Prompt & knowledge document studio

Agent Instruction Editor & Prompt Structuring Tool

Browse, edit and organize AI instructions, system prompts, and RAG documents for ChatGPT, Claude, Gemini, Cursor, and other LLMs. Export to 26+ agent formats, test in Playground with tool modules, and publish to the community catalog — in one workspace.

cognitive-graph · agent-instructions.xml
Cognitive influence map

How sections shape each other

Cognitive influence map — see how sections of your prompt depend on each other (prompt dependency graph, instruction flow diagram). The model infers links before you ship to an agent.

Building cognitive map…

shapes defines constrains requires

Pricing model

One tool in one place

The place where you write, check, and ship instructions — without jumping between docs, AI chats, and whiteboards.

Where your AI prompt actually lives

Usually

Google Doc, Notion, or a .md file in a folder — everything in one blob of text

What you pay for in aiStructEdit

One document split into clear blocks: role, rules, context, output format — easy to find and edit each part

How you edit a system prompt

Usually

Copy into ChatGPT, get a rewrite, paste back — easy to lose context and mix versions

What you pay for in aiStructEdit

Edit in place. The assistant sees the whole document and shows changes before you apply them

Testing if your agent follows the rules

Usually

Open n8n or another automation tool: paste the prompt, run the workflow, then jump to chat and manually try to figure out if it worked

What you pay for in aiStructEdit

Built-in Playground: compliance probes, batch QA, interactive dialogues, and tool-runtime demos where the agent calls real actions

How instruction rules connect (dependency map)

Usually

Keep it in your head, in comments, or draw on a whiteboard

What you pay for in aiStructEdit

A map of how sections influence each other — what constrains what

Prompt review before you ship to production

Usually

Re-read everything and hope you catch duplicates and contradictions

What you pay for in aiStructEdit

Automatic scan: repeats, suspicious fragments, token budget, coverage gaps

Exporting prompts to Claude, Cursor or ChatGPT

Usually

Paste into Claude and ask it to reformat for the target system — over and over

What you pay for in aiStructEdit

26+ harness profiles in one menu: Cursor rules, Claude, OpenAI, Gemini, n8n, LangChain, CrewAI — with recent-format history

Show a colleague Ultra

Usually

Send a file or screenshots; they need their own setup to test

What you pay for in aiStructEdit

Share link: they open a test chat in the browser — no account needed

We answer what you came here to learn

What the tool is, how it fits your workflow, and how to open the editor — in plain terms.

01

What is aiStructEdit?

A browser editor for structured AI content: agent instructions, prompts, and knowledge documents in named sections — with AI assistant, analysis, influence graphs, Playground QA, harness export to 26+ formats, tool-runtime demos, community catalog, and share links.

02

Why do I need it?

Unstructured prompts drift, overlap, and contradict each other. Sections keep behavior predictable and make it easier to review coverage, links, and token budget before you ship or index.

03

What will I get?

A clear document structure, cross-references between sections, AI rewrites with preview, Playground checks, tool modules, influence maps, harness exports for agents and automation, and share links for colleagues.

07

What can I export?

One-click harness export: Markdown, XML, Cursor rules, Claude and OpenAI message formats, Gemini system instructions, n8n, LangChain, CrewAI, and more — 26 profiles with searchable menu and recent history. Import .xml, .md, or .txt back into the editor.

08

What is Playground with tools?

Test your instruction in chat with compliance probes and batch QA. Attach interactive tool modules — CRM desks, smart home, form wizards, games — where the agent calls [TOOL: …] actions against a live engine panel. Interactive templates add branching dialogues with quick replies.

04

What about plans and storage?

You can start without paying. Free keeps projects in the browser; paid plans add cloud sync and higher limits. See the comparison table above and Pricing below.

05

How does it work?

Create a project, split content into sections, refine with AI, run analysis and Playground, then export. Plan limits are listed under Pricing.

06

How do I start?

Sign in and open the editor. Add your API key in account settings when you want the AI assistant or Playground.

Capabilities

Full cycle in one workspace

Structure, refine, analyze, test with tools, export to any agent stack, and share — without leaving the editor.

Section editor

XML-tagged blocks for agent rules, chat prompts, or knowledge articles — reorder, rename, cross-reference, and import existing .xml, .md, or .txt files.

AI assistant

Improve, shorten, translate, suggest structure, red-team weaknesses (Pro+), and apply changes with preview — per section or whole document.

Playground & tools

Chat QA with compliance probes and batch runs. Attach tool modules (CRM, IoT, forms, games) where the agent executes real actions. Interactive templates with branching replies.

Analysis

Prompt linter: duplicates and secrets, token budgets per section, readiness checks, coverage map, and catalog publish validation.

Influence graph

Prompt dependency graph — syntactic @section links plus cognitive maps inferred by the model. Annotate relations back into the document.

Harness export

26 export profiles for Cursor, Claude, OpenAI, Gemini, n8n, LangChain, CrewAI, and more. Searchable menu, assembly preview, and recent-format history.

Community catalog

Browse and copy community instructions. Publish your own with validation checklist, tags, and AI-generated descriptions. Manage publications from your account.

Projects & cloud

Organize work by agent, product, or client. Free: browser-local projects. Pro+: cloud sync, multiple documents per project, and migration from local storage.

Share links

Ultra

Send a Playground URL with expiry — colleagues test your instruction in the browser without an account.

Ship & test

Export anywhere, test with real tools

Pick a harness profile for your stack, then validate behavior in Playground — with optional tool engines attached to the document.

Harness export

26 profiles — searchable menu, assembly preview, recent history

  • Cursor rules
  • Claude
  • OpenAI
  • Gemini
  • n8n
  • LangChain
  • CrewAI
  • Markdown
  • Copilot
  • AutoGen
  • Semantic Kernel
  • LlamaIndex

Playground

Chat QA, batch probes, interactive branching, and tool runtime panels

Tool modules

  • Support ticket desk
  • Freelance CRM
  • Smart home IoT
  • Form wizard
  • Real estate missed-call
  • Tic-tac-toe

Interactive templates

  • PRD copilot
  • Socratic tutor
  • Visual novel
  • Story autogen
  • Secret identity

Workflow

From draft to agent or vector index

01

Structure

Split agent instructions, prompts, or knowledge docs into role, rules, context, sources — or your own schema.

02

Refine

Use AI to tighten wording, resolve contradictions, and align tone across related documents.

03

Analyze

Map cross-references, check coverage and token budget, run Playground QA where behavior matters.

04

Deploy

Export via harness profiles to agents, Cursor, or automation stacks. Share Playground links (Ultra) or publish to the community catalog.

Pricing

Pick a plan for your workflow

Free to start. Paid plans add cloud sync, more providers, and higher limits.

Free

Free

Local browser workspace without cloud sync.

$0
  • Settings and cache in localStorage
  • 1 project
  • OpenAI only
  • Up to 10 sections
  • Red team unavailable
Start free
Popular
Pro

Pro

Cloud storage and the full AI toolkit.

$5 / mo
  • Settings and cache in the database
  • Up to 10 projects
  • All AI providers except Custom
  • Up to 100 sections
  • All AI tools including Red team
Choose Pro
Ultra

Ultra

No limits for large corpora and custom stacks.

$15 / mo
  • Unlimited cloud projects
  • Custom AI provider
  • Unlimited sections
  • Playground share links for review
Choose Ultra

Ready to structure your next prompt or corpus?

Open the editor with a template — import an existing file, or fork an instruction from the community catalog.