{"slug":"sangrokjung-loop-forge","name":"loop-forge","description":"Turn a one-line description of a repetitive task into a reusable, self-guarding\nslash command. loop-forge diagnoses the task into one of 5 loop shapes (Batch /\nPipeline / Refine / Watch / Explore), interviews for the blanks, and auto-injects\ntwo safety devices the user didn't know they needed — an independent verifier\n(maker ≠ checker) and a hardstop (a budget/count/cooldown ceiling) — then previews\nthe result and stamps it as a `/command` they can run forever. Use when the user\nsays \"/loop\", \"/loop-forge\", \"/make-it-loop\", \"automate this\", \"make this\nrepeatable\", \"turn this into a command\", \"do this for all 100 items\", \"do X every\ntime Y happens\", \"generate several and pick the best\", or otherwise wants to\ncapture a recurring task as a reusable slash command instead of re-typing the\nprompt by hand. Works in any language: it interviews the user and writes the\nstamped command in the user's own language. Non-goal — it does not schedule\nunattended runs (launchd/cron) or publish externally","long_description":"---\nname: loop-forge\ndescription: |\n Turn a one-line description of a repetitive task into a reusable, self-guarding\n slash command. loop-forge diagnoses the task into one of 5 loop shapes (Batch /\n Pipeline / Refine / Watch / Explore), interviews for the blanks, and auto-injects\n two safety devices the user didn't know they needed — an independent verifier\n (maker ≠ checker) and a hardstop (a budget/count/cooldown ceiling) — then previews\n the result and stamps it as a `/command` they can run forever. Use when the user\n says \"/loop\", \"/loop-forge\", \"/make-it-loop\", \"automate this\", \"make this\n repeatable\", \"turn this into a command\", \"do this for all 100 items\", \"do X every\n time Y happens\", \"generate several and pick the best\", or otherwise wants to\n capture a recurring task as a reusable slash command instead of re-typing the\n prompt by hand. Works in any language: it interviews the user and writes the\n stamped command in the user's own language. Non-goal — it does not schedule\n unattended runs (launchd/cron) or publish externally on its own; it stamps the\n reusable command and stops there.\n---\n\n# loop-forge — stamp a guarded, reusable loop (`/loop-forge`)\n\n> Picture an engraving shop. A customer who can't engrave walks in and just\n> *describes* the seal they keep needing — \"I want to do this over and over.\"\n> The artisan ① recognizes which of 5 standard molds (loop shapes) it is, ② asks\n> what letters to cut (the blanks), ③ cuts them into a proven mold, ④ automatically\n> fits a \"misprint detector\" (the verifier) and an \"out-of-ink stop\" (the hardstop),\n> ⑤ pulls one test impression to show the customer, and ⑥ once they approve, hands\n> back a reusable `/command` they can stamp again any time — the same in Claude Code\n> and in any other agent via a paste-able prompt.\n\n## What this tool actually does\n\nSomeone who doesn't code can't author a reusable `/command` that makes an AI repeat\na task reliably. loop-forge closes that gap. It takes a vague one-liner and stamps\nit into a **reusable slash command**, while automatically attaching the two safety\ndevices a non-developer doesn't even know to ask for:\n\n- **Verifier (maker ≠ checker)** — the loop's output is re-checked in a pass that is\n *separate* from the pass that produced it, so the loop can't grade its own\n homework.\n- **Hardstop** — a budget/count/cooldown ceiling, so a loop can't quietly break\n while burning tokens.\n\nThat auto-injection is the decisive difference from a plain prompt generator or a\ndeveloper-facing skill builder.\n\n**Before → after (the elevator demo):**\n\n```\nUser: \"I want to summarize 100 shop reviews into 3 lines each\"\n │\nloop-forge:\n 1. Diagnoses → Batch loop\n 2. Interviews → where are the items? per-item task? where does output land? a cap?\n 3. Auto-injects → verifier (count in == count out + independent spot re-check)\n + hardstop (max_items budget + per-item fail cap + abort at 20% failure)\n 4. Previews → \"here's how it will run\" (+ optional 1-item sample)\n 5. Stamps → /review-summary (reusable forever; safety baked in)\n```\n\n## When it triggers\n\n- `/loop` or `/loop \"\"` (full command `/loop-forge`; alias\n `/make-it-loop`)\n- \"automate this\" / \"make this repeatable\" / \"turn this into a command\"\n- \"summarize all 100 reviews\" / \"do this for every item\"\n- \"do X every time an email arrives\" / \"alert me when a condition is met\"\n- \"generate a few options and pick the best one\"\n- any time you'd rather capture a recurring task as a reusable `/command` than\n re-type the prompt by hand\n\nTriggers are matched on **intent, in any language** — the same phrasing in Korean,\nSpanish, Japanese, etc. activates the skill, and the whole interaction then runs in\nthat language (see \"Runs in your language\" below).\n\n## Runs in your language (English asset, multilingual behavior)\n\nEvery file in this skill is English — there is no per-language copy. At runtime the\norchestrator detects the user's language from their one-liner and conducts the\n*entire* interaction in it: the analogy, every interview question, the missing-slot\nre-asks, the default-value confirmations, and the dry-run preview. The stamped\n`/command`'s human-readable prose (description, procedure, verifier/hardstop\nexplanations) is written in the user's language, while the structural tokens\n(frontmatter keys, the archetype id, registry field names, and the ASCII slug\n`name`) stay canonical so any teammate's harness can still parse it. This is\nLLM-driven — there is no translation table.