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AI for Founders & non-technical builders

Build and run a product without an engineering team: Claude Code in plain language, AI app builders, automation, and which Claude plan to pay for.

Start here

Read these in order — each one assumes the last.

  1. 01GuideClaude Code for Non-Developers and Founders: The Complete 2026 GuideClaude Code explained for founders and non-developers: what it is, when to use it over claude.ai or Cowork, how permissions and CLAUDE.md work, and first tasks.
  2. 02GuideClaude for Founders: Which Claude Product for Which JobSix Claude surfaces, one subscription. Which one a founder opens for decks, research, file automation, an MVP build, spreadsheet models, and browser tasks.
  3. 03GuideBuild an MVP with Claude Code: Idea to Deployed App in a WeekendStep-by-step: spec, stack, scaffold, test, add Supabase auth and data, deploy to Vercel or Replit, and what to check before you share your Claude Code MVP.
  4. 04GuideThe Best AI Tools for Founders in 202623 AI tools founders use in 2026, sorted into assistants, app builders, agents, decks and docs, and building, with pricing model, best-for, and a verdict each.
  5. 05GuideWhich Claude Plan (and Model) Should a Founder Pay For?Pro, Max 5x, Max 20x, Team, or API credits: which Claude plan fits a solo founder, an MVP build, Cowork-driven ops, or a small team, and which model to pick.

Guides41

Tutorials and deep-dives

All guides

Claude Free vs Pro vs Max vs Team (2026): Which Plan Unlocks What

Every Claude plan compared as of September 2026: prices, usage tiers, and which plan unlocks Claude Code, Cowork, Design, Excel, Chrome, projects, and models.

7m read· Sep 10, 2026· Imtiaz Rayhan

What Is Claude Cowork? The Complete Guide for Non-Developers

Claude Cowork explained for non-developers: what the desktop agent does with your files and apps, how it differs from chat and Claude Code, plans, and safety.

8m read· Sep 10, 2026· Imtiaz Rayhan

Best AI App Builders in 2026: v0 vs Lovable vs Bolt vs Replit

Seven AI app builders compared for 2026 — v0, Lovable, Bolt, Replit Agent, Base44, Emergent, and Rork — with a verdict, a pricing model, and a best-for each.

7m read· Jun 11, 2026· Imtiaz Rayhan

How to Test AI-Generated Code

AI writes the code; tests decide whether to trust it. The verification stack for agent-written changes — contracts, generated tests, and the review that's left.

3m read· Jun 11, 2026· Imtiaz Rayhan

Vibe Coding in 2026: What It Is, When It Works, When It Bites

An honest guide to vibe coding — where prompt-and-accept development genuinely pays, where it accumulates risk, and the guardrails that make it professional.

3m read· Jun 11, 2026· Imtiaz Rayhan

What Is Claude Code?

A grounded explanation of Claude Code: an agentic command-line coding tool that reads files, runs commands, and works in a loop toward a goal.

9m read· Jun 3, 2026· Imtiaz Rayhan

AI Literature Review Workflow: Screen, Extract, and Verify

Use AI for a literature review with explicit eligibility criteria, study-level evidence tables, source locations, and checks for missing or conflicting data.

7m read· Oct 6, 2026

AI Meeting Notes: Turn Transcripts into Decisions and Action Items

Use AI to turn a meeting transcript into clear minutes, with evidence for decisions, confirmed owners, unresolved questions, and a reviewable action list.

8m read· Oct 6, 2026· Imtiaz Rayhan

Analyze Customer Feedback with AI: Themes You Can Check

Analyze customer feedback with AI using a source register, a reviewed codebook, distinct customer counts, and examples that preserve context.

8m read· Oct 6, 2026

ChatGPT Projects vs Claude Projects for Teams

Compare shared AI project context in ChatGPT and Claude, then build a team brief with clear instructions, source ownership, and a review process.

7m read· Oct 6, 2026· Imtiaz Rayhan

Create an AI Presentation from a Report: A Reviewable Workflow

Turn a business report into an AI-assisted presentation with a claim-to-slide map, source checks, speaker notes, and a finished-deck review.

8m read· Oct 6, 2026· Imtiaz Rayhan

Create an AI Project Handoff Another Teammate Can Use

Create a project handoff with AI that preserves source files, current decisions, open questions, owners, and an acceptance check for the next teammate.

8m read· Oct 6, 2026

How to Research Documents with AI and Verify Citations

Turn a set of documents into a defensible AI research brief with a source register, conflict table, citation checks, and clear unanswered questions.

