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.
git clone --depth 1 https://github.com/softspark/ai-toolkitWrote 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.
[](https://agentmods.dev/plugins/softspark/ai-toolkit/app)<a href="https://agentmods.dev/plugins/softspark/ai-toolkit/app"><img src="https://agentmods.dev/badge/plugins/softspark/ai-toolkit/app/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.
<a href="https://agentmods.dev/plugins/softspark/ai-toolkit/app"><img src="https://agentmods.dev/badge/plugins/softspark/ai-toolkit/app.svg" alt="Reviewed on agentmods" width="80" height="20"></a>Grade A, and why
ai-toolkit 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 today.
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.
What it actually says
{
"$schema": "https://json.schemastore.org/claude-code-plugin-manifest.json",
"name": "ai-toolkit",
"displayName": "AI Toolkit",
"description": "Professional-grade engineering skills, agents, rules, and lifecycle guardrails for Claude Code, Claude Chat, and Cowork.",
"version": "5.4.1",
"author": {
"name": "SoftSpark",
"url": "https://github.com/softspark"
},
"repository": "https://github.com/softspark/ai-toolkit",
"license": "Apache-2.0",
"homepage": "https://github.com/softspark/ai-toolkit",
"skills": "./claude-app/skills/",
"hooks": "./claude-app/hooks/hooks.json",
"keywords": [
"development",
"testing",
"deployment",
"security",
"architecture",
"multi-agent",
"orchestration",
"devops",
"code-review",
"ai-toolkit",
"constitution",
"quality-gates",
"skills",
"agents",
"cursor",
"codex",
"opencode",
"cowork",
"claude-app"
]
}
What it installs
The manifest is a name and a version. 115 skills, 44 agents, 14 hooks travel with it, and installing the plugin installs all of them — 6,945 tokens a session between them. Each is measured on its own page, and each can be installed alone.
- Skill ai-toolkit-rules A 56 tokens
- Skill a11y-validate A 51 tokens
- Skill design-engineering A 43 tokens
- Skill seo-validate A 59 tokens
- Skill api-patterns A 52 tokens
- Skill csharp-patterns A 61 tokens
- Skill hook-creator A 49 tokens
- Skill java-patterns A 48 tokens
- Skill kotlin-patterns A 51 tokens
- Skill review A 29 tokens
- Skill rust-patterns A 53 tokens
- Skill swift-patterns A 57 tokens
- Skill workflow A 23 tokens
- Skill app-builder A 46 tokens
- Skill autonomous-dev A 54 tokens
- Skill brand-voice A 39 tokens
- Skill ci-cd-patterns A 50 tokens
- Skill database-patterns A 55 tokens
- Skill hipaa-validate A 43 tokens
- Skill mcp-builder A 39 tokens
- Skill mcp-patterns A 44 tokens
- Skill migration-patterns A 41 tokens
- Skill model-routing-patterns A 40 tokens
- Skill observability-patterns A 45 tokens
- Skill ruby-patterns A 60 tokens
- Skill security-patterns A 89 tokens
- Skill skill-creator A 28 tokens
- Skill subagent-development A 41 tokens
- Skill verification-before-completion A 32 tokens
- Skill architecture-audit A 34 tokens
- Skill brainstorm A 48 tokens
- Skill content-moderation-patterns A 41 tokens
- Skill debug A 34 tokens
- Skill docker-devops A 43 tokens
- Skill documentation-standards A 60 tokens
- Skill ecommerce-patterns A 52 tokens
- Skill introspect A 42 tokens
- Skill prepare-test-env A 39 tokens
- Skill rag-patterns A 57 tokens
- Skill research-mastery A 39 tokens
- Skill swarm A 35 tokens
- Skill testing-patterns A 52 tokens
- Skill agent-creator A 31 tokens
- Skill biz-scan A 35 tokens
- Skill clean-code A 50 tokens
- Skill council A 29 tokens
- Skill cve-scan A 47 tokens
- Skill flutter-patterns A 44 tokens
- Skill git-mastery A 51 tokens
- Skill json-mode-patterns A 42 tokens
- Skill migrate A 38 tokens
- Skill onboard A 40 tokens
- Skill plan A 35 tokens
- Skill plugin-creator A 33 tokens
- Skill pr A 36 tokens
- Skill prd-to-plan A 40 tokens
- Skill refactor A 29 tokens
- Skill repeat A 33 tokens
- Skill rollback A 39 tokens
- Skill tdd A 33 tokens
- Skill triage-issue A 47 tokens
- Skill typescript-patterns A 42 tokens
- Skill analyze A 30 tokens
- Skill architecture-decision A 44 tokens
- Skill ci A 39 tokens
- Skill command-creator A 29 tokens
- Skill design-an-interface A 36 tokens
- Skill docs A 29 tokens
- Skill evaluate A 42 tokens
- Skill evolve A 31 tokens