\n\n## The 5 loop shapes (everything this tool stamps)\n\nNon-developer work reduces to five shapes. There is **no sixth** — never invent one\n(YAGNI). If a request doesn't fit, diagnose the nearest shape or ask one branch\nquestion.\n\n| Shape | One line | Catalog |\n|---|---|---|\n| **Batch** | Same task across N items, none skipped | `references/archetypes/batch.md` |\n| **Pipeline** | Pass through ordered stages A→B→C | `references/archetypes/pipeline.md` |\n| **Refine** | Make → evaluate → fix, repeated | `references/archetypes/refine.md` |\n| **Watch** ⚠ most dangerous | Watch a target, act when a condition fires | `references/archetypes/watch.md` |\n| **Explore** | Diverge into N candidates → converge to best K | `references/archetypes/explore.md` |\n\n---\n\n## 6-stage orchestration (the main flow)\n\nFollow the flow exactly; each stage calls a specific asset (lazy-loaded).\n\n> **Helper-script paths (install-portable)**: the `tools/` and `references/` paths\n> below are relative to *this skill's own directory*. If a relative call can't find a\n> file, resolve it under the skill root — `$HOME/.claude/skills/loop-forge/…` for\n> `install.sh` installs, or `${CLAUDE_PLUGIN_ROOT}/skills/loop-forge/…` for marketplace\n> (`/plugin install`) installs. Every helper is **optional**: if it's still\n> unavailable (or `python3` is missing), perform the step yourself from the referenced\n> doc — `classify_signals.py` is only a hint and `check_safety.py` only re-checks what\n> Stage 4 already injected, so the flow degrades gracefully without them.\n\n### Stage 1 — Entry\n- Receive the one-line situation via `$ARGUMENTS`.\n- If it's empty, ask first (in the user's language): **\"What task do you keep doing\n by hand? Describe it in one line.\"** (e.g. \"I want to summarize 100 shop reviews\n into 3 lines each.\")\n\n### Stage 2 — Diagnose the shape\n- First-pass hint: run `tools/classify_signals.py \"\"` to get `ranked`\n (per-shape signal scores) and `ambiguous` (a tie flag). **This is only a hint —\n the LLM makes the final call** using the semantic signal table in\n `references/classifier.md`. The scorer ships an English keyword set; for\n non-English input it returns no signal, and the LLM classifies from meaning\n (language-agnostic), so classification never depends on surface keywords.\n- If one candidate is clear, name it in plain language (\"This is a **Batch** loop\").\n- If `ambiguous` (a top-2 tie) or a known conflict pair, fire the **branch question**\n from `classifier.md` — e.g. \"All 100 at once? → Batch. Or each time a new one\n arrives? → Watch.\"\n\n### Stage 3 — Interview for the blanks\n- Pull the confirmed shape's slot questions from `references/interviewer.md` (each\n shape has its own set) and ask them with AskUserQuestion, in plain language.\n- Apply the **missing-slot re-ask rule**: if the output location\n (`output_format`/`final_artifact`), the hardstop inputs\n (`max_items`/`max_iterations`/`period_limit`), or the eval criteria are left as\n \"you decide,\" re-ask; if still blank, offer conservative defaults explicitly\n (Batch max 50 · Refine 4 iterations · Watch 20 actions/day, 5-min cooldown).\n- For a **Watch** loop whose triggered action is external (sending/posting), ask\n \"Preview before sending, or approve each one yourself?\" to set `external_action=true`\n and the gate.\n- Two common questions: **scope** (\"Just this project, or usable anywhere?\" →\n `project｜global`) and **name** (propose a slug, then confirm; a non-Latin answer\n is transliterated to an ASCII slug and confirmed).\n\n### Stage 4 — Assemble (+ auto-inject safety + static check)\n- Use `references/assembler.md` to substitute the slot values into the shape's\n skeleton (the `{slot}` placeholders), producing a **neutral loop spec JSON**\n (`references/loop-spec-schema.md`, 9 fields:\n `name / archetype / label / situation / scope / slots / skeleton /\n external_action / registry`).\n- **Auto-inject safety**: copy the \"default verifier\" and \"default hardstop\" text\n from the chosen `archetypes/.md` into `registry.verifier` /\n `registry.hardstop`, and fill `registry.trigger / gate / accepted_signal` from the\n shape's mapping. For Watch (or any `external_action == true`), set the\n **language-independent** `registry.external_gate` to `dry_run` or `human_approval`\n (never `none`), matching the Stage-3 answer.\n- **Static gate**: run `tools/check_safety.py `. Exit 2 (missing verifier\n or hardstop, or a Watch/external loop without an `external_gate`) → **bounce back\n to Stage 3** to fill the gap. Only exit 0 proceeds. **This gate is\n non-bypassable.**\n\n> The loop-registry's 5 cells — **trigger / gate / verifier / hardstop /\n> accepted_signal** — are first-class under `registry`, so every stamped loop is born\n> registry-shaped. The added `external_gate` enum is what makes the Watch safety\n> check pass in any language (it gates on the enum, not on prose markers).\n\n### Stage 5 — Dry-run preview (the approval gate)\n- Follow `assembler.md`'s **per-shape dry-run depth**: default = a text description\n (\"here's how it will run\": skeleton + slots + a summary of the injected safety);\n Batch/Explore may optionally run a 1-item sample (state the cost); **Watch =\n description only — running a real poll could fire a real send, so never sample it**;\n Pipeline/Refine = description plus, optionally, the first stage or one iteration.\n- Show the preview and get **explicit approval**. **No approval, no stamping.