Agent &amp; bot templates

API Retry, Timeout and Rate-Limit Designer

Designs safe retry, timeout and rate-limit behavior for API clients, covering idempotency, backoff with jitter and what must never be retried.

8 min read+ script

Assumption Auditor

Pulls out the hidden assumptions behind a plan or belief, rates the risk if each is wrong and proposes cheap tests to check them.

4 min read

Bash Script Hardener

Hardens a Bash script by checking quoting, set -euo pipefail pitfalls, dangerous rm -rf variables, traps and portability, and explains each fix.

8 min read+ script

Broken Link and Link-Rot Auditor

Interprets link-check results, sorts broken, redirected and slow links by importance, and proposes a fix for each, without crawling anything itself.

8 min read+ script

Careful Code Reviewer

Reviews a code change for bugs, security issues and clarity, reporting only findings it can justify, with severity and a suggested fix.

3 min read

Chain-of-Verification Fact Checker

Drafts an answer, writes verification questions, answers them independently of the draft, then revises so errors do not get repeated.

4 min read

Change Request Reviewer

Reviews an IT change request for clarity, risk, testing, rollback and timing, and returns questions the approver should ask before saying yes.

3 min read

BuilderChatGPTMembers

ChatGPT Data Analysis Walkthrough with Assumptions Log

Analyzes an uploaded spreadsheet step by step, shows the method for each result and keeps a running log of every assumption and data problem.

4 min read

StarterChatGPTMembers

ChatGPT Intake and Routing Agent

A custom-GPT style front door that asks the right questions, decides where a request should go and hands over a clean summary without promising anything.

3 min read

BuilderClaudeMembers

Claude Contract and Policy Comparer with Quoted Citations

Compares two long documents clause by clause and backs every difference with a short quoted passage from each, flagging what it could not find.

4 min read

StarterClaudeMembers

Claude Knowledge-Base Answerer That Refuses to Guess

A project-style agent that answers only from your uploaded documents, cites the source passage and says "not in the documents" when it cannot find an answer.

3 min read

Concurrency and Race-Condition Hunter

Reviews code that runs in parallel for races, deadlocks, lost updates and unsafe shared state, and proposes interleavings and stress tests that expose them.

5 min read

Config and Infrastructure Drift Auditor

Explains differences between a baseline config and a live one, separates intended change from risky drift, and ranks what to fix or record.

7 min read+ script

Config Reviewer for Dockerfile, CI Pipeline and Nginx

Reviews a Dockerfile, CI pipeline or nginx configuration for security and reliability problems and reports ranked findings with safe fixes.

6 min read

Content Cannibalization Checker

Finds pages competing for the same search query, names the page that should win, and recommends one fix such as merge, re-target or internal links.

6 min read+ script

StarterMicrosoft CopilotMembers

Content Decay Auditor

Finds pages whose traffic slid or whose facts, dates, versions and links went stale, and gives a refresh, rewrite, merge, redirect or retire verdict for each.

7 min read+ script

Copilot Excel and Outlook Assistant That Shows Its Logic

Helps with spreadsheet formulas and email drafts, and always shows the exact formula or the reasoning behind the draft so you can check it.

4 min read

Cron and Scheduler Explainer

Explains cron and other schedules in plain words, lists real run times, and warns about day-field, time zone, DST and overlapping-run traps.

9 min read+ script

Customer Reply Drafter

Drafts clear, empathetic replies to customer messages using your policies, never promising refunds or fixes you have not approved.

3 min read

Customer Support Triage Bot

Classifies incoming support messages by topic and urgency, drafts a suggested reply, and escalates sensitive cases to a human.

4 min read

Date, Time and Time-Zone Logic Checker

Checks code or formulas that handle dates and times for DST, leap year, week numbering, month-end, boundary and time-zone mistakes, with a concrete edge-case list.

5 min read

Decay Audit Planner

Looks at a site, wiki or codebase, picks which decay audits to run first, and builds a realistic 30-day schedule with owners and stop points.

5 min read

Decision Journal Coach

Helps you record a decision, the options and your prediction with a review date, then later checks how well your judgement matched reality.

5 min read

DeepSeek Code Debugger with Explicit Reasoning

Debugs a failing script by stating hypotheses, tracing the code against the error, and proposing the smallest fix with a way to prove it.

4 min read

StarterDeepSeekMembers

DeepSeek Data-Handling Gatekeeper

A pre-paste checker that scans text for sensitive data and says block, mask or allow before you send it to any hosted AI service.

4 min read

DeepSeek Local-Model Short-Prompt Coder

A compact coding assistant prompt for open-weight models run locally, built for small context and short answers with one task at a time.

3 min read

DeepSeek Reasoning Code Review Bot

A small Python command-line bot that sends one source file to the DeepSeek chat API in reasoning mode and prints a prioritized code review.

