{"slug":"cherryhq-claude-automation-recommender","name":"claude-automation-recommender","description":"Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when user asks for automation recommendations, wants to optimize their Claude Code setup, mentions improving Claude Code workflows, asks how to first set up Claude Code for a project, or wants to know what Claude Code features they should use.","long_description":"---\nname: claude-automation-recommender\ndescription: Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when user asks for automation recommendations, wants to optimize their Claude Code setup, mentions improving Claude Code workflows, asks how to first set up Claude Code for a project, or wants to know what Claude Code features they should use.\nallowed-tools: Read, Glob, Grep, Bash\n---\n\n# Claude Automation Recommender\n\nAnalyze codebase patterns to recommend tailored Claude Code automations across all extensibility options.\n\n**This skill is read-only.** It analyzes the codebase and outputs recommendations. It does NOT create or modify any files. Users implement the recommendations themselves or ask Claude separately to help build them.\n\n## Output Guidelines\n\n- **Recommend 1-2 of each type**: Don't overwhelm - surface the top 1-2 most valuable automations per category\n- **If user asks for a specific type**: Focus only on that type and provide more options (3-5 recommendations)\n- **Go beyond the reference lists**: The reference files contain common patterns, but use web search to find recommendations specific to the codebase's tools, frameworks, and libraries\n- **Tell users they can ask for more**: End by noting they can request more recommendations for any specific category\n\n## Automation Types Overview\n\n| Type | Best For |\n|------|----------|\n| **Hooks** | Automatic actions on tool events (format on save, lint, block edits) |\n| **Subagents** | Specialized reviewers/analyzers that run in parallel |\n| **Skills** | Packaged expertise, workflows, and repeatable tasks (invoked by Claude or user via `/skill-name`) |\n| **Plugins** | Collections of skills that can be installed |\n| **MCP Servers** | External tool integrations (databases, APIs, browsers, docs) |\n\n## Workflow\n\n### Phase 0: Confirm Before Scanning（Cherry Studio addition）\n\nThis scan reads many files (package.json, source structure, .claude/, framework\nconfigs, dependencies) and produces detailed analysis. **It is token-intensive**\n— a typical run on a medium-sized repo consumes **20–40K tokens** of model\ncontext, plus model output for the recommendations themselves.\n\nBefore doing **any** filesystem reads or Bash calls, you MUST:\n\n1. **Announce the scan plan** in one short paragraph: what dirs/files you will\n   read, why each is needed, and the token-budget estimate. Example phrasing:\n\n   > 我准备扫描当前工作目录的 `package.json`/`pyproject.toml`/`go.mod` 等清单文件 +\n   > `src/` `tests/` 项目结构 + 已有的 `.claude/` 配置 + CLAUDE.md，给出 hook /\n   > subagent / skill / MCP 推荐。预计消耗 **~30K tokens**（实际取决于仓库大小）。\n\n2. **Ask explicit confirmation** with a clear yes/no question — in Cherry Studio\n   the chat UI surfaces this as a confirmation button:\n\n   > **继续扫描吗？** / **Proceed with scan?**\n\n3. **Wait for explicit \"yes\" / \"继续\" / \"go ahead\"** before proceeding to Phase 1.\n   Treat anything ambiguous as a no.\n\n4. **If the user declines or hesitates**, offer alternatives:\n   - **Narrower scope**: scan only one directory the user names → smaller budget\n   - **Verbal-only**: skip the scan, recommend based on what the user describes\n     (project type, frameworks, pain points)\n   - **Defer**: note the request to memory/FACT.md so a future session can pick\n     it up without re-asking\n\n5. **Skip Phase 0 only if** the user has already explicitly granted scan\n   permission earlier in the same session (e.g. their first message was\n   \"scan my repo and recommend automations now\").\n\nOnly after explicit confirmation, proceed with Phase 1 below.\n\n### Phase 1: Codebase Analysis\n\nGather project context:\n\n```bash\n# Detect project type and tools\nls -la package.json pyproject.toml Cargo.toml go.mod pom.xml 2>/dev/null\ncat package.json 2>/dev/null | head -50\n\n# Check dependencies for MCP server recommendations\ncat package.json 2>/dev/null | grep -E '\"(react|vue|angular|next|express|fastapi|django|prisma|supabase|stripe)\"'\n\n# Check for existing Claude Code config\nls -la .claude/ CLAUDE.md 2>/dev/null\n\n# Analyze project structure\nls -la src/ app/ lib/ tests/ components/ pages/ api/ 2>/dev/null\n```\n\n**Key Indicators to Capture:**\n\n| Category | What to Look For | Informs Recommendations For |\n|----------|------------------|----------------------------|\n| Language/Framework | package.json, pyproject.toml, import patterns | Hooks, MCP servers |\n| Frontend stack | React, Vue, Angular, Next.js | Playwright MCP, frontend skills |\n| Backend stack | Express, FastAPI, Django | API documentation tools |\n| Database | Prisma, Supabase, raw SQL | Database MCP servers |\n| External APIs | Stripe, OpenAI, AWS SDKs | context7 MCP for docs |\n| Testing | Jest, pytest, Playwright configs | Testing hooks, subagents |\n| CI/CD | GitHub Actions, CircleCI | GitHub MCP server |\n| Issue tracking | Linear, Jira references | Issue tracker MCP |\n| Docs patterns | OpenAPI, JSDoc, docstrings | Documentation skills |\n\n### Phase 2: Generate Recommendations\n\nBased on analysis, generate recommendations across all categories:\n\n#### A. MCP Server Recommendations\n\nSee [references/mcp-servers.md](references/mcp-servers.md) for detailed patterns.