**\n\n### Stage 6 — Stamp (equivalent outputs)\n- **Primary — Claude Code**: render with `references/renderers/claude-code.md`, then\n save by scope to `/.claude/commands/.md` (project) or\n `~/.claude/commands/.md` (global). Invoke with `/` + `$ARGUMENTS`.\n- **Optional — Portable Prompt**: render with\n `references/renderers/portable-prompt.md` into a harness-agnostic, paste-able\n prompt block (works in any agent — paste the body into the session). This is an\n opt-in bonus, not required.\n- **Equivalence contract**: the skeleton, verifier, hardstop, and accepted-signal\n text are **byte-identical** across both outputs; the only allowed difference is the\n invocation/variable syntax.\n- Finish by telling the user how to run it (Claude Code: `/ `; Portable\n Prompt: paste the block into your agent).\n\n---\n\n## Never do this (CRITICAL)\n\n- ❌ **Never stamp without the Stage-5 approval.** Creating the command file is an\n irreversible artifact — a person sees the preview and says yes first.\n- ❌ **Never stamp a spec missing a verifier or hardstop.** If `check_safety.py`\n exits 2, bounce to the interview; never bypass it. Auto-injecting the two safety\n devices a non-developer doesn't know to ask for is this tool's whole reason to\n exist.\n- ❌ **Never stamp a Watch/external action without a dry-run or human-approval gate.**\n A monitor whose action is outbound (sending, posting, hitting a webhook) must carry\n \"preview or human-approve first\" — `registry.external_gate ∈ {dry_run,\n human_approval}`. It's the most dangerous shape, and the principle is \"outbound\n action = independent gate\" (the way email is drafted, then a human sends).\n- ❌ **Never invent a sixth shape.** Reduce everything to\n Batch / Pipeline / Refine / Watch / Explore (YAGNI). If it doesn't fit, diagnose\n the nearest shape or ask one branch question.\n- ❌ **Don't reimplement skill-creator / writing-skills.** Those are developer-facing\n authoring engines. loop-forge is","tagline":"Turn a one-line description of a repetitive task into a reusable, self-guarding\nslash command. loop-forge diagnoses the task into one of 5 loop shapes (Batch /\nPipeline / Refine / Watch / Explore), interviews for the blanks, and auto-injects\ntwo safety devices the user didn't kno","category":"research","tags":["agent-skill"],"author":"sangrokjung","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"github candidate review","sourceDetail":"sangrokjung/claude-forge","creatorName":"sangrokjung","creatorUrl":"https://github.com/sangrokjung","sourceUrl":"https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/sangrokjung-loop-forge#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":825,"forks":176,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":43.97},"quality":{"score":76,"tier":"strong","label":"Strong","summary":"Solid option that is likely worth shortlisting for production workflows.","signals":[{"label":"GitHub stars","value":"825","tone":"positive"},{"label":"Freshness","value":"3d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v5","score":72,"base_score":80,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["72/100 Trust Score v5","80/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":76,"weight":0.13,"status":"info","detail":"825 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":71,"weight":0.08,"status":"info","detail":"825 stars, 176 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"3d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":86,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":82,"weight":0.12,"status":"pass","detail":"network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add sangrokjung/claude-forge --skill loop-forge"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":36,"weight":0.07,"status":"fail","detail":"shell or command execution, filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"825 GitHub stars"},{"status":"info","label":"Stars/forks activity","detail":"825 stars, 176 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"3d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"pass","label":"Dependency/runtime risk","detail":"network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add sangrokjung/claude-forge --skill loop-forge"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"shell or command execution, filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Meaningful GitHub adoption signal","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"825 GitHub stars","repoActivity":"825 stars, 176 forks","lastPushed":"3d since push","license":"MIT","repository":"https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge","install":"npx skills add sangrokjung/claude-forge --skill loop-forge","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add sangrokjung/claude-forge --skill loop-forge","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","3d since push","Financial domain: human review is required before use in a live investment workflow.","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms","source_version"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["research","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add sangrokjung/claude-forge --skill loop-forge","trust_score":72,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["research","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":80,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"trust_score_v5":{"version":"trust-score-v5","score":72,"base_score":80,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["72/100 Trust Score v5","80/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":76,"weight":0.13,"status":"info","detail":"825 