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/FerroxLabs/ijfwWrote 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/ferroxlabs/ijfw/claude)<a href="https://agentmods.dev/plugins/ferroxlabs/ijfw/claude"><img src="https://agentmods.dev/badge/plugins/ferroxlabs/ijfw/claude/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/ferroxlabs/ijfw/claude"><img src="https://agentmods.dev/badge/plugins/ferroxlabs/ijfw/claude.svg" alt="Reviewed on agentmods" width="80" height="20"></a>Grade A, and why
ijfw 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 1mo 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.
What it actually says
{
"name": "ijfw",
"version": "1.6.5",
"description": "AI efficiency framework. Smarter output, intelligent routing, persistent memory, context discipline, project workflows. One install. Zero config. It just fucking works.",
"author": {
"name": "Sean Donahoe",
"url": "https://github.com/TheRealSeanDonahoe"
},
"contributors": [
{
"name": "Ferrox Labs",
"url": "https://ferroxlabs.com"
}
],
"homepage": "https://github.com/FerroxLabs/ijfw",
"repository": "https://github.com/FerroxLabs/ijfw",
"license": "MIT",
"keywords": [
"efficiency",
"memory",
"routing",
"workflow",
"terse",
"optimization"
]
}
What it installs
The manifest is a name and a version. 34 skills, 22 commands, 37 agents, 6 hooks travel with it, and installing the plugin installs all of them — 3,838 tokens a session between them. Each is measured on its own page, and each can be installed alone.
- Skill ijfw-team A 43 tokens
- Skill ijfw-workflow A 70 tokens
- Skill ijfw-agents-md A 38 tokens
- Skill ijfw-plan A 95 tokens
- Skill ijfw-plan-check A 76 tokens
- Skill ijfw-verify A 83 tokens
- Skill ijfw-writing-skills A 69 tokens
- Skill ijfw-new-milestone A 63 tokens
- Skill ijfw-ship A 139 tokens
- Skill ijfw-ui-spec A 83 tokens
- Skill ijfw-complete-milestone A 62 tokens
- Skill ijfw-critique A 55 tokens
- Skill ijfw-milestone-summary A 79 tokens
- Skill ijfw-new-project A 61 tokens
- Skill ijfw-review A 65 tokens
- Skill ijfw-spec-phase A 54 tokens
- Skill ijfw-tdd A 45 tokens
- Skill ijfw-cross-audit A 67 tokens
- Skill ijfw-debug A 31 tokens
- Skill ijfw-metrics A 33 tokens
- Skill ijfw-dashboard A 48 tokens
- Skill ijfw-memory-audit A 31 tokens
- Skill ijfw-preflight A 47 tokens
- Skill ijfw-commit A 22 tokens
- Skill ijfw-handoff A 23 tokens
- Skill ijfw-recall A 40 tokens
- Skill ijfw-summarize A 32 tokens
- Skill ijfw-receiving-review A 75 tokens
- Skill ijfw-compute A 66 tokens
- Skill ijfw-core A 38 tokens
- Skill ijfw-update A 36 tokens
- Skill ijfw-compress A 20 tokens
- Skill ijfw-design B 72 tokens
- Skill ijfw-auto-memorize C 37 tokens
- Command cross-audit A 55 tokens
- Command cross-critique A 65 tokens
- Command cross-research A 52 tokens
- Command consolidate A 21 tokens
- Command ijfw-status A 41 tokens
- Command ijfw-verify A 31 tokens
- Command ijfw-audit A 28 tokens
- Command ijfw-ship A 32 tokens
- Command ijfw A 20 tokens
- Command team A 23 tokens
- Command memory-audit A 21 tokens
- Command memory-why A 18 tokens
- Command ijfw-execute A 36 tokens
- Command ijfw-plan A 36 tokens
- Command ijfw-help A 50 tokens
- Command mode A 22 tokens
- Command ijfw-metrics A 37 tokens
- Command doctor A 19 tokens
- Command workflow A 28 tokens
- Command compress A 28 tokens
- Command handoff A 21 tokens
- Command memory-consent A 23 tokens
- Agent ijfw-ui-auditor A 64 tokens
- Agent ijfw-roadmapper A 30 tokens
- Agent builder A 40 tokens
- Agent ijfw-assumptions-analyzer A 34 tokens
- Agent ijfw-code-fixer A 41 tokens
- Agent ijfw-debug-session-manager A 24 tokens
- Agent ijfw-discuss-phase A 92 tokens
- Agent ijfw-executor A 28 tokens
- Agent ijfw-extract-learnings A 31 tokens
- Agent ijfw-risk-reviewer A 35 tokens
- Agent ijfw-strategy-lead A 35 tokens
- Agent ijfw-accessibility-reviewer A 37 tokens
- Agent ijfw-campaign-strategist A 35 tokens
- Agent ijfw-design-critic A 32 tokens
- Agent ijfw-method-reviewer A 34 tokens
- Agent ijfw-research-lead A 34 tokens
- Agent ijfw-accessibility-eng A 25 tokens
- Agent ijfw-copy-reviewer A 30 tokens
- Agent ijfw-dep-audit A 28 tokens
- Agent ijfw-doc-writer A 28 tokens
- Agent ijfw-line-editor A 31 tokens
- Agent ijfw-llm-budget-watcher A 29 tokens
- Agent ijfw-lore-keeper A 29 tokens
- Agent ijfw-narrative-continuity-checker A 32 tokens
- Agent ijfw-nyquist-auditor A 27 tokens
- Agent ijfw-plan-checker A 26 tokens
- Agent ijfw-ralph-loop-runner A 31 tokens
- Agent ijfw-release-eng A 30 tokens
- Agent ijfw-doc-verifier A 29 tokens
- Agent ijfw-integration-checker A 24 tokens
- Agent ijfw-pattern-mapper A 32 tokens
- Agent ijfw-security-auditor A 25 tokens
- Agent architect A 36 tokens
- Agent scout A 33 tokens
- Agent ijfw-debugger B 18 tokens
- Agent ijfw-codebase-mapper C 35 tokens
- Agent ijfw-e2e-runner D 29 tokens
- Hook PostToolUse A not measured
- Hook PreCompact A not measured
- Hook UserPromptSubmit A not measured
- Hook Stop A not measured
- Hook PreToolUse A not measured
- Hook SessionStart A not measured
What ships with it
1 file beside plugin.json in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 1mo ago First seen · 27 lines scan A c5880b9d6e08
ijfw is a plugin published in the GitHub repository FerroxLabs/ijfw (214 stars, last pushed 5d ago), licensed MIT. 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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