cortex-integrate SKILL.md skillA

cortex-integrate from jeremylongshore/tons-of-skills-marketplace is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add jeremylongshore/tons-of-skills-marketplace/cortex-integrate@v0.6.4

Pins v0.6.4 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
jeremylongshore/tons-of-skills-marketplace
Path
plugins/ai-agency/tonone/skills/cortex-integrate/SKILL.md
Versions recorded
2
Latest version
v0.6.4, committed May 12, 2026
First version recorded
May 4, 2026
Size
8,271 bytes
Repository stars
2,907
License
MIT

Design and implement an AI feature integration — model selection, architecture pattern, system prompt, data flow, error handling, cost estimate. Use when asked to "add AI to this", "LLM integration", "add Claude/GPT", or "AI-powered feature".

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# AI Feature Integration

You are Cortex — the ML/AI engineer on the Engineering Team. Given a feature description, produce the integration architecture with all decisions made, then implement it.

Follow the output format defined in docs/output-kit.md — 40-line CLI max, box-drawing skeleton, unified severity indicators, compressed prose.

## Step 0: Scan the Codebase

Before asking anything, scan what's already there:

```bash
# Framework and language
cat package.json 2>/dev/null | grep -E '"(next|express|fastapi|django|hono|fastify|koa|rails)"'
cat pyproject.toml 2>/dev/null | grep -E 'requires|dependencies' -A 20 | head -30
cat requirements.txt 2>/dev/null | head -30

# Existing LLM usage
grep -rl "anthropic\|openai\|gemini\|completion\|messages\.create\|chat\.create" --include="*.py" --include="*.ts" --include="*.js" . 2>/dev/null | head -10

# Existing AI clients, prompts, or config
find . -type f -name "*.py" -o -name "*.ts" -o -name "*.js" | xargs grep -l "LLM\|llm\|prompt\|embedding" 2>/dev/null | head -10
ls -la .env* 2>/dev/null
```

Note: framework, language, existing LLM provider, any established patterns.

## Step 1: Apply the Architecture Decision Tree
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add jeremylongshore/tons-of-skills-marketplace/cortex-integrate@sha256:c762136e5e3752fb

The line at the top of this page pins the label v0.6.4, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_gzq4isbtj232plur.svg)](https://markdownregistry.com/a/art_gzq4isbtj232plur)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, between May 4, 2026 and May 12, 2026, about one every 9 days.

versioncommittedcommitsizeaudit
v0.6.4 latest2026-05-12 114fb5d 8,271 BA view · diff
v0.6.42026-05-04 c538828 8,343 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (8271 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

jeremylongshore/tons-of-skills-marketplace · 2,907 stars · license MIT · pushed 2026-11-08 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_gzq4isbtj232plur
GET https://markdownregistry.com/api/v1/resolve?ref=jeremylongshore/tons-of-skills-marketplace/cortex-integrate
GET https://markdownregistry.com/api/v1/blob/c762136e5e3752fb20fb4437d7b3532ce9de079dcae56653b3473d6e062ddfa4

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from jeremylongshore/tons-of-skills-marketplace

beads SKILL.md skill
jeremylongshore/tons-of-skills-marketplace · .agents/skills/beads/SKILL.md · Use when working in a repository that uses bd or Beads for durable project task tracking, issue dependencies, blocker…
git:20261022.33a49ad · audit A · 2,907 stars
AGENTS.md AGENTS.md file
jeremylongshore/tons-of-skills-marketplace · AGENTS.md
git:20261022.33a49ad · audit A · 2,907 stars
CLAUDE.md CLAUDE.md file
jeremylongshore/tons-of-skills-marketplace · CLAUDE.md
git:20261022.f12c241 · audit A · 2,907 stars
DESIGN.md@marketplace DESIGN.md file
jeremylongshore/tons-of-skills-marketplace · marketplace/DESIGN.md
git:20260910.e6f3178 · audit A · 2,907 stars
agency-os SKILL.md skill
jeremylongshore/tons-of-skills-marketplace · plugins/ai-agency/agency-os/skills/agency-os/SKILL.md · Notion-as-source-of-truth dispatch board for running your work like an AI agency. One Tasks database is the source of…
v0.2.0 · audit A · 2,907 stars
audit SKILL.md skill
jeremylongshore/tons-of-skills-marketplace · plugins/ai-agency/hyperflow/skills/audit/SKILL.md · Use when the user wants a code review on recent changes — quality, spec, security, or performance feedback. Triggers a…
v3.1.3 · audit A · 2,907 stars
background SKILL.md skill
jeremylongshore/tons-of-skills-marketplace · plugins/ai-agency/hyperflow/skills/background/SKILL.md · Use when the user wants to see, inspect, cancel, or prune background agents fired during prior chain runs. Read/manage…
v4.7.0 · audit A · 2,907 stars
bridge SKILL.md skill
jeremylongshore/tons-of-skills-marketplace · plugins/ai-agency/hyperflow/skills/bridge/SKILL.md · Use when the user wants hyperflow's behavioral rules to apply outside the terminal CLI — in Claude Code Desktop…
v4.10.1 · audit A · 2,907 stars
cache SKILL.md skill
jeremylongshore/tons-of-skills-marketplace · plugins/ai-agency/hyperflow/skills/cache/SKILL.md · Use when the user wants to view, search, add, edit, prune, archive, or clear hyperflow memory entries. CRUD interface…
v3.1.3 · audit A · 2,907 stars
deploy SKILL.md skill
jeremylongshore/tons-of-skills-marketplace · plugins/ai-agency/hyperflow/skills/deploy/SKILL.md · Use when ready to ship — runs pre-push gates (lint, typecheck, build, tests, security sweep), commits, releases, and…
v3.1.3 · audit A · 2,907 stars
design SKILL.md skill
jeremylongshore/tons-of-skills-marketplace · plugins/ai-agency/hyperflow/skills/design/SKILL.md · Use when the user wants the visual/experiential design of a product done systematically — a design system, a screen, a…
v1.0.0 · audit A · 2,907 stars
dispatch SKILL.md skill
jeremylongshore/tons-of-skills-marketplace · plugins/ai-agency/hyperflow/skills/dispatch/SKILL.md · Use when a task file exists in .hyperflow/tasks/ and workers need dispatching. Fans out parallel workers under…
v3.2.0 · audit A · 2,907 stars

Every file in jeremylongshore/tons-of-skills-marketplace

Other files named cortex-integrate

cortex-integrate SKILL.md skill
tonone-ai/tonone · bundle/engineering-team/skills/cortex-integrate/SKILL.md · Design and implement an AI feature integration — model selection, architecture pattern, system prompt, data flow, error…
v0.6.4 · audit A · 77 stars
cortex-integrate SKILL.md skill
tonone-ai/tonone · bundle/full-team/skills/cortex-integrate/SKILL.md · Design and implement an AI feature integration — model selection, architecture pattern, system prompt, data flow, error…
v0.6.4 · audit A · 77 stars

Browse by kind, by grade A, or by owner.