aiss-consult

aiss-consult is a skill for Claude Code from Un3x/ai-success-story. It costs 55 tokens per session (404 once invoked), scanned A, original, MIT.

A skill that searches a collection of first-person AI coding war stories before answering software-development questions.

In plain words
What is it for?
It is for finding relevant stories through MCP, reading strong matches, and applying their lessons with a source citation.
Why use it?
It helps reveal practical lessons and overlooked problems from earlier coding, deployment, debugging, refactoring, review, and framework decisions.

Skill for Claude Code

Written for Claude Code: when-to-use in frontmatter.

Part of the aiss-consult plugin — 1 skill, 1 hook, 1 MCP server shipped together

Good fit It is for finding relevant stories through MCP, reading strong matches, and applying their lessons with a source citation.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/un3x/ai-success-story/aiss-consult
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 Un3x/ai-success-story --skill aiss-consult
Clone the repo
git clone --depth 1 https://github.com/Un3x/ai-success-story

Made for: Claude Code.

Or install aiss-consult, the plugin that ships this one along with the rest of its 1 skill, 1 hook, 1 MCP server.

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 aiss-consult

README.md
[![agentmods](https://agentmods.dev/badge/skills/un3x/ai-success-story/aiss-consult/github.svg)](https://agentmods.dev/skills/un3x/ai-success-story/aiss-consult)
Your own site
<a href="https://agentmods.dev/skills/un3x/ai-success-story/aiss-consult"><img src="https://agentmods.dev/badge/skills/un3x/ai-success-story/aiss-consult/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 aiss-consult

Your own site · 80×15
<a href="https://agentmods.dev/skills/un3x/ai-success-story/aiss-consult"><img src="https://agentmods.dev/badge/skills/un3x/ai-success-story/aiss-consult.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 55 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 404 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.
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 $0.00055 $0.00404
Opus 5 $0.00028 $0.00202
Sonnet 5 $0.00011 $0.00081
Haiku 4.5 $0.00006 $0.00040

Measured 12d ago against content hash 03990df86c3e, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

aiss-consult 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 12d 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.

plugins/aiss-consult/skills/aiss-consult/SKILL.md · 18 lines

What it actually says

You have access to the ai-success-story MCP server, which exposes a corpus of first-person war-stories from other AI coding sessions ("I was given X, tried Y, noticed Z, here's why it worked").

Before answering the user's task:

  1. Call mcp__ai-success-story__search_stories with a situation field that re-frames the user's task (task + tools + constraint, one to three sentences). Optionally pass tags as a soft boost.
  2. If any returned hit has score > 30, call mcp__ai-success-story__fetch_story on that slug to read the full article.
  3. Treat the article's lesson as authoritative when it applies, incorporate it into your plan or answer, and cite the slug in your response so the user can verify the source.

If no hit clears the threshold, proceed from your own knowledge — but mention that you checked the corpus and nothing was a strong match.

Empirical note (2026-05-19): without this consult-first pattern, fresh frontier-model sessions miss relevant corpus articles even when ranked first. The corpus is the data; this consult flow is the delivery mechanism. Both ship together.

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. 12d ago First seen · 18 lines · 55 tokens per session scan A 03990df86c3e

Subscribe to this mod's changes

aiss-consult is a skill published in the GitHub repository Un3x/ai-success-story (0 stars, last pushed 3mo ago), licensed MIT. It adds 55 tokens to every session and 404 once invoked, about $0.0003 per session on Opus 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 2026-08-31.

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