8m read· Oct 6, 2026· Imtiaz Rayhan

How to Summarize an Email Thread with AI and Draft a Reply

Use AI to reconstruct a long email thread, distinguish current decisions from old requests, identify open questions, and draft a reply for review.

8m read· Oct 6, 2026· Imtiaz Rayhan

Microsoft 365 Copilot vs ChatGPT for Work

Compare Microsoft 365 Copilot and ChatGPT for workplace tasks by source access, app context, deliverables, and a practical team pilot.

8m read· Oct 6, 2026· Imtiaz Rayhan

Build an AI Customer Support Answer Library You Can Check

Build an AI support answer library with source-backed answer cards, eligibility limits, escalation rules, and checked customer-question test cases.

5m read· Oct 5, 2026

Create an AI Explanatory Diagram from Approved Text

Choose a diagram that preserves the relationships in approved text, then inspect labels, arrows and the exported visual before reuse.

5m read· Oct 3, 2026

Prepare a Vendor Contract Review Packet with AI

Prepare a vendor contract review packet with AI that preserves clause evidence, conditions, obligation dates, missing documents, and reviewer questions.

5m read· Oct 2, 2026

Build an RFP Compliance Matrix with AI and Evidence

Build an RFP compliance matrix with AI that maps every requirement to source text, approved evidence, response locations, owners, and unresolved gaps.

5m read· Sep 29, 2026

Build a Source-Grounded AI Mind Map

Turn a bounded document set into a reviewed concept hierarchy with evidence for each branch and visible unresolved relationships.

5m read· Sep 19, 2026

How to Update Claude Code (and Fix Update Errors)

Update Claude Code for every install method: claude update vs npm install -g, auto-update channels, pinning a version, and fixes for common update errors.

9m read· Sep 11, 2026· Imtiaz Rayhan

Anthropic's Knowledge-Work Plugins: Every Role Plugin, Explained

Every Anthropic knowledge-work plugin for Claude Cowork and Claude Code cataloged: what each role plugin bundles, the install commands, and how to fork one.

8m read· Sep 10, 2026· Imtiaz Rayhan

Automating Startup Ops Without Engineers: Cowork, n8n, Zapier Agents, Lindy

Four ways to automate startup ops without an engineer: Claude Cowork, n8n, Zapier Agents, and Lindy compared, with a worked example each and the approval step.

8m read· Sep 10, 2026· Imtiaz Rayhan

Base44 vs Lovable: Which AI App Builder for Non-Technical Founders?

Base44 vs Lovable for non-technical founders: Base44's all-in-one managed backend and hosting versus Lovable's Supabase stack with GitHub sync. Verdict first.

5m read· Sep 10, 2026· Imtiaz Rayhan

Claude Skills for Founders: 5 to Upload Today

Five Claude skills built for founders (PRD, MVP scope, interview synthesis, competitor teardown, investor update), how to upload them, and a prompt for each.

6m read· Sep 10, 2026· Imtiaz Rayhan

Lovable vs Claude Code: Builder or Agent?

Lovable vs Claude Code for founders: the chat app builder that gives you a working product versus the coding agent that changes a real codebase. Verdict first.

5m read· Sep 10, 2026· Imtiaz Rayhan

Plan AI Survey Branching Before Building the Form

Turn approved survey questions and routing rules into an explicit branch table, with stable IDs and unresolved paths before an AI form builder runs.

5m read· Sep 10, 2026

When Your Lovable or Bolt App Outgrows the Builder

Signs your Lovable or Bolt app has outgrown its builder, how GitHub sync gives you a repository, and what to audit first with Claude Code: auth, secrets, RLS.

7m read· Sep 10, 2026· Imtiaz Rayhan

Create Standard Operating Procedures with AI from a Real Workflow

Create an SOP with AI from captured steps, explicit prerequisites, exception paths, and a teammate walkthrough that checks the procedure.

6m read· Aug 24, 2026

Test AI Survey Logic with Known Response Paths

Create complete response-path cases for an AI-built survey, check a local route model, then preview the actual form before collection.