\n\n| Codebase Signal | Recommended MCP Server |\n|-----------------|------------------------|\n| Uses popular libraries (React, Express, etc.) | **context7** - Live documentation lookup |\n| Frontend with UI testing needs | **Playwright** - Browser automation/testing |\n| Uses Supabase | **Supabase MCP** - Direct database operations |\n| PostgreSQL/MySQL database | **Database MCP** - Query and schema tools |\n| GitHub repository | **GitHub MCP** - Issues, PRs, actions |\n| Uses Linear for issues | **Linear MCP** - Issue management |\n| AWS infrastructure | **AWS MCP** - Cloud resource management |\n| Slack workspace | **Slack MCP** - Team notifications |\n| Memory/context persistence | **Memory MCP** - Cross-session memory |\n| Sentry error tracking | **Sentry MCP** - Error investigation |\n| Docker containers | **Docker MCP** - Container management |\n\n#### B. Skills Recommendations\n\nSee [references/skills-reference.md](references/skills-reference.md) for details.\n\nCreate skills in `.claude/skills/<name>/SKILL.md`. Some are also available via plugins:\n\n| Codebase Signal | Skill | Plugin |\n|-----------------|-------|--------|\n| Building plugins | skill-development | plugin-dev |\n| Git commits | commit | commit-commands |\n| React/Vue/Angular | frontend-design | frontend-design |\n| Automation rules | writing-rules | hookify |\n| Feature planning | feature-dev | feature-dev |\n\n**Custom skills to create** (with templates, scripts, examples):\n\n| Codebase Signal | Skill to Create | Invocation |\n|-----------------|-----------------|------------|\n| API routes | **api-doc** (with OpenAPI template) | Both |\n| Database project | **create-migration** (with validation script) | User-only |\n| Test suite | **gen-test** (with example tests) | User-only |\n| Component library | **new-component** (with templates) | User-only |\n| PR workflow | **pr-check** (with checklist) | User-only |\n| Releases | **release-notes** (with git context) | User-only |\n| Code style | **project-conventions** | Claude-only |\n| Onboarding | **setup-dev** (with prereq script) | User-only |\n\n#### C. Hooks Recommendations\n\nSee [references/hooks-patterns.md](references/hooks-patterns.md) for configurations.\n\n| Codebase Signal | Recommended Hook |\n|-----------------|------------------|\n| Prettier configured | PostToolUse: auto-format on edit |\n| ESLint/Ruff configured | PostToolUse: auto-lint on edit |\n| TypeScript project | PostToolUse: type-check on edit |\n| Tests directory exists | PostToolUse: run related tests |\n| `.env` files present | PreToolUse: block `.env` edits |\n| Lock files present | PreToolUse: block lock file edits |\n| Security-sensitive code | PreToolUse: require confirmation |\n\n#### D. Subagent Recommendations\n\nSee [references/subagent-templates.md](references/subagent-templates.md) for templates.\n\n| Codebase Signal | Recommended Subagent |\n|-----------------|---------------------|\n| Large codebase (>500 files) | **code-reviewer** - Parallel code review |\n| Auth/payments code | **security-reviewer** - Security audits |\n| API project | **api-documenter** - OpenAPI generation |\n| Performance critical | **performance-analyzer** - Bottleneck detection |\n| Frontend heavy | **ui-reviewer** - Accessibility review |\n| Needs more tests | **test-writer** - Test generation |\n\n#### E. Plugin Recommendations\n\nSee [references/plugins-reference.md](references/plugins-reference.md) for available plugins.\n\n| Codebase Signal | Recommended Plugin |\n|-----------------|-------------------|\n| General productivity | **anthropic-agent-skills** - Core skills bundle |\n| Frontend development | **frontend-design** plugin |\n| Building AI tools | **mcp-builder** for MCP development |\n\n### Phase 3: Output Recommendations Report\n\nFormat recommendations clearly. **Only include 1-2 recommendations per category** - the most valuable ones for this specific codebase. Skip categories that aren't relevant.\n\n```markdown\n## Claude Code Automation Recommendations\n\nI've analyzed your codebase and identified the top automations for each category. Here are my top 1-2 recommendations per type:\n\n### Codebase Profile\n- **Type**: [detected language/runtime]\n- **Framework**: [detected framework]\n- **Key Libraries**: [relevant libraries detected]\n\n---\n\n### 🔌 MCP Servers\n\n#### context7\n**Why**: [specific reason based on detected libraries]\n**Install**: `claude mcp add context7`\n\n---\n\n### 🎯 Skills\n\n#### [skill name]\n**Why**: [specific reason]\n**Create**: `.claude/skills/[name]/SKILL.md`\n**Invocation**: User-only / Both / Claude-only\n**Also available in**: [plugin-name] plugin (if applicable)\n```yaml\n---\nname: [skill-name]\ndescription: [what it does]\ndisable-model-invocation: true  # for user-only\n---\n```\n\n---\n\n### ⚡ Hooks\n\n#### [hook name]\n**Why**: [specific reason based on detected config]\n**Where**: `.claude/settings.json`\n\n---\n\n### 🤖 Subagents\n\n#### [agent name]\n**Why**: [specific reason based on codebase patterns]\n**Where**: `.claude/agents/[name].md`\n\n---\n\n**Want more?** Ask for additional recommendations for any specific category (e.g., \"show me more MCP server options\" or \"what other hooks would help?\").\n\n**Want help implementing any of these?** Just ask and I can help you set up any of the recommendations above.