6 min read+ script

DeepSeek Step-by-Step Math and Logic Checker

Checks a calculation or argument one step at a time, recomputes each step independently and reports the first step that fails.

4 min read

Depth Auditor

Scores how completely a document, plan or answer covers its topic against the reader's real intent, and lists the missing subtopics, evidence and examples.

5 min read

StarterMicrosoft CopilotMembers

Documentation vs Code Drift Auditor

Finds docs that mention files, commands, functions or options that no longer exist, and ranks what to fix or delete first.

7 min read+ script

BuilderClaudeMembers

Documentation Writer from Code

Reads code and writes accurate README, usage and API documentation, flagging anything it cannot confirm from the code itself.

4 min read

Email Drafter in My Voice

Drafts replies and new emails that sound like you, using your own writing samples, and leaves every send decision to you.

3 min read

Evidence Grader

Rates sources and claims from A to D, flags circular sourcing and missing counter-evidence, and shows how strong a conclusion really is.

5 min read

Executive Brief Distiller

Turns long material into a one-page decision brief that passes a so-what test and states plainly what is not known.

5 min read

First-Principles Decomposer

Breaks a hard problem into its basic facts and constraints, separates them from habits and convention, and rebuilds options from the ground up.

5 min read

Five Whys and Fishbone Root-Cause Investigator

Combines Five Whys with a fishbone map to find real root causes, with guards that stop it settling on blame or a symptom.

4 min read

StarterGeminiMembers

Gemini Screenshot and Diagram Troubleshooter

Reads an error screenshot or network diagram, says what it can and cannot see, and gives an ordered list of safe checks for IT troubleshooting.

4 min read

BuilderGrokMembers

Grok Live Briefing Bot Starter

A small Python command-line bot that asks Grok for a briefing on a changing topic and prints confirmed, unconfirmed and not-found items.

9 min read+ script

BuilderGrokMembers

Grok Live-Topic Briefing Analyst

Briefs you on a fast-moving topic, separating what Grok could look up from what it could not, with a source and as-of time on every claim.

5 min read

BuilderGrokMembers

Grok Rumor-vs-Source Triage

Takes a claim you saw online, traces it toward primary sources, and rates how well it is supported without pretending to certainty.

4 min read

ProGrokMembers

Grok Sentiment and Narrative Mapper

Maps the main narratives about a topic and separates what is loud from what is widespread, with honest limits on what it could see.

4 min read

StarterGrokMembers

Grok Thread-to-Brief Summarizer

Turns a long social or forum thread into a short brief, with a neutrality check that flags missing views and unsupported claims.

4 min read

Helpdesk Knowledge-Base Decay Auditor

Finds support articles that no longer match the product, ranks them by votes, age and traffic, and says whether to update, merge or retire each.

7 min read+ script

Incident Post-Mortem Writer

Turns incident notes and chat timelines into a blameless post-mortem with impact, timeline, root cause and action items.

3 min read

StarterChatGPTMembers

Interview Coach

Runs a realistic mock interview for a role you choose, gives specific feedback on each answer and helps you build stronger stories.

3 min read

IT Helpdesk Ticket Triager

Reads a raw IT support ticket, sets category and priority, lists missing details and suggests first-response steps for a human technician.

4 min read

Logic and Bias Checker

Finds logical fallacies and thinking biases in an argument or decision, explains each in plain English and shows how to fix the reasoning.

4 min read

Master Code Verifier

Verifies a function or script in several passes, from spec to edge cases to security, and only gives a verdict backed by evidence and runnable test cases.

7 min read+ script

Meeting Notes Summarizer

Turns a raw transcript or messy notes into a short summary, decisions and an owner-by-owner action list, without inventing anything.

3 min read

StarterMistralMembers

Mistral Concise Code Explainer

Explains a snippet or script in a short fixed format - purpose, step list, risks, and one thing to check - without rewriting your code.

3 min read

Mistral Document Processing Checklist for Data-Location Questions

Walks you through a data-handling checklist before you process documents with Mistral, and only treats vendor claims as confirmed when you paste the official page.

4 min read

Mistral JSON Extraction Bot

A small Python command-line bot that sends text to the Mistral chat API and prints validated JSON, retrying once if the reply is not valid.

7 min read+ script

Mistral Multilingual Translator with Terminology Control

Translates business or IT text between languages while locking in your glossary terms, keeping tone, and flagging anything it had to guess.

4 min read

Mistral Structured Data Extractor with JSON Schema Discipline

Pulls named fields out of messy text into strict JSON that matches a schema you define, using null instead of guesses.

4 min read

Money and Rounding Verifier

Audits code or documents that compute prices, discounts, tax and totals for float errors, rounding mode mistakes and totals that do not tie out.

8 min read+ script

Network Troubleshooting Coach

Guides a user through network problems one safe step at a time, from physical checks to DNS, and helps decide when to escalate.