5m read· Aug 19, 2026

Tools37

The AI tooling directory

All tools

Dovetail

Dovetail organizes customer research and feedback with AI transcription, project summaries, searchable evidence, and channels for recurring signals.

freemiumanalytics

Elicit

Elicit supports academic research with a Research Agent, research reports, and a structured workflow for screening papers and extracting evidence.

freemiumassistant

Glean

Glean is an enterprise AI search and assistant platform that retrieves company knowledge through configured connectors and source access controls.

enterpriseassistant

Napkin AI

Napkin AI turns imported or pasted text into editable visuals for documents and presentations, with export choices that depend on plan.

freemiumdesign

Scribe

Scribe captures on-screen workflows into editable visual guides and adds AI drafting features for titles, descriptions, and process documentation.

freemiumplatform

Miro

Evaluate Miro as a shared review surface for an approved concept hierarchy and its relationship ledger.

freemiumdesign

Typeform

Typeform builds online forms with AI-assisted questions, endings and branching rules that owners can preview and revise.

freemiumworkflow

Base44

A Wix-owned AI app builder that turns a plain-English prompt into a working web app with database, auth, and hosting built in.

freemiumapp-builder

Bubble

A full no-code platform for web and native mobile apps with its own database, visual workflow logic, and AI generation from a prompt.

freemiumapp-builder

Chatgpt

OpenAI's general-purpose AI assistant for chat, research, and finished documents, with Projects, memory, plugins, and a Work mode for multi-step tasks.

freemiumassistant

Claude

Anthropic's AI assistant app for web, desktop, and mobile, with Projects, connectors, Artifacts, skills, memory, and code execution.

freemiumassistant

Claude Cowork

Anthropic's agent for knowledge work that completes multi-step tasks in your folders, connectors, and browser, on desktop, web, and mobile.

paidassistant

Claude Design

An Anthropic Labs tool for making prototypes, decks, and one-pagers with Claude, using your design system, with PPTX, PDF, HTML, and Canva export.

paiddesign

Claude For Chrome

Anthropic's Chrome extension that lets Claude read pages, click, fill forms, and run tasks in your signed-in browser, with site permissions and action checks.

paidextension

Claude For Excel

Anthropic's Excel add-in that explains, edits, debugs, and builds spreadsheet models in place, with cell-level citations, on paid Claude plans.

paidextension

Emergent

An agentic AI app builder that plans, codes, tests, and deploys full-stack web apps and Expo mobile apps from a chat prompt.

freemiumapp-builder

Gamma

An AI design partner that turns a prompt or a document into presentations, docs, websites, and social posts, with an Agent for edits and a credits-based plan.

freemiummarketing

Gemini

Google's Gemini app, a general-purpose AI assistant with Deep Research, Gems, Canvas, and direct integration into Gmail, Docs, Sheets, and Workspace.

freemiumassistant

Glide

A no-code platform that turns spreadsheets and databases into mobile and desktop business apps, with an AI Agent that starts the build for you.

freemiumapp-builder

Lindy

An AI teammate that lives in Slack, joins your meetings, and runs scheduled routines and reusable skills across 1,000+ tools with approvals.

paidautomation

Microsoft Copilot

Microsoft's work assistant inside Word, Excel, PowerPoint, Outlook, and Teams, grounded in your company's Microsoft 365 data, with Researcher and Analyst.

paidassistant

Notebooklm

Google's source-grounded research notebook, renamed from NotebookLM in July 2026, that answers only from your uploaded sources and turns them into media.

freemiumassistant

Perplexity

An AI answer engine that cites its sources on every response, with a Research mode for long reports, Projects for shared context, and the Comet browser.

freemiumassistant

Rork

An AI mobile app builder that turns a chat prompt into native iPhone (Swift), Android (Kotlin), and web apps you can publish to the App Store.

freemiumapp-builder

Softr

A no-code builder for client portals and internal tools on top of Airtable, Google Sheets, or its own database, now with AI app generation.

freemiumapp-builder

Zapier Agents

Zapier's no-code AI agents that take plain-English instructions and act across 9,000+ apps on a schedule, on app events, or on demand.

freemiumautomation

Workable

Workable combines recruiting and HR software with AI drafting tools, configurable interview kits, shared rating scales, and candidate feedback records.

paidplatform

Intercom Fin

Fin by Intercom is an AI customer agent with support-content training, guidance, pre-deployment batch testing, and configured human handover workflows.

paidplatform

Spellbook

Spellbook supports legal contract work with AI questions, source references, Microsoft Word review suggestions, and reusable contract-review instructions.

paidplatform

Loopio

Loopio is an RFP response platform with a reusable answer library, AI-assisted response drafting, project collaboration, and source-scoped generation controls.

paidsales

Glossary19

AI terms, defined precisely

All glossary

Data Lineage

Data lineage records where data comes from, how it changes, and where it is used, helping teams trace an AI output back through its inputs.