\n```\n\n## Decision Framework\n\n### When to Recommend MCP Servers\n- External service integration needed (databases, APIs)\n- Documentation lookup for libraries/SDKs\n- Browser automation or testing\n- Team tool integration (GitHub, Linear, Slack)\n- Cloud infrastructure management\n\n### When to Recommend Skills\n\n- Frequently repeated prompts or workflows\n- Project-specific tasks with arguments\n- Applying templates or scripts to tasks (skills can bundle supporting files)\n- Quick actions invoked with `/skill-name`\n- Workflows that should run in isolation (`context: fork`)\n\n**Invocation control:**\n- `disable-model-invocation: true` — User-only (for side effects: deploy, commit, send)\n- `user-invocable: false` — Claude-only (for background knowledge)\n- Default (omit both) — Both can invoke\n\n### When to Recommend Hooks\n- Repetitive post-edit actions (formatting, linting)\n- Protection rules (block sensitive file edits)\n- Validation checks (tests, type checks)\n\n### When to Recommend Subagents\n- Specialized expertise needed (security, performance)\n- Parallel review workflows\n- Background quality checks\n\n### When to Recommend Plugins\n- Need multiple related skills\n- Want pre-packaged automation bundles\n- Team-wide standardization\n\n---\n\n## Configuration Tips\n\n### MCP Server Setup\n\n**Team sharing**: Check `.mcp.json` into repo so entire team gets same MCP servers\n\n**Debugging**: Use `--mcp-debug` flag to identify configuration issues\n\n**Prerequisites to recommend:**\n- GitHub CLI (`gh`) - enables native GitHub operations\n- Puppeteer/Playwright CLI - for browser MCP servers\n\n### Headless Mode (for CI/Automation)\n\n","tagline":"Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when user asks for automation recommendations, wants to optimize their Claude Code setup, mentions improving Claude Code workflows, asks how to first set up Claude Code ","category":"research","tags":["agent-skill"],"author":"CherryHQ","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"recursive skill source sync","sourceDetail":"CherryHQ/cherry-studio","creatorName":"CherryHQ","creatorUrl":"https://github.com/CherryHQ","sourceUrl":"https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/cherryhq-claude-automation-recommender#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":50876,"forks":4835,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":56.35},"quality":{"score":93,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"51K","tone":"positive"},{"label":"Freshness","value":"14d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"AGPL-3.0","tone":"neutral"}],"warnings":["The skill's output guidelines mention using web search to find recommendations, but the allowed-tools list does not include a web search tool. This could lead to confusion or unmet expectations."]},"trust":{"version":"trust-score-v5","score":66,"base_score":74,"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":["66/100 Trust Score v5","74/100 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":100,"weight":0.13,"status":"pass","detail":"51K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":97,"weight":0.08,"status":"pass","detail":"51K stars, 4.8K forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"14d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"AGPL-3.0"},{"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":28,"weight":0.12,"status":"fail","detail":"command execution surface, credential or environment access"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add CherryHQ/cherry-studio --skill claude-automation-recommender"},{"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":18,"weight":0.07,"status":"fail","detail":"secrets or environment access, shell or command execution"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","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":"pass","label":"GitHub adoption","detail":"51K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"51K stars, 4.8K forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"14d since push"},{"status":"pass","label":"License clarity","detail":"AGPL-3.0"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"fail","label":"Dependency/runtime risk","detail":"command execution surface, credential or environment access"},{"status":"pass","label":"Install availability","detail":"npx skills add CherryHQ/cherry-studio --skill claude-automation-recommender"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, shell or command execution"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender"},{"status":"info","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","Large GitHub adoption signal","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["The skill's output guidelines mention using web search to find recommendations, but the allowed-tools list does not include a web search tool. This could lead to confusion or unmet expectations.","Financial research output is not financial advice; require human review before any live investment decision.","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"51K GitHub stars","repoActivity":"51K stars, 4.8K forks","lastPushed":"14d since push","license":"AGPL-3.0","repository":"https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender","install":"npx skills add CherryHQ/cherry-studio --skill claude-automation-recommender","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","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 CherryHQ/cherry-studio --skill claude-automation-recommender","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","14d 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":["The skill's output guidelines mention using web search to find recommendations, but the allowed-tools list does not include a web search tool. This could lead to confusion or unmet expectations.","Financial research output is not financial advice; require human review before any live investment