ClaudeGeminiMistral Vibe
• Renames, removals and updates
  Plan a way to split a long function

  A proposed decomposition of one supplied long function with responsibility map, interface contracts and an unrun regression-test checklist.

  ChatGPTClaudeJetBrains AI (AI Assistant + Junie)
• Slow pages and queries
  Explain a slow database query in plain words

  A plain-language explanation of a supplied slow-query report, separating observed evidence, possible explanations and later diagnostic questions.

  Amazon Q DeveloperChatGPTMistral Vibe
• Releases, backups and rollbacks
  Draft a rollback note for a failed update

  A rollback-note draft for a failed update with source-bound state, decision gates, human-approved recovery references and blank later-validation fields and source-bound observed-status fields.

  ClaudeKiroMistral Vibe
• Test plans
  Prepare a test plan for a mobile screen size change

  An unexecuted test plan for a mobile screen-size change with viewport matrix, expected-layout source fields and blank results.

  ChatGPTClaudeMistral Vibe
• Accessibility and phone screens
  Plan an accessibility check for a web page

  A desk-prepared web accessibility review plan with source-linked criteria, method notes and blank findings.

  ChatGPTClaudeGemini
• Explain an error
  Explain what an HTTP status code means for a user

  A user-oriented explanation of one supplied HTTP status observation with protocol meaning separated from product impact and safe next-step draft.

  ClaudeGeminiGemini Notebook
• Docs and notes
  Draft a short design note for a new feature

  A concise feature design-note draft with problem, options, interface/data impacts, open decisions and unrun acceptance checks.

  ChatGPTGeminiMistral Vibe
• Renames, removals and updates
  Prepare a list of risks before deleting old files

  A deletion-risk review worksheet with existing inventory, preservation/authority questions and a non-executed decision register.

  ClaudeGemini NotebookLanguageTool
• Explain and review code and settings
  Plan a spreadsheet macro review

  A read-only spreadsheet-macro review plan with code/source inventory, risk questions and blank later-check results.

  ChatGPTClaudeMistral Vibe
• Version control
  Explain a merge conflict and choose a safe fix

  A merge-conflict explanation and human-choice resolution proposal with preserved alternatives and an unrun validation checklist.

  ChatGPTGitHub CopilotMistral Vibe
• Docs and notes
  Draft a checklist for handing over a repository

  A repository-handover checklist draft with source index, responsibility/permission questions and blank recipient-acceptance fields.

  ChatGPTGemini NotebookGrammarly
• Features and user text
  Prepare a plan for adding a simple search box

  A simple-search feature proposal with source-bound query rules, UI/data/privacy design and unrun acceptance cases.

  ChatGPTClaudeMistral Vibe
• Releases, backups and rollbacks
  Plan a safe way to share a log file with support

  A private log-sharing preparation plan with minimum-data/redaction checklist, recipient verification questions and an unsent handoff note.

  ChatGPTGemini NotebookLanguageTool
• Explain an error
  Explain a pipeline failure from its output

  A pipeline-failure explanation based on supplied output with evidence timeline, cause possible explanations and later checks.

  ClaudeGitHub CopilotQuillBot
• Features and user text
  Draft user-facing text for an error screen

  User-facing error-screen copy draft with state-specific message, authorised action labels and preserved placeholders.

  ClaudeGrammarlyMistral Vibe