Refine Ticket logo

Refine Ticket

Organization
eai-org
refine-ticket

Refine a development ticket — or brainstorm a raw idea — into a validated, self-contained REQUIREMENTS document — the "what", verified against the codebase. Invoke manually only.

Overview

Publishereai-org
Repositoryagent-toolkit
Skill namerefine-ticket
Stars
80
Forks
18
Bundled files
Instructions only
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by eai-org on GitHub. Read the source before you install it.

Installation

Install the Refine Ticket AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/eai-org/agent-toolkit/tree/main/skills/refine-ticket
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/eai-org/agent-toolkit.git /tmp/agent-toolkit
mkdir -p .claude/skills
cp -r /tmp/agent-toolkit/skills/refine-ticket .claude/skills/refine-ticket
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Refine Ticket in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Refine Ticket on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Refine Ticket is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Refine ticket

The Refine phase of Refine → Plan → Act: turn a raw ticket — or an idea to brainstorm — into a validated requirements document a fresh session can plan from. Analysis only — it defines what must be true when the work is done, never how to build it, and never touches code.

An idea is a ticket that doesn't exist yet: treat the user's words as the ticket text, and grill to shape the idea itself — goal, in vs out of scope — before closing the branches that block implementation.

Input

A .TICKET.md path, a ticket URL or bare id, or an idea in words. When the harness has subagents and fetch-ticket is available (../fetch-ticket/SKILL.md beside this skill), a URL or id is fetched first by a subagent per fetch-ticket's delegate.md — one ticket per run; several → point at a fetch session instead, which handles sets. A non-empty warn list stops for one question: supply the files now (/attach-to-ticket when available; answered by running it → resume with the supplied files once it reports) or refine without them. The fetched file is then the local ticket file. No subagents, or fetch-ticket not available → read the ticket from its tracker and refine with no local ticket file.

An existing .REQUIREMENTS.md (a re-run, e.g. once a blocking answer is in): read it and its ticket file (.REQUIREMENTS → .TICKET, or its latest -vN re-fetch, file or directory) first — none for a tracker ticket → re-read it there, asking for its URL or id when the file doesn't name it; grill only on what changed since, and update it in place.

What, not how — but verified against the code

You cannot define the "what" in a vacuum. Every requirement must be checked against the actual code, config, and design — a ticket may be stale, ambiguous, contradicted by the codebase, or depend on upstream work that isn't implemented yet (e.g. a prerequisite ticket still open). Reading the code here is for validating requirements, not for designing the solution.

Golden rule: never guess — ask

  • Anything determinable by reading the code, resolve by reading the code — never ask the user about it.
  • Anything not determinable from ticket + code, ask — never fill the gap with a plausible assumption.
  • Local environment state (config files, DB contents, env vars) describes only the machine it's on — never assume it matches the environment where the reported behaviour occurred; ask the user to confirm such values.
  • Treat "this probably works like X" as a question, not a fact. Keep "I confirmed X", "the ticket claims X", and "I assume X" distinct; the latter two never become the first without evidence. A decision marked settled by a ticket or design carries the quote that settles it; no quote, still open.
  • Before declaring something missing, unique or unhandled ("no X does Y", "X's only user", "the existing ones don't cover Z"), search every repo the feature spans for the concept — "not found under the name the ticket used" is not "not present".
  • Verify both sides of an integration: if a requirement relies on another layer behaving a certain way, open that layer and confirm it.

Reconcile against the design when one is referenced

When a ticket points at a design (mockup, screenshot, prototype, design-tool link), that design is part of the spec. Visual decisions made without seeing it lock in wrong defaults.

  • If you cannot actually see the referenced design, ask for it before proceeding. A link you can't render is not a design you've read. Prefer a copy already saved with the ticket over re-fetching.
  • Once you can see it, treat visual specifics as contract-level: currency, date, and number formatting, empty and error states, label wording, spacing, alignment, iconography. The default for "is this in the design?" is match the design, not do the minimum.
  • Any visual choice you'd otherwise make blind is an Open question, never silently defaulted.

Read relevant related tickets — context, not scope

When the ticket references others that matter to it (BE/FE counterparts, dependencies, follow-ups), read them too — they complete the picture and sharpen how this ticket's requirements are meant. A ## Ticket set section in the ticket file lists locally fetched siblings: read every linked .TICKET.md before grilling; for tracker-only references, judge relevance before fetching, then fetch one the way Input does. What a sibling supplies — execution order, contracts it owns, superseded-spec notes — is context only, never requirements: scope stays this ticket's, and anything a sibling suggests changing is a question for the user, never a silent scope change.