decision.","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"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 CherryHQ/cherry-studio --skill claude-automation-recommender","trust_score":66,"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":["The skill's output guidelines mention using web search to find recommendations, but the allowed-tools list does not include a web search tool. This could lead to confusion or unmet expectations.","Financial research output is not financial advice; require human review before any live investment decision.","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":74,"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":66,"base_score":74,"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":["66/100 Trust Score v5","74/100 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":100,"weight":0.13,"status":"pass","detail":"51K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":97,"weight":0.08,"status":"pass","detail":"51K stars, 4.8K forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"14d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"AGPL-3.0"},{"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":28,"weight":0.12,"status":"fail","detail":"command execution surface, credential or environment access"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add CherryHQ/cherry-studio --skill claude-automation-recommender"},{"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":18,"weight":0.07,"status":"fail","detail":"secrets or environment access, shell or command execution"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","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":"pass","label":"GitHub adoption","detail":"51K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"51K stars, 4.8K forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"14d since push"},{"status":"pass","label":"License clarity","detail":"AGPL-3.0"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"fail","label":"Dependency/runtime risk","detail":"command execution surface, credential or environment access"},{"status":"pass","label":"Install availability","detail":"npx skills add CherryHQ/cherry-studio --skill claude-automation-recommender"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, shell or command execution"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender"},{"status":"info","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","Large GitHub adoption signal","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["The skill's output guidelines mention using web search to find recommendations, but the allowed-tools list does not include a web search tool. This could lead to confusion or unmet expectations.","Financial research output is not financial advice; require human review before any live investment decision.","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"51K GitHub stars","repoActivity":"51K stars, 4.8K forks","lastPushed":"14d since push","license":"AGPL-3.0","repository":"https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender","install":"npx skills add CherryHQ/cherry-studio --skill claude-automation-recommender","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","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 CherryHQ/cherry-studio --skill claude-automation-recommender","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","14d 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":["The skill's output guidelines mention using web search to find recommendations, but the allowed-tools list does not include a web search tool. This could lead to confusion or unmet expectations.","Financial research output is not financial advice; require human review before any live investment decision.","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"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 CherryHQ/cherry-studio --skill claude-automation-recommender","trust_score":66,"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":["The skill's output guidelines mention using web search to find recommendations, but the allowed-tools list does not include a web search tool. This could lead to confusion or unmet expectations.","Financial research output is not financial advice; require human review before any live investment decision.","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":74,"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":74,"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":100,"weight":0.13,"status":"pass","detail":"51K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":97,"weight":0.08,"status":"pass","detail":"51K stars, 4.8K forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"14d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"AGPL-3.0"},{"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":28,"weight":0.12,"status":"fail","detail":"command execution surface, credential or environment access"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add CherryHQ/cherry-studio --skill claude-automation-recommender"},{"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":18,"weight":0.07,"status":"fail","detail":"secrets or environment access, shell or command execution"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","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":"pass","label":"GitHub adoption","detail":"51K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"51K stars, 4.8K forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"14d since push"},{"status":"pass","label":"License clarity","detail":"AGPL-3.0"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"fail","label":"Dependency/runtime