Claude Automation Recommender
anthropics/claude-plugins-official
Scans a codebase and suggests which Claude Code hooks, subagents, skills, plugins and MCP servers fit its stack, without changing any files.
A skill your agent uses when about to claim completion: 'done', 'fix complete', 'tests pass', 'build succeeded', 'shipped', 'no regressions', 'ready to merge', 'ready to ship'.
$ npx skills add FerroxLabs/ijfw --skill ijfw-verify -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install FerroxLabs/ijfw ijfw-verify --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/FerroxLabs/ijfw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/claude/skills/ijfw-verify .claude/skills/ijfw-verify && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "ijfw-verify" agent skill from https://github.com/FerroxLabs/ijfw/tree/main/claude/skills/ijfw-verify into .claude/skills/ijfw-verify/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijfw-verify", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/FerroxLabs/ijfw/tree/main/claude/skills/ijfw-verifyType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add FerroxLabs/ijfw --skill ijfw-verify -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install FerroxLabs/ijfw ijfw-verify --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FerroxLabs/ijfw.git skills-src && mkdir -p .agents/skills && cp -r skills-src/claude/skills/ijfw-verify .agents/skills/ijfw-verify && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ijfw-verify" agent skill from https://github.com/FerroxLabs/ijfw/tree/main/claude/skills/ijfw-verify into .agents/skills/ijfw-verify/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijfw-verify", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add FerroxLabs/ijfw --skill ijfw-verify -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install FerroxLabs/ijfw ijfw-verify --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FerroxLabs/ijfw.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/claude/skills/ijfw-verify .cursor/skills/ijfw-verify && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "ijfw-verify" agent skill from https://github.com/FerroxLabs/ijfw/tree/main/claude/skills/ijfw-verify into .cursor/skills/ijfw-verify/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijfw-verify", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/FerroxLabs/ijfw.git --path claude/skills/ijfw-verify--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add FerroxLabs/ijfw --skill ijfw-verify -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install FerroxLabs/ijfw ijfw-verify --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FerroxLabs/ijfw.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/claude/skills/ijfw-verify .gemini/skills/ijfw-verify && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "ijfw-verify" agent skill from https://github.com/FerroxLabs/ijfw/tree/main/claude/skills/ijfw-verify into .gemini/skills/ijfw-verify/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijfw-verify", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install FerroxLabs/ijfw ijfw-verifyInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add FerroxLabs/ijfw --skill ijfw-verify -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/FerroxLabs/ijfw.git skills-src && mkdir -p .github/skills && cp -r skills-src/claude/skills/ijfw-verify .github/skills/ijfw-verify && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "ijfw-verify" agent skill from https://github.com/FerroxLabs/ijfw/tree/main/claude/skills/ijfw-verify into .github/skills/ijfw-verify/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijfw-verify", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add FerroxLabs/ijfw --skill ijfw-verify -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install FerroxLabs/ijfw ijfw-verify --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FerroxLabs/ijfw.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/claude/skills/ijfw-verify .opencode/skills/ijfw-verify && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "ijfw-verify" agent skill from https://github.com/FerroxLabs/ijfw/tree/main/claude/skills/ijfw-verify into .opencode/skills/ijfw-verify/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijfw-verify", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
ijfw-verifyA skill your agent uses when about to claim completion: 'done', 'fix complete', 'tests pass', 'build succeeded', 'shipped', 'no regressions', 'ready to merge', 'ready to ship'.
Ijfw Verify is an agent skill from FerroxLabs/ijfw. Use when about to claim completion: 'done', 'fix complete', 'tests pass', 'build succeeded', 'shipped', 'no regressions', 'ready to merge', 'ready to ship'. Iron Law gate requiring fresh verification evidence in the same message as the claim; wires into runtime (verification-gate.js + the ijfwstate MCP tool subagent.post-done verb).
Its SKILL.md is about 2.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Agent Workflows, covering MCP servers and Subagents. The repository describes itself as: IJFW — It Just Fcking Works. Ferrox Labs' local-first infrastructure for AI coding agents: shared memory, smart routing, multi-AI cross-audits, disciplined workflow. The licence is MIT.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit eda62f3. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
npmgitcurlnodeFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use npm, git and curl, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Ijfw Verify loads about 2.4k tokens when it runs. Until then it costs about 87 tokens; SKILL.md has 1,261 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from FerroxLabs/ijfw at commit eda62f3, republished under its MIT licence (© FerroxLabs). 1,261 words, ~2,379 tokens.
.claude/skills/ijfw-verify/SKILL.md (or your agent's skills folder).NO COMPLETION CLAIMS WITHOUT FRESH VERIFICATION EVIDENCE.
If you haven't run the verification command in this message, you cannot claim it passes. "Earlier" doesn't count. "Should pass" doesn't count. "The code looks right" doesn't count.
Violating the letter of this rule is violating the spirit of this rule.
