Skip to content
Agentmart
Submit a tool

issue-assessment

Use when triaging a GitHub issue for gflow-cli — a reporter's bug claim, a freshly-filed issue, or deciding whether and how to act on one.

Skill by ffroliva

IndexedMIT★ 332
Write a review

Install

Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/ffroliva-issue-assessment

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

Get the weekly diff

The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.

We use your email only for this newsletter. Privacy

About

Use when triaging a GitHub issue for gflow-cli — a reporter's bug claim, a freshly-filed issue, or deciding whether and how to act on one. Also use when an autonomous agent (hermes-ops) picks up a labelled issue. Read-only: produces a verdict, an end-to-end-verifiability judgment, and a reporter-facing reply. Does not modify code or post anything on its own.

Use cases: agent-building, version-control, debugging

No reviews yet. Installed it? Reviews come from verified installers only. How reviews work

Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools
No tools found
Secrets
None asked for
Install scripts
None found

Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/issue-assessment

What's inside

Skill name
issue-assessment
Description
Use when triaging a GitHub issue for gflow-cli — a reporter's bug claim, a freshly-filed issue, or deciding whether and how to act on one. Also use when an autonomous agent (hermes-ops) picks up a labelled issue. Read-only: produces a verdict, an end-to-end-verifiability judgment, and a reporter-facing reply. Does not modify code or post anything on its own.
License
MIT
Instructions
172 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# `issue-assessment` — triage a gflow-cli issue honestly

Read-only conductor. Verify the reporter's claim against the code, tests, docs,
`KNOWN_ISSUES.md`, and auto-memory; classify it; judge whether it can be
verified end-to-end *in the current environment*; and draft a reply. The output
is a standard artifact a human or the `issue-resolve` skill can act on.

**Core principle:** never assert more than the evidence supports. A claim is
`CONFIRMED` only with line-level code evidence or a reproduction; a fix is
"verified" only after running it on the **affected surface**. Honest
"can't verify here" beats a false green check — a bounced fix costs more trust
than an accurate "not yet."

---

## When to invoke

- A new or updated GitHub issue needs a verdict before anyone spends effort.
- An autonomous run (hermes-ops) reacts to an issue labelled for triage.
- You're about to "just fix" a reported bug — assess first; the scope decision
  (reply-only vs hand to `issue-resolve`) depends on this.

Skip for: issues that are obviously feature requests routed elsewhere, or
already-triaged issues entering implementation.

---

## Invocation

```
/gflow:issue-assessment <issue number or URL>
```

This repo's `skills/*/SKILL.md` are plain Markdown — invoke by **reading** the
file (via the `.claude/commands/gflow/*` wrapper), never `Skill(skill=...)`.

---

## Protocol

### 1. Ingest
`gh issue view <N> --json title,body,comments,labels,author,state`. Extract: the
claimed symptom, environment (OS, version, install method), exact repro steps,
and any logs/error classes the reporter pasted.

### 2. Verify (read-only)
Dispatch a search/Explore agent (keep your own context clean) to corroborate or
refute the claim against the real tree. Always check, in order:
- the source path(s) the symptom implicates — cite `file_path:line_number`;
- `KNOWN_ISSUES.md` (is this Open / Mitigated / Resolved already?);
- open issues/PRs (`gh pr list`, `gh issue list`) for duplicates or in-flight fixes;
- auto-memory for prior context on the surface.
Disprove parts of the reporter's framing where the code says otherwise (e.g.
`browser_engine: playwright` is the engine axis, not the channel) — a precise
correction is more useful than agreement.

**Name the affected SURFACES, not just the affected code.** A reporter hits one
surface; the defect usually spans both. gflow ships most capabilities twice — CLI
command and MCP tool — so state explicitly whether the issue reproduces on the CLI,
on the MCP tool, or on both, and whether a fix in one automatically fixes the other
(it does when both route through the same transport; it does not when the MCP path
carries its own params through `worker/codec.py`). Getting this wrong scopes the
whole downstream fix wrong: a "CLI bug" that is really a shared-transport bug leaves
MCP users broken after the issue is closed.

### 3. Classify — exactly one verdict

| Verdict | Meaning |
|---|---|
| `CONFIRMED-BUG` | Reproduced, or root-caused in code with line-level evidence. |
| `LIKELY-BUG / NEEDS-E2E` | Strong code hypothesis, but unverifiable in this environment (e.g. macOS-only or headed-browser bug on a headless/Windows host). |
| `NEEDS-INFO` | A specific discriminating diagnostic is required before deciding. |
| `DUPLICATE` / `KNOWN-ISSUE` | Matches an open issue/PR or a `KNOWN_ISSUES.md` entry. |
| `WORKING-AS-INTENDED` / `INVALID` | Usage error or expected behavior. |
| `WONTFIX / OUT-OF-SCOPE` | Real but deliberately not addressed. |

### 4. e2e-gate — what would verification actually require?
Classify the verification cost before claiming anything is fixed:
- **Browser-free** (pure-Python logic, Gemini tool-path, unit/lint/type, recording-verif) → verifiable anywhere, including the headless VPS. Run it.
- **Headed-Flow-browser required** (generation, selector, auth, reCAPTCHA) → **not** verifiable on a headless or wrong-OS host. Verdict tilts to `LIKELY-BUG / NEEDS-E2E`; never claim success; the final check is a human on the affected surface. (See memory: `done-means-e2e-verified`, `pr-must-verify-on-affected-surface`.)

### 5. Report (the artifact)
Produce the reply below. Post it only if the autonomy gate allows (autonomous
runs may comment; otherwise surface for a human to send).

```
**Assessment of #<N>: <verdict>** (confidence <N>/10)

Restated claim: <one line>.

Findings:
- <evidence as file:line> …
- <corrections to the reporter's framing, if any> …

Root cause / hypothesis: <what and why, or "unconfirmed because …">.

What we need next:
- <the single discriminating diagnostic — for NEEDS-INFO/NEEDS-E2E>, or
- <draft PR link — if issue-resolve ran>, or
- <why this is a dup/invalid/wontfix>.
```

### 6. Hand-off decision (graded, not a hard stop)
- Verdict ∈ {`CONFIRMED-BUG`, `LIKELY-BUG`} **and** scope is single-surface/localized
  **and** a fix is verifiable in this environment → chain to **`issue-resolve`** (Phase 9) or **`predict`** (Phase 2).
- Otherwise → reply only; the next step is a human or more info.

### Pipeline Continuation (Next Step Handoff)

Upon completing an Issue Assessment:
1. **Confirmed Bug / Feature Request:** Proactively announce: **"Issue assessed. Next step: Phase 2 Pre-Implementation (`/gflow:predict <proposal>`) or Phase 9 Issue Resolve (`/gflow:issue-resolve <N>`)."**
2. **Needs Info / Unconfirmed:** Request the specific diagnostic and await information before moving to Phase 2.

---

## Skill routing (do not hallucinate skill names)

Re-derive this from `ls skills/` + `ls .claude/commands/gflow/` before relying on
it — names drift. Current map:

From ffroliva/gflow-cli, MIT.

More from ffroliva/gflow-cli

Signals

Stars
332
Forks
95
Open issues
30
Contributors
22
Last commit (this folder)
Sep 6, 2026 (1 month ago)
Last release
Oct 24, 2026 (4 days ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

More from ffroliva

Cite this page

issue-assessment skill. Agent Mart. https://agentmart.dev/skills/ffroliva-issue-assessment (last updated 2026-10-24)