risk","detail":"command execution surface, credential or environment access"},{"status":"pass","label":"Install availability","detail":"npx skills add CherryHQ/cherry-studio --skill claude-automation-recommender"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, shell or command execution"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender"},{"status":"info","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","Large GitHub adoption signal","Install command has no obvious high-risk pattern"],"warnings":["The skill's output guidelines mention using web search to find recommendations, but the allowed-tools list does not include a web search tool. This could lead to confusion or unmet expectations.","Financial research output is not financial advice; require human review before any live investment decision.","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"],"evidence":{"stars":"51K GitHub stars","repoActivity":"51K stars, 4.8K forks","lastPushed":"14d since push","license":"AGPL-3.0","repository":"https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender","install":"npx skills add CherryHQ/cherry-studio --skill claude-automation-recommender","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add CherryHQ/cherry-studio --skill claude-automation-recommender","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","14d since push","Financial domain: human review is required before use in a live investment workflow."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["The skill's output guidelines mention using web search to find recommendations, but the allowed-tools list does not include a web search tool. This could lead to confusion or unmet expectations.","Financial research output is not financial advice; require human review before any live investment decision.","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"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":["The skill's output guidelines mention using web search to find recommendations, but the allowed-tools list does not include a web search tool. This could lead to confusion or unmet expectations.","Financial research output is not financial advice; require human review before any live investment decision.","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"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"]},"outcome_stats":null,"safety":{"score":36,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","summary":"Sparse or mixed signals. 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":["Metadata combines secrets access with shell or command execution","High-risk permission hints: Shell or command execution, Secrets or environment access","36/100 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":"browser","label":"Browser automation","reason":"Skill may drive a browser or interact with web pages.","severity":"medium"},{"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":"secrets","label":"Secrets or environment access","reason":"Skill metadata references credentials, tokens, environment variables, or secret-bearing workflows.","severity":"high"},{"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, Secrets or environment access","Dependency or permission surface needs review"],"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":["Metadata combines secrets access with shell or command execution","High-risk permission hints: Shell or command execution, Secrets or environment access","36/100 agent safety score"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"failed","score":74,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Permission surface: secrets or environment access, shell or command execution","auto_install_allowed":false,"policy":"block","human_review_required":true},"blockers":["Permission surface: secrets or environment access, shell or command execution"],"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, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","The skill's output guidelines mention using web search to find recommendations, but the allowed-tools list does not include a web search tool. This could lead to confusion or unmet expectations.","Financial research output is not financial advice; require human review before any live investment decision.","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"],"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 claude-automation-recommender before installing it in an agent workflow","research","GitHub automation 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 CherryHQ/cherry-studio --skill claude-automation-recommender"]},{"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 CherryHQ/cherry-studio --skill claude-automation-recommender"]},{"id":"trust_score","label":"Trust score","status":"warn","score":74,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","51K GitHub stars","AGPL-3.0"]},{"id":"audit_score","label":"Audit score","status":"warn","score":84,"required_for_auto_install":true,"detail":"Needs review","evidence":["Dependency or permission surface needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":36,"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.","Metadata combines secrets access with 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":"AGPL-3.0","evidence":["AGPL-3.0"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"14d since push","evidence":["14d since push"]},{"id":"permission_surface","label":"Permission surface","status":"fail","score":18,"required_for_auto_install":true,"detail":"secrets or environment access, shell or command execution","evidence":["Shell or command