4 min read

OODA Loop Troubleshooter

Works each problem through Observe, Orient, Decide, Act, and loops until the cause is confirmed or ruled out, with one written record per issue.

5 min read

Performance Bottleneck Finder

Guides you to measure first, profile, find the real bottleneck and rank fixes by expected win versus risk, instead of guessing at micro-optimizations.

5 min read

ProPerplexityMembers

Perplexity Citation Auditor

Checks whether each cited source actually supports the sentence it is attached to, and rates every citation supported, partial or unsupported.

4 min read

Perplexity Cited Answer Bot Starter

A small Python command-line bot that asks Perplexity's Agent API for a cited answer and prints the search results it returned.

8 min read+ script

Perplexity Cited Literature Scout

Builds a short, source-checked reading list on a topic, preferring primary and peer-reviewed sources, and flags weak or missing support.

4 min read

Perplexity Competitive Landscape Brief

Builds a cited map of players in a market, what each says it does, and where claims are unverified, using primary sources first.

4 min read

Perplexity Vendor and Product Comparison Researcher

Compares products or vendors using official documentation first, with every claim cited and every unverified item listed.

4 min read

StarterGeminiMembers

Personal Study Tutor

Teaches a topic by asking you questions, explaining gaps simply and quizzing you, rather than just handing over answers.

3 min read

StarterLlamaMembers

Phishing Email Analyzer

Helps staff judge a suspicious email by walking through sender, links, urgency and attachments, then says what to do. Defensive use only.

4 min read

PowerShell and Bash Script Reviewer

Reviews admin scripts for safety, error handling and portability, flags risky commands and suggests dry-run and logging improvements.

4 min read

PowerShell Script Hardener

Reviews a PowerShell script for strict mode, error handling, WhatIf support, idempotence, injection and credential problems, and returns a hardened version.

7 min read+ script

Pre-Mortem Analyst

Assumes your plan has already failed, lists why, ranks the causes and turns the top ones into mitigations and early-warning signs.

4 min read

BuilderChatGPTMembers

Project Planner and Risk Register

Turns a project idea into scope, milestones, a task breakdown and a risk register with owners and mitigations, flagging assumptions to confirm.

3 min read

Prompt and Agent Library Decay Auditor

Finds saved prompts and agents that quietly stopped working after a model or policy change, using a re-test protocol and regression cases.

7 min read+ script

ProClaudeMembers

Proposal and Statement of Work Writer

Turns discovery notes into a clear proposal or statement of work with scope, deliverables, assumptions and exclusions, ready for human review.

4 min read

Red Team Devil's Advocate

Steelmans your plan, then attacks it from several angles, rating each weakness by severity with a proposed fix.

4 min read

Regex Builder and Tester

Builds a regular expression from examples, refuses patterns that can backtrack catastrophically, and proves it with should-match and should-not-match lists.

6 min read+ script

Research Assistant with Citations

Answers research questions using supplied or searched sources, cites each claim, flags disagreement and states what it could not verify.

3 min read

BuilderClaudeMembers

Runbook Builder

Converts messy admin notes or a described procedure into a clear step-by-step runbook with prerequisites, verification and rollback.

3 min read

Sales Call Summarizer

Turns a sales call transcript into a summary with needs, objections, commitments, next steps and a follow-up email draft.

3 min read

Security Alert Explainer

Explains a security alert in plain English, rates how worried to be, and lists defensive checks and who to escalate to. No offensive guidance.

4 min read

Self-Critique and Validation Checker

Re-checks every number, quote, name and claim in a draft against your sources, labels the unsupported ones and tests each conclusion against alternatives.

4 min read

Socratic Tutor

Teaches a topic by asking the right questions, adapting to your level, and giving direct answers only when you ask for them.

5 min read

StarterMicrosoft CopilotMembers

Software Inventory Decay Auditor

Reviews a software inventory for outdated, unsupported or end-of-life programs and ranks what to update, replace or remove first.

7 min read+ script

Spreadsheet Analyst

Helps you understand a spreadsheet: cleans messy columns, suggests formulas and pivots, spots outliers and explains findings in plain language.

3 min read

Spreadsheet Formula Debugger

Finds why an Excel or Google Sheets formula returns the wrong value or an error, explains the cause step by step and gives a corrected formula with test cells.

5 min read

SQL Query Helper

Writes, explains and checks SQL queries from a plain-English request and your table layout, defaulting to read-only queries and flagging risk.

4 min read

SQL Verifier

Checks a SQL query for NULL traps, join fan-out, window function mistakes, grouping errors and poor index use, and proves its claims with small test data.

5 min read

BuilderLlamaMembers

Sysadmin Log Analyzer

Reads pasted log excerpts, groups the errors, builds a timeline and ranks likely causes with the next read-only checks to run.

4 min read