Evidence Synthesis

Evidence synthesis brings findings from multiple studies together to answer a research question while retaining differences, limitations, and uncertainty.

Thematic Analysis

Thematic analysis interprets patterns of meaning in qualitative data, such as interview transcripts, open survey answers, and customer feedback.

Structured Interview

A structured interview uses predetermined job-related questions and shared evaluation standards so interviewers collect comparable evidence from candidates.

Ticket Deflection

Ticket deflection means helping a customer find an answer through self-service before they submit a support ticket or need a human support queue.

Process Capture

Process capture records how a task is actually performed, preserving observed actions and context as input to a reviewed procedure or training guide.

AI App Builder

An AI app builder is a tool that generates a working application from a natural-language description, usually with hosting and a backend included.

AI Connectors

AI connectors are the integrations that let an assistant like Claude read and act in tools such as Google Drive, Slack, and Notion; in Claude, MCP servers.

AI Workflow Automation

AI workflow automation is connecting apps so tasks run on triggers, with an AI model handling the judgment steps a fixed rule cannot express.

AI Wrapper

An AI wrapper is a product whose core function is a prompt and interface around a third-party model API, such as Claude or GPT, rather than its own model.

Claude Cowork

Claude Cowork is the agentic mode of Anthropic's Claude app that completes multi-step knowledge-work tasks in your files, connectors, and browser.

Claude Plugins

Claude Plugins are installable bundles of skills, slash commands, sub-agents, and MCP connectors that set up Claude Code or Claude Cowork for a role or team.

No-Code AI

No-code AI is building software or automations that use AI models through visual tools and prompts, without writing or maintaining code.

Skip Logic

Skip logic routes a respondent to different survey questions or endings based on answers or other stated conditions.

Contract Abstraction

Contract abstraction extracts selected parties, dates, obligations, and terms from an agreement into a structured summary that retains source references.

Compliance Matrix

An RFP compliance matrix maps each buyer requirement to its source, response location, evidence, owner, and reviewed status throughout a proposal.

AI Agent

An AI agent is an LLM-driven system that pursues a goal in a loop — calling tools, observing results, iterating — instead of returning one answer.

Hallucination

A hallucination is fluent, confident output that is factually wrong or fabricated — plausible text unsupported by any source, the signature LLM failure mode.

Vibe Coding

Vibe coding is building software by describing intent in natural language and letting an AI agent write the code, judging results by behavior.

Agents9

Specialized subagents for focused work

All agents

Literature Screening Reviewer

Use this agent to audit a literature screening log against a supplied protocol and local abstracts or paper extracts: trace each eligibility judgment to criteria and source text, flag unsupported exclusions, identify unresolved eligibility, and record protocol drift. Review the log without searching the web or changing inclusion decisions.

inherit3

Project Handoff Auditor

Use this agent to review a prepared human-to-human project handoff against its local source files: find missing deliverables, unsupported completion claims, unclear ownership, stale or conflicting decisions, and questions the receiving teammate cannot resolve from the packet. Report evidence and fixes without editing the packet.

inherit3

Survey Design Reviewer

Use this agent to review a draft customer survey before collection: check leading wording, double-barreled questions, missing response options, inconsistent scales, unsupported recall periods, and whether each question can answer the stated research objective. Return an annotated review and proposed rewrites without changing the survey.

inherit3

RFP Completeness Reviewer

Review a prepared RFP submission against supplied requirements, addenda and attachment rules: find unanswered subparts, omitted documents, unproven exceptions, contradictory IDs and submission-rule gaps. Return an evidence-linked completeness review without drafting sales claims or submitting a bid.

inherit3

Interview Scorecard Reviewer

Review a draft interview scorecard against supplied job tasks: flag criteria lacking job evidence, vague behavioral anchors, inconsistent question coverage, and unsupported weights before interviews. Review the rubric only; never score, rank, infer traits about, or select candidates.

inherit3

Support Answer Auditor

Review prepared customer-support answer cards against supplied policy versions and applicability rules: flag unsupported promises, omitted eligibility conditions, contradictory answers, and missing escalation boundaries before the library is approved.

inherit3

Procedure Exception Reviewer

Review a drafted workplace SOP against captured walkthroughs and supplied exception cases: identify absent branches, unmet prerequisites, unclear stop conditions, and unsupported recovery steps without executing or editing the procedure.