A prior ticket review is leads, never facts

Unless one was passed in, look for a .TICKET-REVIEW.md next to the ticket or in its set directory, preferring the one whose base matches the ticket file's -vN base — an earlier session's triage; say which one you use, or that none exists. Challenge and re-verify everything in it before relying on it (its citations make that cheap). Its shipped questions are blocking items: grill first whether the owner answered. The defaults it assumed for dropped cheap details are decisions to close here — grilled or recorded as Open questions, never adopted silently. Handoffs are out-of-scope dependencies; verdict and walkthrough are context only. The ticket file and the code always win; a review older than the ticket file has likely been overtaken — say so.

Existing requirements

Before the first grill question, look for this ticket's requirements: the .REQUIREMENTS.md at the target path (Location below) or, for a ticket with -vN versions and none under its own base, the highest earlier version's (down to the unsuffixed base). A tracker ticket with no local file has its slug and target path confirmed before the first grill question, so the check runs there; an idea in words has them confirmed once its goal and scope are shaped, before the branch grilling, and the check runs then, at that path only. Found and not the input → say so, name the .PLAN/.MANUAL-TEST of that base that would go stale, and ask once:

  • Update in place (recommended): read that file and the highest -vN ticket first, grill only on what changed, keep settled decisions, update the same file.
  • Start over: same base → replace it at write time; an earlier version → fresh requirements under this ticket's base, old file untouched.

Never a -vN REQUIREMENTS copy beside a ticket of another base; never asked again at write time.

Grill to resolve every branch

After gathering and code-verifying, grill the user — interview relentlessly, never guessing what they could clarify — to close every remaining decision:

  • One question at a time, each with your recommended answer, worded so that "yes" accepts it, via explain-in-simple-language when available.
  • Facts are yours to find (codebase, docs, tool output): look them up, never ask. Decisions are the user's. Never bundle a code-answerable sub-question into a grill: "Which name, type, shape, or pattern fits?" is code-answerable — match the closest existing analogue, and let that verified convention outrank the ticket's contrary suggestion. Grill only on what genuinely remains (product intent, cross-task timing).
  • Walk each branch of the decision tree, resolving dependencies between decisions, until there is shared understanding and no open branch that blocks implementation.

Separate two kinds of uncertainty:

  • Blocking — implementation can't proceed without it (a contradiction, a missing referenced file). Resolve during grilling, before writing the file.
  • Non-blocking — a reasonable default exists but a human should confirm. Record under Open questions with your tentative answer.

A blocking question only someone else can answer: write the file anyway, with the question under Open questions marked blocking, naming who answers it and the question drafted ready to send (via use-conversational-language when available). Print no hand-off commands while a blocking entry exists, only the one for once the answer is in: /refine-ticket <path>.REQUIREMENTS.md.

Bug tickets

A ticket is a bug when its tracker type says so (a fetched file's **Type** header line, else the tracker's type field); with no type (an idea, pasted text, a typeless tracker), when its text reports existing behaviour breaking what should already work, not a wish to change what works as intended. A non-bug type whose text reads like a bug, or a case neither settles, is a grill question.

For a bug, try to reproduce it with what the project already provides (running the app, an existing command or test), the smallest that shows it: a unit test before an integration test before e2e or the running app, a larger one only when the bug lies in how parts connect. No scratch script, no source edit, no tracked file written. A run's side outputs (build output, caches, coverage, reports, snapshots) may land only in scratch space or git-ignored paths; a run that would write elsewhere is not made, and the bug counts as not reproduced. A run acting on shared or external state (a remote service, a shared database) is a grill question, never made unasked.

Not reproduced (the attempt didn't show it, or nothing in the project can try it, e.g. a production-only or external-integration bug) is a grill question on where it occurred (environment, data, version), per the Golden rule's local-environment line; never assume it fixed or invalid. Still unreproduced after grilling → the Reproduction part says so and why; that alone is not blocking.

"Already exists" / "reuse X" is a directive

When the ticket says a capability exists or names something to reuse, find what's behind it (the service method, query, SP it calls) and anchor the requirement on the smallest extension — relax a parameter, widen a filter, lift a guard. "Not an exact match" doesn't license a net-new build: reuse-vs-build-new is a blocking question for the user, never a silent default.

Output: the REQUIREMENTS file

Must stand alone for a fresh session with no memory of this conversation and no access to the ticket — this is the single most important constraint. No "as discussed", "we agreed", or "see ticket".

Location:

  • If the ticket input is a local file, write the REQUIREMENTS file in the same directory, replacing .TICKET with .REQUIREMENTS (e.g. FOO.TICKET.md → FOO.REQUIREMENTS.md); if the input doesn't follow that convention, append .REQUIREMENTS before .md.
  • If there is no local ticket file (a tracker URL/ID read without a fetch, pasted text), follow the project's/user's convention for where planning documents live (default: .agents/plans/). Propose a kebab-case <slug> (prefix the tracker id when the ticket is bound to one) and the target path, confirm both with the user (timing under Existing requirements), then write <slug>/<slug>.REQUIREMENTS.md there.
  • A REQUIREMENTS input is its own target. An existing target is updated or replaced as settled under Existing requirements — never asked again here.

