engram-backlog-triage

engram-backlog-triage is a skill for Claude Code, Codex from Gentleman-Programming/engram. It costs 75 tokens per session (3,068 once invoked), scanned A, original, MIT.

A backlog-triage process for Engram or another GitHub repository. Backlog triage means reviewing open issues and pull requests, classifying them, and deciding what should happen next.

In plain words
What is it for?
Use it to audit issues and pull requests, decide whether to merge, request changes, close, approve, or send an item for design, and produce an actionable report.
Why use it?
It turns a noisy issue tracker into specific decisions based on the project's stated values and maintainer expectations.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: mentions Codex; mentions OpenCode.

Good fit Use it to audit issues and pull requests, decide whether to merge, request changes, close, approve, or send an item for design, and produce an actionable report.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/gentleman-programming/engram/backlog-triage
About the project

Engram is a local or cloud-backed memory system for AI coding agents, provided as a single Go binary with SQLite full-text search and interfaces including a command line, HTTP API, MCP server, and terminal UI. It helps compatible coding agents retain project decisions, bugs, conventions, and other useful context across sessions. The catalogue add-ons configure and operate Engram’s memory workflows.

Gentleman-Programming/engram · 7,360 stars · on GitHub · engram.gentlemanprogramming.com

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add Gentleman-Programming/engram --skill backlog-triage
Clone the repo
git clone --depth 1 https://github.com/Gentleman-Programming/engram

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for engram-backlog-triage

README.md
[![agentmods](https://agentmods.dev/badge/skills/gentleman-programming/engram/backlog-triage/github.svg)](https://agentmods.dev/skills/gentleman-programming/engram/backlog-triage)
Your own site
<a href="https://agentmods.dev/skills/gentleman-programming/engram/backlog-triage"><img src="https://agentmods.dev/badge/skills/gentleman-programming/engram/backlog-triage/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for engram-backlog-triage

Your own site · 80×15
<a href="https://agentmods.dev/skills/gentleman-programming/engram/backlog-triage"><img src="https://agentmods.dev/badge/skills/gentleman-programming/engram/backlog-triage.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 75 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,068 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
SkillSpector: 1 finding, up to low

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • low Excessive Agency · line 145
    Skill's behavior or capabilities extend beyond its stated purpose. Scope creep allows an agent to perform actions unrelated to its documented functionality, increasing the attack surface.
    Fix: Limit the skill's scope to its documented purpose. Remove instructions that enable the agent to perform actions outside its stated functionality.
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00075 $0.03068
Opus 5.5 $0.00030 $0.01227
Sonnet 5.5 $0.00015 $0.00614
Haiku 4.5 $0.00007 $0.00307

Measured 2d ago against content hash 4d1c67b8dbd7, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

engram-backlog-triage scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/backlog-triage/SKILL.md · 275 lines

How it starts

The opening of the file, as written. The whole thing — 275 lines — stays where its author put it; the contents beside it link to each section on GitHub.

When to Use

Use this skill when:

  • Running a full backlog audit on Engram (or any repo)
  • Deciding merge / request-changes / close / needs-design / approve-issue
  • Cleaning noise from the issue tracker
  • Prioritizing what to act on next

Maintainer Philosophy (Engram)

These are the non-negotiable product values. Every triage decision is filtered through them.

Principle What it means in practice
Zero-config Works out of the box. No required flags, env vars, or setup beyond install.
Local-first Data lives in ~/.engram/engram.db. No cloud dependency by default.
Single binary One engram binary. No daemon, no service, no secondary processes needed.
Terminal-first CLI and TUI are the primary UX. No web dashboard, no Electron.
Thin adapters Plugin scripts (Claude, OpenCode, Gemini, Codex) are thin shims — logic lives in Go core.
Issue-first Every PR must link a status:approved issue. No approved issue → no PR.
Evidence-based reviews Request changes with specific, actionable items. No vague "needs improvement".
Tight scope Reject features that expand Engram's surface area without a compelling case.
Small focused contributions Prefer 50-line PRs solving one problem over 500-line PRs solving five.
Reject vague/scope-breaking work Close scope-creep issues and PRs that turn Engram into something else.

Disposition Classification

Assign exactly ONE disposition to each issue or PR:

Disposition When to use
MERGE PR is correct, scoped, tests pass, linked approved issue. Merge immediately.
REQUEST CHANGES PR has the right idea but needs specific fixes. List each item.
CLOSE Noise, confirmed duplicate, vague/scope-breaking work, or obsolete work after maintainer review; missing approval/ownership alone requires remediation before merge.
NEEDS DESIGN Idea is valid but architectural decision required before any PR is welcome. Open discussion or design issue first.
APPROVE ISSUE Maintainer accepted proportional evidence per CONTRIBUTING.md; bugs include current-main SHA, reproduction, root cause, and regression test plan. Replace the current status with status:approved.
REJECT ISSUE Vague, duplicate, scope-breaking, or belongs in Discussions. Close with explanation.

Read the full file on GitHub · 275 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2d ago Changed · +3 lines 4d1c67b8dbd7
  2. 1mo ago First seen · 272 lines · 75 tokens per session scan A 9c7020ab3df0

Subscribe to this mod's changes

engram-backlog-triage is a skill published in the GitHub repository Gentleman-Programming/engram (7,360 stars, last pushed today), licensed MIT. It adds 75 tokens to every session and 3,068 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.