inherit3

Technical Cofounder

Use this agent when a non-technical founder needs an app built by an AI app builder or coding agent reviewed for the problems that hurt founders: missing login and permission checks, secrets committed to the code, customer data visible to the wrong users, surprise cloud and API bills, vendor lock-in, no backups, and no tests. It explains each finding in plain language with a severity and the question to ask an engineer. Examples — 'look over what Lovable built before I launch', 'is this Supabase app safe for real customer data', 'what will bite me if I ship this Claude Code project'.

sonnet4

Contract Obligation Reviewer

Compare a prepared vendor-contract obligation register with supplied agreement and amendment text: flag missing qualifying language, unsupported dates or parties, unresolved cross-references, and unproven supersession. Return a source-linked review packet for qualified counsel; do not give legal conclusions or approve terms.

inherit3

Skills16

Reusable capabilities Claude loads on demand

All skills

Decision Log Reconciler

Reconcile an existing business-project decision log with supplied dated notes and change records: connect decisions to evidence, preserve explicit supersession links, separate accepted choices from proposals, and list contradictions awaiting an owner. Use when project records disagree about what was decided; do not write an architectural ADR or create meeting minutes.

v1.0.0

Feedback Codebook Designer

Design a versioned coding codebook for recurring customer-feedback classification from a supplied pilot sample: define one code per job with inclusion rules, exclusions, verbatim examples, boundary cases, and an unresolved bucket. Use before labeling support tickets or survey comments, or when a feedback taxonomy has overlapping labels; do not synthesize interviews or rank product priorities.

v1.0.0

Research Evidence Extractor

Extract a structured study evidence table from supplied paper text or readable research excerpts using a user-defined column schema: record study and source IDs, methods, population, outcomes, units, time points, source locations, and missing data. Use after papers have been selected and before synthesis; do not search for papers, decide eligibility, compute pooled effects, or draft conclusions.

v1.0.0

Survey Path Test Builder

Build a survey-paths.json test packet from approved single-choice question IDs, complete answer-to-destination rules and named endings; preserve missing routes for owner resolution.

invocablev1.0.0

Source Concept Map Builder

Build a concept-node and relationship table from supplied document passages for one focal question, preserving source locations and contested edges before an AI mind map is drawn.

invocablev1.0.0

Process to SOP

Convert supplied workplace walkthrough notes or readable process captures into one draft SOP with sourced steps, explicit inputs and outputs, observed branches, stop conditions, and an owner review queue. Use after a real process has been captured; do not invent policy or write an incident runbook.

v1.0.0

Contract Obligation Register

Extract a draft vendor-contract obligation register from supplied agreement text with parties, duties, triggers, timing wording, conditions, exceptions, cross-references and exact section evidence. Use to prepare a qualified reviewer’s packet; do not interpret enforceability, choose controlling terms, or invent deadlines.

v1.0.0

Competitor Teardown

Build a structured teardown of one competitor from the pages, screenshots, and pricing text you paste in: positioning, target customer, pricing model, a feature table with evidence, and the wedge opportunities where you could win, with every unknown flagged as something to research rather than guessed. Use when sizing up a competitor before a PRD, a pitch, or a pricing decision and you want an analysis grounded only in what they publish.

v1.0.0

Investor Update Writer

Draft a monthly investor update from the metrics and notes you paste: a three-line TL;DR, a metrics table with month-over-month deltas computed only from the numbers you supplied, wins, misses stated with their numbers, explicit asks, and a runway note. Never fills in a figure you did not give. Use when the update is due, the raw numbers are in a spreadsheet export or a scratch doc, and you want a draft that is honest about the misses.

v1.0.0

Mvp Scope Cutter

Cut a feature list or PRD down to a ruthless version one: a keep / cut / later table with a one-line reason per row, plus the single smallest thing you could build to test the riskiest assumption. Use when first-release scope keeps growing, when an AI app builder session has produced more features than you can validate, or before you commit money or engineering time to a build.

v1.0.0

Prd Writer

Turn a founder's raw idea, voice-memo transcript, or scattered bullet points into a product requirements document with a fixed section order: problem, users, jobs-to-be-done, scope, non-goals, success metrics, open questions, and risks. Use when an idea needs to be written down in a form a cofounder, contractor, or AI coding agent can build from, and it is not yet a document.