- Skill explore A 30 tokens
- Skill fix A 38 tokens
- Skill health A 37 tokens
- Skill instinct-review A 36 tokens
- Skill lint A 47 tokens
- Skill orchestrate A 26 tokens
- Skill performance-profiling A 44 tokens
- Skill persona A 32 tokens
- Skill prd-to-issues A 46 tokens
- Skill predict A 39 tokens
- Skill prompt-caching-patterns A 43 tokens
- Skill qa-session A 36 tokens
- Skill refactor-plan A 39 tokens
- Skill ubiquitous-language A 48 tokens
- Skill write-a-prd A 37 tokens
- Skill deploy A 27 tokens
- Skill explain A 34 tokens
- Skill grill-me A 38 tokens
- Skill index A 33 tokens
- Skill chaos A 31 tokens
- Skill commit A 25 tokens
- Skill edit-discipline A 68 tokens
- Skill mem-search A 23 tokens
- Skill night-watch A 36 tokens
- Skill panic A 32 tokens
- Skill dart-rules A 44 tokens
- Skill medplum-rules A 53 tokens
- Skill php-rules A 38 tokens
- Skill cpp-rules A 51 tokens
- Skill csharp-rules A 55 tokens
- Skill golang-rules A 40 tokens
- Skill java-rules A 46 tokens
- Skill kotlin-rules A 45 tokens
- Skill python-rules A 55 tokens
- Skill ruby-rules A 48 tokens
- Skill rust-rules A 43 tokens
- Skill swift-rules A 41 tokens
- Skill deep-research A 69 tokens
- Skill typescript-rules A 60 tokens
- Skill claude-toolkit-rules A 48 tokens
- Skill output-mode A 48 tokens
- Skill quality-gates A 58 tokens
- Skill git-conventions A 55 tokens
- Skill skill-audit B 36 tokens
- Skill briefing B 32 tokens
- Agent orchestrator A 50 tokens
- Agent database-architect A 67 tokens
- Agent documenter A 75 tokens
- Agent frontend-specialist A 59 tokens
- Agent llm-ops-engineer A 53 tokens
- Agent mcp-testing-engineer A 44 tokens
- Agent security-auditor A 62 tokens
- Agent seo-specialist A 77 tokens
- Agent ai-engineer A 79 tokens
- Agent code-reviewer A 44 tokens
- Agent devops-implementer A 54 tokens
- Agent mcp-specialist A 63 tokens
- Agent performance-optimizer A 44 tokens
- Agent project-planner A 41 tokens
- Agent test-engineer A 51 tokens
- Agent backend-specialist A 59 tokens
- Agent debugger A 45 tokens
- Agent game-developer A 50 tokens
- Agent incident-responder A 47 tokens
- Agent infrastructure-validator A 38 tokens
- Agent meta-architect A 35 tokens
- Agent mobile-developer A 54 tokens
- Agent product-manager A 55 tokens
- Agent data-analyst A 47 tokens
- Agent fact-checker A 37 tokens
- Agent prompt-engineer A 36 tokens
- Agent qa-automation-engineer A 53 tokens
- Agent technical-researcher A 57 tokens
- Agent data-scientist A 50 tokens
- Agent explorer-agent A 36 tokens
- Agent infrastructure-architect A 41 tokens
- Agent ml-engineer A 49 tokens
- Agent nlp-engineer A 52 tokens
- Agent code-archaeologist A 36 tokens
- Agent command-expert A 32 tokens
- Agent search-specialist A 30 tokens
- Agent business-intelligence A 29 tokens
- Agent chaos-monkey A 29 tokens
- Agent chief-of-staff A 31 tokens
- Agent night-watchman A 34 tokens
- Agent predictive-analyst A 35 tokens
- Agent security-architect A 31 tokens
- Agent tech-lead A 29 tokens
- Agent system-governor B 27 tokens
- Hook PostToolUse A not measured
- Hook PreToolUse A not measured
- Hook SessionStart A not measured
- Hook TeammateIdle A not measured
- Hook UserPromptSubmit A not measured
- Hook Notification A not measured
- Hook SessionEnd A not measured
- Hook SubagentStart A not measured
- Hook SubagentStop A not measured
- Hook Stop A not measured
- Hook ConfigChange A not measured
- Hook PreCompact A not measured
- Hook InstructionsLoaded A not measured
- Hook TaskCompleted A not measured
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.
- today Changed 3400fb1516ed
- 5d ago Changed dc6da1282193
- 7d ago Changed 99d0694ceb84
- 10d ago Changed 97ba3933d240
- 13d ago Changed 46a188c9ae8b
- 21d ago Changed d67470771859
- 22d ago Changed 71c7575850ff
- 24d ago Changed 2eb64a9c2f25
- 27d ago Changed 052dcbe0b5c2
- 29d ago First seen · 38 lines scan A 45e8a2364435
ai-toolkit is a plugin published in the GitHub repository softspark/ai-toolkit (180 stars, last pushed yesterday), licensed Apache-2.0. Its token cost is not measured: this kind of file is read by the harness, not the model. 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.
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