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":71,"weight":0.08,"status":"info","detail":"825 stars, 176 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"3d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":86,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":82,"weight":0.12,"status":"pass","detail":"network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add sangrokjung/claude-forge --skill loop-forge"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":36,"weight":0.07,"status":"fail","detail":"shell or command execution, filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"825 GitHub stars"},{"status":"info","label":"Stars/forks activity","detail":"825 stars, 176 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"3d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"pass","label":"Dependency/runtime risk","detail":"network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add sangrokjung/claude-forge --skill loop-forge"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"shell or command execution, filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Meaningful GitHub adoption signal","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"825 GitHub stars","repoActivity":"825 stars, 176 forks","lastPushed":"3d since push","license":"MIT","repository":"https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge","install":"npx skills add sangrokjung/claude-forge --skill loop-forge","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add sangrokjung/claude-forge --skill loop-forge","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","3d since push","Financial domain: human review is required before use in a live investment workflow.","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Financial research output is not financial advice; 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require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":80,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"trust_score_v4":{"version":"trust-score-v4","score":80,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout.","recommendedAction":"Test in a sandbox workflow and compare its install path with close alternatives.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":76,"weight":0.13,"status":"info","detail":"825 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":71,"weight":0.08,"status":"info","detail":"825 stars, 176 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"3d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":86,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":82,"weight":0.12,"status":"pass","detail":"network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add sangrokjung/claude-forge --skill loop-forge"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":36,"weight":0.07,"status":"fail","detail":"shell or command execution, filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"825 GitHub stars"},{"status":"info","label":"Stars/forks activity","detail":"825 stars, 176 forks; 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require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["research","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. 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Useful for discovery, but not for autonomous installation.","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_policy":"review","reasons":["High-risk permission hints: Shell or command execution","51/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"shell","label":"Shell or command execution","reason":"Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.","severity":"high"},{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["High-risk permission hints: Shell or command execution","Permission surface may require sandboxing"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","auto_install_policy":"review","auto_install_allowed":false,"blocked":false,"human_review_required":true,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","reasons":["High-risk permission hints: Shell or command execution","51/100 agent safety score"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"failed","score":75,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Permission surface: shell or command execution, filesystem or document access","auto_install_allowed":false,"policy":"block","human_review_required":true},"blockers":["Permission surface: shell or command execution, filesystem or document access"],"warnings":["Trust score: Good trust signals with a few areas worth checking before rollout.","Audit score: Needs review","Agent safety gate: Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","High-risk permission hints: Shell or command execution","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":94,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate loop-forge before installing it in an agent workflow","research","Research agents workflows; Claude Code teams; teams that value GitHub adoption signals"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add sangrokjung/claude-forge --skill loop-forge"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add sangrokjung/claude-forge --skill loop-forge"]},{"id":"trust_score","label":"Trust score","status":"warn","score":80,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","825 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"warn","score":83,"required_for_auto_install":true,"detail":"Needs review","evidence":["Permission surface may require sandboxing"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":51,"required_for_auto_install":true,"detail":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","evidence":["Test