v1.0.0

User Interview Synthesizer

Synthesize one or many customer interview transcripts or call notes into themes with participant counts, verbatim representative quotes, jobs-to-be-done statements, contradictions between what people said and did, and the questions to ask next. Never invents, merges, or rewords a quote. Use after a batch of discovery calls when the notes are piling up and you need to know what people actually said before deciding what to build.

v1.0.0

Job Scorecard Builder

Draft a pre-interview job scorecard from supplied role tasks and human-selected priorities: map each criterion to task evidence, write observable three-level anchors and interview prompts, and preserve unresolved weighting choices. Use before interviewing; do not assess or rank candidates.

v1.0.0

RFP Requirement Mapper

Turn supplied RFP instructions and explicit addenda into a draft atomic compliance matrix: preserve requirement IDs and wording, split subparts visibly, map response/evidence locators, and flag missing mandatory or exception authority. Use before assembling a bid; do not write persuasive answers or invent compliance claims.

v1.0.0

Support Answer Card Builder

Draft one reusable customer-support answer card per supplied policy question, with approved source locators, applicability, required facts, concise answer wording, exclusions, and an escalation boundary. Use when turning documented policies into an answer library; do not invent policy or send replies.

v1.0.0

Human In The Loop Gate

Add a human approval checkpoint to an agent so it pauses before a risky or irreversible action (spending money, deleting data, sending messages, merging code) and resumes only after a human approves. Use when an agent acts autonomously on consequential operations.

invocablev1.0.0

Commands12

Slash commands for Claude Code

All commands

Check Evidence Table

Check a study evidence CSV against a source registry with code: validate required columns and cells, row IDs, source references, duplicate study/outcome/time-point keys, and allowed status values, then report structural errors without judging research claims.

/check-evidence-table<evidence.csv> <sources.json> [report.md]

Count Feedback

Count a single-label feedback CSV with code: validate record IDs, collapse exact duplicate rows, reject conflicting rows for one ID, and report records, distinct known respondents, missing identities, and label totals without inventing prevalence.

/count-feedback<feedback.csv> [output.md]

Snapshot Handoff

Create a deterministic inventory of an approved handoff directory: record relative file paths, byte lengths, and SHA-256 hashes with code, list skipped symlinks and unreadable files, and write a snapshot without interpreting project status or changing source files.

/snapshot-handoff<source-directory> <snapshot.md>

Check Procedure Graph

Check explicitly recorded SOP step dependencies with Python: validate IDs and prerequisite references, compute deterministic execution layers for acyclic graphs, and report steps blocked by a cycle without executing the procedure.

/check-procedure-graph<steps.csv>

PRD

Turn an idea, pasted notes, or a notes file into a structured PRD and write it to docs/prd.md, or print it when there is no project.

/prd[idea, notes, or file path]

Scope MVP

Cut a PRD or feature list to a version one: a keep / cut / later table with reasons plus the smallest build that tests the riskiest assumption, written to docs/mvp-scope.md.

/scope-mvp[prd path or feature list]

Check Obligation Dates

Check a human-reviewed obligation CSV against an explicit as-of date with Python: validate calendar dates and status fields, list overdue or due-today open rows, missing owners/dates, and recorded late/future completions. Never infer legal deadlines, breach, or contract status from clauses.

/check-obligation-dates<obligations.csv> <as-of YYYY-MM-DD>

Check RFP Coverage

Check human-reviewed RFP requirement and response-matrix CSVs with Python: validate unique IDs and explicit flags, count supplied statuses including absent rows, and list mandatory attention items or ready rows missing required references. Does not prove claim accuracy or submit a bid.

/check-rfp-coverage<requirements.csv> <matrix.csv>

Check Support Cases

Validate a local JSONL support-answer testset with Python: unique case IDs, exact fields, answer/clarify/escalate expectations, required answer-card references and sources, and explicit escalation reasons; report counts without running a support bot.

/check-support-cases<cases.jsonl>

Check Survey Paths

Check survey-paths.json for complete single-choice routes, cycles, reachable nodes and expected test paths without editing the file or contacting a form service.

/check-survey-pathsNo arguments; reads the fixed JSON basename in a confirmed working directory.

Check Scorecard

Validate a draft job-interview scorecard JSON with Python: unique criteria, exactly three nonblank behavioral anchor slots, task-source and question references, and positive human-supplied decimal weights totaling exactly one. Never read or calculate candidate scores.

/check-scorecard<scorecard.json>

Plan Feature

Explore the codebase and produce an implementation plan for a feature.

/plan-feature<feature description>