IJFW v1.4.x shipped at least four times with "done" claims that later turned out to be false: a v1.4.0 milestone declared "shipped" without verifying the GitHub mirror push had landed; v1.4.3 declared Windows CI "promoted to required" before the workflow file change had been merged; v1.4.4 had three of six parallel subagents return DONE without their checkpoints being written; and the Trident cross-audit at r13 reported PASS while one auditor (codex) was UNREACHABLE. Every one of those was an Iron-Law violation -- a claim without same-message evidence -- and every one cost a recovery wave.
This skill is the gate that catches it.
Before emitting any completion claim (verbal or structured):
Skip any step = lying, not verifying.
| Claim | Required evidence (same message) |
|---|---|
| "all tests pass" | Output of npm test (or the project's test command), exit 0, failure count = 0 |
| "build succeeded" | Output of the build command, exit 0 |
| "fixed the bug" | Reproduction output before + after the fix |
| "deployment complete" | Deployed URL + health-check (curl -fsS <url>) output |
| "implementation done" | Output proving the new behaviour (run the new code) |
| "no regressions" | Baseline test output + post-change test output |
| "all subagents DONE" | cat .ijfw/wave-*/subagent-*.checkpoint.json showing each checkpoint written |
| "wave complete" | node scripts/wave-status.js showing all subs DONE and commits resolved |
"Trident r<N> PASS" | All three auditor reports written and readable; no UNREACHABLE |
| "shipped to npm" | npm view <pkg> version returning the new version |
| "pushed to GitLab/GitHub" | git ls-remote <remote> <tag> returning the tag SHA |
| "ledger clean" | cat .ijfw/state/execute-issues.json showing zero unresolved entries |
If your claim is not in this table, the table is not exhaustive -- derive the required evidence from the spirit of the rule (see "Spirit over letter" below).
| Rationalization | Counter |
|---|---|
| "I'm in a hurry" | The hurry is exactly when evidence matters most. Hurry shipped v1.4.0 with a missing mirror. |
| "The code looks right" | Code reading proves nothing. Running it does. |
| "Tests should pass" | Run them. "Should" is not evidence. |
| "I already verified earlier" | Verify in the SAME message as the claim. State drifts; context windows lie. |
| "The subagent reported DONE" | Subagent reports are unverified by definition. Check the checkpoint file and the commit SHA. |
| "Trust the workflow state" | .ijfw/state/workflow.json records what was claimed, not what happened. Verify the artefact. |
| "I'm confident" | Confidence is not evidence. Three v1.4.x ships had confident authors. |
| "It worked last time" | Last time is not this time. Run it. |
| "The diff looks plausible" | "Plausibility is not correctness." (Verify-command preamble exists because people were shipping plausible diffs.) |
| "I'm tired" | Exhaustion is not an excuse. Stop and rest, or run the command. |
| "Just this once" | There is no "just this once". Every Iron-Law violation in IJFW history was a "just this once". |
| "Different words so the rule doesn't apply" | Spirit over letter. Paraphrased success is still a success claim. |
Status: DONE in a subagent handoffThis skill is the author-time half of IJFW's verification contract. The runtime half lives in mcp-server/src/orchestrator/verification-gate.js::checkVerificationGate (originally shipped in v1.4.4 as N5 as an advisory check) and is now invoked automatically by mcp-server/src/orchestrator/post-done-runner.js whenever the ijfw_state MCP tool's subagent.post-done verb fires after a subagent emits Status: DONE (v1.5.0-major / v1.5.0 T13 — single state-SDK MCP face).
What that means in practice:
Status: DONE anyway, the post-done runner will run checkVerificationGate against your checkpoint + commit + test output and downgrade the status to DONE_WITH_CONCERNS (or BLOCKED) when it detects an unsupported claim.Before emitting VERIFY PASS for a workflow phase, the existing ledger check still runs:
read_issues() {
local f=".ijfw/state/execute-issues.json"
[ -f "$f" ] || { printf '{"issues":[]}'; return; }
cat "$f"
}Any entry with status: unresolved (task-incomplete, task-stagnated, unsafe-verify, plan-review) blocks VERIFY PASS. Missing file = zero issues (day-1 fresh-install protection). This skill adds the Iron Law on top; it does not replace the ledger gate.
Every Verify finding is tagged:
Only VERIFIED findings clear the ship gate unattended. The Iron Law is what earns the VERIFIED tag -- a finding is not VERIFIED unless the verification command + output appears in the same message.
Evidence patterns in the tables above are examples, not exhaustive. The rule is:
Every completion claim in this message must be falsifiable from the tool calls in this message.
If a clever workaround would still leave a future reader unable to independently verify the claim from the message contents, the workaround is not allowed. Examples of disallowed workarounds:
git push verification.The runtime gate fires at four enumerated W3 boundaries -- the verbs that advance state ABOVE you:
phase.complete -- post-phase verdict; enforceVerificationGate refuses on red.phase.plan-check -- pre-execute plan validation; any HIGH-tier finding refuses dispatch.subagent.post-done -- subagent completion; runSelfCheck refuses when claimed files/commits aren't on disk.wave.advance (hard gate) -- mid-wave checkpoint-completeness; a wave that declares hard_gate: true refuses to advance while any registered subagent lacks a checkpoint.Discipline rule: collect verification evidence after the change, in the same message as the claim, before the boundary verb fires. The gate is the floor, not the ceiling -- pre-empting it is the job.