manually in an isolated workspace and compare against safer alternatives.","High-risk permission hints: Shell or command execution"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":86,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"MIT","evidence":["MIT"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"3d since push","evidence":["3d since push"]},{"id":"permission_surface","label":"Permission surface","status":"fail","score":36,"required_for_auto_install":true,"detail":"shell or command execution, filesystem or document access","evidence":["Shell or command execution: high","Network access: medium","Filesystem access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"info","score":55,"required_for_auto_install":false,"detail":"No close alternatives were found in the current shortlist.","evidence":[]}],"endpoints":{"web":"https://www.openagentskill.com/skills/sangrokjung-loop-forge/evals","api":"/api/agent/evals?slug=sangrokjung-loop-forge","text":"/api/agent/evals?slug=sangrokjung-loop-forge&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"sangrokjung-loop-forge","name":"loop-forge","description":"Turn a one-line description of a repetitive task into a reusable, self-guarding\nslash command. loop-forge diagnoses the task into one of 5 loop shapes (Batch /\nPipeline / Refine / Watch / Explore), interviews for the blanks, and auto-injects\ntwo safety devices the user didn't know they needed — an independent verifier\n(maker ≠ checker) and a hardstop (a budget/count/cooldown ceiling) — then previews\nthe result and stamps it as a `/command` they can run forever. Use when the user\nsays \"/loop\", \"/loop-forge\", \"/make-it-loop\", \"automate this\", \"make this\nrepeatable\", \"turn this into a command\", \"do this for all 100 items\", \"do X every\ntime Y happens\", \"generate several and pick the best\", or otherwise wants to\ncapture a recurring task as a reusable slash command instead of re-typing the\nprompt by hand. Works in any language: it interviews the user and writes the\nstamped command in the user's own language. Non-goal — it does not schedule\nunattended runs (launchd/cron) or publish externally","category":"research","url":"https://www.openagentskill.com/skills/sangrokjung-loop-forge","repository":"https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge","github_repo":"sangrokjung/claude-forge"},"suited_tasks":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals","Search sources","Extract claims","Synthesize findings","Move data between tools","Transform files"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add sangrokjung/claude-forge --skill loop-forge","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add sangrokjung-loop-forge"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"loop-forge\" agent skill from https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Turn a one-line description of a repetitive task into a reusable, self-guarding slash command. loop-forge diagnoses the task into one of 5 loop shapes (Batch / Pipeline / Refine / Watch / Explore), interviews for the blanks, and auto-injects two safety devices the user didn't know they needed — an independent verifier (maker ≠ checker) and a hardstop (a budget/count/cooldown ceiling) — then previews the result and stamps it as a `/command` they can run forever. Use when the user says \"/loop\", \"/loop-forge\", \"/make-it-loop\", \"automate this\", \"make this repeatable\", \"turn this into a command\", \"do this for all 100 items\", \"do X every time Y happens\", \"generate several and pick the best\", or otherwise wants to capture a recurring task as a reusable slash command instead of re-typing the prompt by hand. Works in any language: it interviews the user and writes the stamped command in the user's own language. Non-goal — it does not schedule unattended runs (launchd/cron) or publish externally After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"sangrokjung-loop-forge\",\"task\":\"Install loop-forge\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"loop-forge\" as a Claude Code skill from https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Turn a one-line description of a repetitive task into a reusable, self-guarding slash command. loop-forge diagnoses the task into one of 5 loop shapes (Batch / Pipeline / Refine / Watch / Explore), interviews for the blanks, and auto-injects two safety devices the user didn't know they needed — an independent verifier (maker ≠ checker) and a hardstop (a budget/count/cooldown ceiling) — then previews the result and stamps it as a `/command` they can run forever. Use when the user says \"/loop\", \"/loop-forge\", \"/make-it-loop\", \"automate this\", \"make this repeatable\", \"turn this into a command\", \"do this for all 100 items\", \"do X every time Y happens\", \"generate several and pick the best\", or otherwise wants to capture a recurring task as a reusable slash command instead of re-typing the prompt by hand. Works in any language: it interviews the user and writes the stamped command in the user's own language. Non-goal — it does not schedule unattended runs (launchd/cron) or publish externally After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"sangrokjung-loop-forge\",\"task\":\"Install loop-forge\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"loop-forge\" from https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Turn a one-line description of a repetitive task into a reusable, self-guarding slash command. loop-forge diagnoses the task