Six parts (Verified codebase facts, Overrides, and Open questions may be empty — don't pad):

  1. Context — 1–3 sentences: the feature, what's in scope, what's out. When the work is only a slice of a larger feature, link the big-picture reference (parent story, final-goal/context note, design) so the planner sees how it fits; a self-contained task needs none.
  2. Verified codebase facts — the facts confirmed while validating requirements, recorded so the planner builds on them instead of rediscovering: where the relevant code lives, data shapes, existing analogues, integration points. Byproduct only — never explore beyond what refinement itself needs — and only facts a fresh session would need a search to rediscover. Anchor to paths and identifiers; line numbers are hints — they drift. What is true today, never how to change it. When non-empty, open with one line pinning the commit (short hash, noting uncommitted changes if the tree is dirty) and absolute date, warning the code may have changed since and specifics need re-verifying.
  3. Requirements — deduplicated functional + technical list. Tag each item with its source in the input: a ticket field ((Description), (AC), (Comment)), the user's idea statement ((Idea)), a grilling answer ((Grilling)), a review comment by its opening words and path:line (("Validate both new option arguments", install.sh:88)) — never an answers-sheet row number. Group by area when it aids reading. Cite the concrete file path / identifier inline wherever a requirement touches code; cite a reused pattern as path:line-range.
  4. Overrides — every deviation from the ticket in what must be true when the work is done: a ticket statement changed or dropped, a requirement added. Rewording and merged duplicates are not deviations; for an idea, only changing or dropping one of the user's own statements is one — requirements shaped while grilling are not. Each entry: what the ticket says or omits, the resulting requirement, and the reason with its source — what the code/AC shows, or the user's decision while grilling.
  5. Open questions — non-blocking ambiguities, each with your tentative answer and why it's non-blocking. A blocking question appears here only marked blocking: one someone else must answer (above).
  6. Acceptance criteria — flat, verifiable checklist the implementation must satisfy.

A bug adds a Reproduction part right after Context: the steps, what they show now (observed), what they should show (expected), and whether you reproduced it and how, or why not.

Each requirement is self-contained; user-facing strings that must stay in a given language are quoted verbatim.

Done when the six parts, plus Reproduction for a bug, are present and grep -niE "as discussed|we agreed|see ticket|as mentioned" on the file returns nothing.

Boundaries

  • Do not write an implementation plan or describe "how".
  • Do not modify any source files. The only files written, a reproduction run's side outputs aside (Bug tickets), are the REQUIREMENTS document, the ticket file a delegated fetch-ticket writes, and the assets and ticket entries an /attach-to-ticket run in answer to the attachments question writes.

When done, state — in project-relative paths — that the requirements file is ready, then hand off each next phase as its own fenced block under the label quoted below, holding one copy-pasteable launch command — phase-prefixed session name and prompt combined, so one paste starts the session — in the launch syntax of the agent tool in use (vendor-agnostic — claude below is only the example), the session named with the phase prefix plus the requirements file's slug; a block only when its skill is available, in either form:

"Harden the requirements first, so a fresh reviewer challenges them before planning:"

claude --name harden-requirements-<slug> "/harden-artifact <path>.REQUIREMENTS.md"

"Plan the implementation:" (starting "or" when the harden block precedes it)

claude --name create-plan-<slug> "/create-implementation-plan <path>.REQUIREMENTS.md"

"Write the QA manual test:"

claude --name create-manual-test-<slug> "/create-manual-test-instructions <path>.REQUIREMENTS.md"

The phase prefix (create-plan-, execute-plan-, …) keeps the pipeline phases distinguishable in the session list.

Then offer the alternative: one line offering to clear the current session (vendor-agnostic — /clear is only the example; use the clear command of the agent tool in use) and run the next phase here, then the same labelled blocks with the bare prompts.

Frequently asked questions

What does the Refine Ticket AI skill do?

Refine a development ticket — or brainstorm a raw idea — into a validated, self-contained REQUIREMENTS document — the "what", verified against the codebase. Invoke manually only.

Why use Refine Ticket on TypingMind?

Because you install it once and use it with any model. Refine Ticket is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Refine Ticket in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/eai-org/agent-toolkit/tree/main/skills/refine-ticket. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Refine Ticket?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Refine Ticket?

As many as you like. As long as a model supports skills, you can use Refine Ticket with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Refine Ticket AI skill free?

Yes. It is published on GitHub by eai-org under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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