No shortcuts for verification.
Run the command. Read the output. Then claim the result.
This is non-negotiable.
© FerroxLabs, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in claude/skills/ijfw-verify of FerroxLabs/ijfw.
Open the folder on GitHubat commit eda62f3
Ijfw Verify next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Ijfw Verify this skillFerroxLabs/ijfw | 212 | — | ~2.4k | Automated safety check: Pass | MIT | |
| Claude Automation Recommenderanthropics/claude-plugins-official | 38k | 3 repos | ~2.7k | Automated safety check: Notes | Apache-2.0 | |
| CC Workflow Studio AI Editorbreaking-brake/cc-wf-studio | 5.4k | — | ~561 | Automated safety check: Pass | Custom licence | |
| Agent Deckasheshgoplani/agent-deck | 1k | — | ~1.7k | Automated safety check: Pass | MIT | |
| Bootstrapinfragate/capa | 724 | — | ~5.9k | Automated safety check: Pass | MIT | |
| Puppetmaster Agent Orchestrationprofessorpalmer/Puppetmaster | 467 | — | ~3.2k | Automated safety check: Pass | MIT |
anthropics/claude-plugins-official
Scans a codebase and suggests which Claude Code hooks, subagents, skills, plugins and MCP servers fit its stack, without changing any files.
breaking-brake/cc-wf-studio
Creates and edits visual agent workflows in CC Workflow Studio through conversation, with the agent reading and writing the canvas over MCP.
asheshgoplani/agent-deck
agent-deck, the terminal session manager for AI coding agents.
infragate/capa
Capify an existing project. An agent skill from infragate/capa.
professorpalmer/Puppetmaster
Operates and supervises Puppetmaster, a multi-agent orchestrator, through its MCP tools or CLI, picking the right verb for edits, reviews, audits and long-running jobs.
SalesforceAIResearch/agentforce-adlc
Build, modify, audit, repair, optimize, debug, and deploy agents with Agentforce Agent Script.
FerroxLabs/ijfw
Maintain canonical AGENTS.md (open spec). An agent skill from FerroxLabs/ijfw.
FerroxLabs/ijfw
A skill your agent uses when the user says: 'design', 'redesign', 'UI', 'UX', 'dashboard', 'page', 'component', 'make it look better', 'polish', 'pretty', 'professional', 'user experience'…
FerroxLabs/ijfw
A skill your agent uses when a milestone is shipping and you need to archive its artifacts, generate a summary, and seed the next milestone.
FerroxLabs/ijfw
Challenge decisions, surface counter-arguments, flag assumptions.
FerroxLabs/ijfw
Generate a cross-platform multi-model audit (Trident) on a diff, brief, or artifact.
FerroxLabs/ijfw
Root-cause analysis with hypothesis tracking. An agent skill from FerroxLabs/ijfw.
Categories
A skill your agent uses when about to claim completion: 'done', 'fix complete', 'tests pass', 'build succeeded', 'shipped', 'no regressions', 'ready to merge', 'ready to ship'. Ijfw Verify is an agent skill from FerroxLabs/ijfw. Use when about to claim completion: 'done', 'fix complete', 'tests pass', 'build succeeded', 'shipped', 'no regressions', 'ready to merge', 'ready to ship'.
Ijfw Verify fits situations like: about to claim completion: done; build succeeded.
Run `npx skills add FerroxLabs/ijfw --skill ijfw-verify -a claude-code`. Or copy the skill folder (claude/skills/ijfw-verify in FerroxLabs/ijfw) into .claude/skills/ijfw-verify in your project. Claude Code loads it when a task matches its description.
Run `npx skills add FerroxLabs/ijfw --skill ijfw-verify -a codex`. Or copy the skill folder (claude/skills/ijfw-verify in FerroxLabs/ijfw) into .agents/skills/ijfw-verify in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add FerroxLabs/ijfw --skill ijfw-verify -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ijfw-verify, .gemini/skills/ijfw-verify, .github/skills/ijfw-verify and .opencode/skills/ijfw-verify in your project.
Going by SKILL.md and its folder, Ijfw Verify needs the command-line tools its instructions call (npm, git, curl and node).
SKILL.md contains no URLs. Its commands use npm, git and curl, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Ijfw Verify is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.4k tokens (SKILL.md is roughly 9.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Ijfw Verify: Claude Automation Recommender (anthropics/claude-plugins-official, 38k stars), CC Workflow Studio AI Editor (breaking-brake/cc-wf-studio, 5.4k stars), Agent Deck (asheshgoplani/agent-deck, 1k stars) and Bootstrap (infragate/capa, 724 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
FerroxLabs (a GitHub user) maintains it in FerroxLabs/ijfw, which has 212 GitHub stars. The repository holds 38 skills in this directory. The repository was last updated on October 5, 2026.
Source: FerroxLabs/ijfw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.