into one of 5 loop shapes (Batch / Pipeline / Refine / Watch / Explore), interviews for the blanks, and auto-injects two safety devices the user didn't know they needed — an independent verifier (maker ≠ checker) and a hardstop (a budget/count/cooldown ceiling) — then previews the result and stamps it as a `/command` they can run forever. Use when the user says \"/loop\", \"/loop-forge\", \"/make-it-loop\", \"automate this\", \"make this repeatable\", \"turn this into a command\", \"do this for all 100 items\", \"do X every time Y happens\", \"generate several and pick the best\", or otherwise wants to capture a recurring task as a reusable slash command instead of re-typing the prompt by hand. Works in any language: it interviews the user and writes the stamped command in the user's own language. Non-goal — it does not schedule unattended runs (launchd/cron) or publish externally After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"sangrokjung-loop-forge\",\"task\":\"Install loop-forge\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/sangrokjung-loop-forge/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/sangrokjung-loop-forge"},"trust":{"score":80,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"825 GitHub stars","repoActivity":"825 stars, 176 forks","lastPushed":"3d since push","license":"MIT","repository":"https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge","install":"npx skills add sangrokjung/claude-forge --skill loop-forge","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","agent-skill"],"known_risks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":83,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":76,"label":"Strong"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","maintenance":"3d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","High-risk permission hints: Shell or command execution","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review"],"agent_contract":{"task_input":"Use loop-forge in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 80/100 Strong shortlist","Audit: 83/100 Needs review","Safety: 51/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"sangrokjung-loop-forge (loop-forge)","install_command":"npx skills add sangrokjung/claude-forge --skill loop-forge","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"","skill_slug":"sangrokjung-loop-forge","task":"Use loop-forge in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/sangrokjung-loop-forge","api":"https://www.openagentskill.com/api/agent/skills/sangrokjung-loop-forge","audit":"https://www.openagentskill.com/skills/sangrokjung-loop-forge/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=sangrokjung-loop-forge&task=Use%20loop-forge%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20loop-forge%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20loop-forge%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/sangrokjung-loop-forge/install","manifest":"https://www.openagentskill.com/api/registry/manifest/sangrokjung-loop-forge"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"sangrokjung-loop-forge","name":"loop-forge","description":"Turn a one-line description of a repetitive task into a reusable, self-guarding\nslash command. loop-forge diagnoses the task into one of 5 loop shapes (Batch /\nPipeline / Refine / Watch / Explore), interviews for the blanks, and auto-injects\ntwo safety devices the user didn't know they needed — an independent verifier\n(maker ≠ checker) and a hardstop (a budget/count/cooldown ceiling) — then previews\nthe result and stamps it as a `/command` they can run forever. Use when the user\nsays \"/loop\", \"/loop-forge\", \"/make-it-loop\", \"automate this\", \"make this\nrepeatable\", \"turn this into a command\", \"do this for all 100 items\", \"do X every\ntime Y happens\", \"generate several and pick the best\", or otherwise wants to\ncapture a recurring task as a reusable slash command instead of re-typing the\nprompt by hand. Works in any language: it interviews the user and writes the\nstamped command in the user's own language. Non-goal — it does not schedule\nunattended runs (launchd/cron) or publish externally","category":"research","url":"https://www.openagentskill.com/skills/sangrokjung-loop-forge","repository":"https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge","github_repo":"sangrokjung/claude-forge"},"suited_tasks":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals","Search sources","Extract claims","Synthesize findings","Move data between tools","Transform files"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add sangrokjung/claude-forge --skill loop-forge","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add sangrokjung-loop-forge"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"loop-forge\" agent skill from https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Turn a one-line description of a repetitive task into a reusable, self-guarding slash command. loop-forge diagnoses the task into one of 5 loop shapes (Batch / Pipeline / Refine / Watch / Explore), interviews for the blanks, and auto-injects two safety devices the user didn't know they needed — an independent verifier (maker ≠ checker) and a hardstop (a budget/count/cooldown ceiling) — then previews the result and stamps it as a `/command` they can run forever. Use when the user says \"/loop\", \"/loop-forge\", \"/make-it-loop\", \"automate this\", \"make this repeatable\", \"turn this into a command\", \"do this for all 100 items\", \"do X every time Y happens\", \"generate several and pick the best\", or otherwise wants to capture a recurring task as a reusable slash command instead of re-typing the prompt by hand. Works in any language: it interviews the user and writes the stamped command in the user's own language. Non-goal — it does not schedule unattended runs (launchd/cron) or publish externally After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"sangrokjung-loop-forge\",\"task\":\"Install loop-forge\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"loop-forge\" as a Claude Code skill from https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Turn a one-line description of a repetitive task into a reusable, self-guarding slash command. loop-forge diagnoses the task into one of 5 loop shapes (Batch / Pipeline / Refine / Watch / Explore), interviews for the blanks, and auto-injects two safety devices the user didn't know they needed — an independent verifier (maker ≠ checker) and a hardstop (a budget/count/cooldown ceiling) — then previews the result and stamps it as a `/command` they can run forever. Use when the user says \"/loop\", \"/loop-forge\", \"/make-it-loop\", \"automate this\", \"make this repeatable\", \"turn this into a command\", \"do this for all 100 items\", \"do X every time Y happens\", \"generate several and pick the best\", or otherwise wants to capture a recurring task as a reusable slash command instead of re-typing the prompt by hand. Works in any language: it interviews the user and writes the stamped command in the user's own language. Non-goal — it does not schedule unattended runs (launchd/cron) or publish externally After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"sangrokjung-loop-forge\",\"task\":\"Install loop-forge\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"loop-forge\" from https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Turn a one-line description of a repetitive task into a reusable, self-guarding slash command. loop-forge diagnoses the task into one of 5 loop shapes (Batch / Pipeline / Refine / Watch / Explore), interviews for the blanks, and auto-injects two safety devices the user didn't know they needed — an independent verifier (maker ≠ checker) and a hardstop (a budget/count/cooldown ceiling) — then previews the result and stamps it as a `/command` they can run forever. Use when the user says \"/loop\", \"/loop-forge\", \"/make-it-loop\", \"automate this\", \"make this repeatable\", \"turn this into a command\", \"do this for all 100 items\", \"do X every time Y happens\", \"generate several and pick the best\", or otherwise wants to capture a recurring task as a reusable slash command instead of re-typing the prompt by hand. Works in any language: it interviews the user and writes the stamped command in the user's own language. Non-goal — it does not schedule unattended runs (launchd/cron) or publish externally After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"sangrokjung-loop-forge\",\"task\":\"Install loop-forge\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/sangrokjung-loop-forge/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/sangrokjung-loop-forge"},"trust":{"score":80,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"825 GitHub stars","repoActivity":"825 stars, 176 forks","lastPushed":"3d since push","license":"MIT","repository":"https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge","install":"npx skills add sangrokjung/claude-forge --skill loop-forge","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["research","agent-skill"],"known_risks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":83,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":76,"label":"Strong"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","maintenance":"3d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","High-risk permission hints: Shell or command execution","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review"],"agent_contract":{"task_input":"Use loop-forge in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 80/100 Strong shortlist","Audit: 83/100 Needs review","Safety: 51/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"sangrokjung-loop-forge (loop-forge)","install_command":"npx skills add sangrokjung/claude-forge --skill loop-forge","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"","skill_slug":"sangrokjung-loop-forge","task":"Use loop-forge in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/sangrokjung-loop-forge","api":"https://www.openagentskill.com/api/agent/skills/sangrokjung-loop-forge","audit":"https://www.openagentskill.com/skills/sangrokjung-loop-forge/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=sangrokjung-loop-forge&task=Use%20loop-forge%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20loop-forge%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20loop-forge%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/sangrokjung-loop-forge/install","manifest":"https://www.openagentskill.com/api/registry/manifest/sangrokjung-loop-forge"}},"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"Research agents","description":"I need my agent to research a topic, compare sources, and produce a concise report.","useCases":[{"slug":"research-agents","title":"Research agents"},{"slug":"workflow-automation","title":"Workflow automation"},{"slug":"coding-agents","title":"Coding agents"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add sangrokjung/claude-forge --skill loop-forge","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":825,"starsLabel":"825","forks":176,"license":"MIT","qualityScore":76,"trustScore":80,"auditScore":83},"maintenance":{"status":"fresh","label":"3d since push","daysSincePush":3,"lastPushedAt":"2026-09-03T11:14:41+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access"]},"coverageTags":["Research","Research agents","agent-skill"]},"audit":{"audit_score":83,"risk_level":"needs_review","risk_label":"Needs review","quality_score":76,"trust_score":80,"maintenance_score":100,"security_score":83,"install_score":92,"warnings":["Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","Permission surface: shell or command execution, filesystem or document access"]},"quality_signals":{"model":"v2","star_score":20.42,"usage_score":0,"review_score":5.55,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code"],"use_cases":[{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"}],"stacks":[{"slug":"research-report-agent","title":"Research report agent","url":"https://www.openagentskill.com/collections/research-report-agent"},{"slug":"coding-review-agent","title":"Coding review agent","url":"https://www.openagentskill.com/collections/coding-review-agent"},{"slug":"browser-qa-agent","title":"Browser QA agent","url":"https://www.openagentskill.com/collections/browser-qa-agent"}],"install":"npx skills add sangrokjung/claude-forge --skill loop-forge","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add sangrokjung-loop-forge","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"loop-forge\" agent skill from https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Turn a one-line description of a repetitive task into a reusable, self-guarding slash command. loop-forge diagnoses the task into one of 5 loop shapes (Batch / Pipeline / Refine / Watch / Explore), interviews for the blanks, and auto-injects two safety devices the user didn't know they needed — an independent verifier (maker ≠ checker) and a hardstop (a budget/count/cooldown ceiling) — then previews the result and stamps it as a `/command` they can run forever. Use when the user says \"/loop\", \"/loop-forge\", \"/make-it-loop\", \"automate this\", \"make this repeatable\", \"turn this into a command\", \"do this for all 100 items\", \"do X every time Y happens\", \"generate several and pick the best\", or otherwise wants to capture a recurring task as a reusable slash command instead of re-typing the prompt by hand. Works in any language: it interviews the user and writes the stamped command in the user's own language. Non-goal — it does not schedule unattended runs (launchd/cron) or publish externally After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"sangrokjung-loop-forge\",\"task\":\"Install loop-forge\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"loop-forge\" as a Claude Code skill from https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Turn a one-line description of a repetitive task into a reusable, self-guarding slash command. loop-forge diagnoses the task into one of 5 loop shapes (Batch / Pipeline / Refine / Watch / Explore), interviews for the blanks, and auto-injects two safety devices the user didn't know they needed — an independent verifier (maker ≠ checker) and a hardstop (a budget/count/cooldown ceiling) — then previews the result and stamps it as a `/command` they can run forever. Use when the user says \"/loop\", \"/loop-forge\", \"/make-it-loop\", \"automate this\", \"make this repeatable\", \"turn this into a command\", \"do this for all 100 items\", \"do X every time Y happens\", \"generate several and pick the best\", or otherwise wants to capture a recurring task as a reusable slash command instead of re-typing the prompt by hand. Works in any language: it interviews the user and writes the stamped command in the user's own language. Non-goal — it does not schedule unattended runs (launchd/cron) or publish externally After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"sangrokjung-loop-forge\",\"task\":\"Install loop-forge\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"loop-forge\" from https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Turn a one-line description of a repetitive task into a reusable, self-guarding slash command. loop-forge diagnoses the task into one of 5 loop shapes (Batch / Pipeline / Refine / Watch / Explore), interviews for the blanks, and auto-injects two safety devices the user didn't know they needed — an independent verifier (maker ≠ checker) and a hardstop (a budget/count/cooldown ceiling) — then previews the result and stamps it as a `/command` they can run forever. Use when the user says \"/loop\", \"/loop-forge\", \"/make-it-loop\", \"automate this\", \"make this repeatable\", \"turn this into a command\", \"do this for all 100 items\", \"do X every time Y happens\", \"generate several and pick the best\", or otherwise wants to capture a recurring task as a reusable slash command instead of re-typing the prompt by hand. Works in any language: it interviews the user and writes the stamped command in the user's own language. Non-goal — it does not schedule unattended runs (launchd/cron) or publish externally After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"sangrokjung-loop-forge\",\"task\":\"Install loop-forge\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge","github_repo":"sangrokjung/claude-forge","version":"1.0.0","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/sangrokjung-loop-forge","repository":"https://github.com/sangrokjung/claude-forge/tree/main/skills/loop-forge","api":"/api/agent/skills/sangrokjung-loop-forge","install_api":"/api/skills/sangrokjung-loop-forge/install"},"meta":{"created_at":"2026-09-05T04:40:30.161461+00:00","updated_at":"2026-09-05T04:40:30.310505+00:00","agent_friendly":true}}