execution: high","Browser automation: medium","Network 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/cherryhq-claude-automation-recommender/evals","api":"/api/agent/evals?slug=cherryhq-claude-automation-recommender","text":"/api/agent/evals?slug=cherryhq-claude-automation-recommender&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"cherryhq-claude-automation-recommender","name":"claude-automation-recommender","description":"Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when user asks for automation recommendations, wants to optimize their Claude Code setup, mentions improving Claude Code workflows, asks how to first set up Claude Code for a project, or wants to know what Claude Code features they should use.","category":"research","url":"https://www.openagentskill.com/skills/cherryhq-claude-automation-recommender","repository":"https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender","github_repo":"CherryHQ/cherry-studio"},"suited_tasks":["GitHub automation workflows","Claude Code teams","teams that value GitHub adoption signals","Inspect repository metadata","Compare code changes","Write concise engineering summaries","Navigate pages","Click and type safely"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","Browser agents","CLI"],"install":{"command":"npx skills add CherryHQ/cherry-studio --skill claude-automation-recommender","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 cherryhq-claude-automation-recommender"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"claude-automation-recommender\" agent skill from https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender. 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: Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when user asks for automation recommendations, wants to optimize their Claude Code setup, mentions improving Claude Code workflows, asks how to first set up Claude Code for a project, or wants to know what Claude Code features they should use. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"cherryhq-claude-automation-recommender\",\"task\":\"Install claude-automation-recommender\",\"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 \"claude-automation-recommender\" as a Claude Code skill from https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender. 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: Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when user asks for automation recommendations, wants to optimize their Claude Code setup, mentions improving Claude Code workflows, asks how to first set up Claude Code for a project, or wants to know what Claude Code features they should use. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"cherryhq-claude-automation-recommender\",\"task\":\"Install claude-automation-recommender\",\"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 \"claude-automation-recommender\" from https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender 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: Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when user asks for automation recommendations, wants to optimize their Claude Code setup, mentions improving Claude Code workflows, asks how to first set up Claude Code for a project, or wants to know what Claude Code features they should use. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"cherryhq-claude-automation-recommender\",\"task\":\"Install claude-automation-recommender\",\"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/cherryhq-claude-automation-recommender/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/cherryhq-claude-automation-recommender"},"trust":{"score":74,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"51K GitHub stars","repoActivity":"51K stars, 4.8K forks","lastPushed":"14d since push","license":"AGPL-3.0","repository":"https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender","install":"npx skills add CherryHQ/cherry-studio --skill claude-automation-recommender","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","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":["The skill's output guidelines mention using web search to find recommendations, but the allowed-tools list does not include a web search tool. This could lead to confusion or unmet expectations.","Financial research output is not financial advice; require human review before any live investment decision.","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"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":84,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","The skill's output guidelines mention using web search to find recommendations, but the allowed-tools list does not include a web search tool. This could lead to confusion or unmet expectations.","Financial research output is not financial advice; require human review before any live investment decision.","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"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":93,"label":"Excellent"},"supply":{"track":"Coding and developer agents","scenario":"GitHub automation","maintenance":"14d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","The skill's output guidelines mention using web search to find recommendations, but the allowed-tools list does not include a web search tool. This could lead to confusion or unmet expectations.","No OpenAgentSkill engagement data yet","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision"],"agent_contract":{"task_input":"Use claude-automation-recommender 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: 74/100 Strong shortlist","Audit: 84/100 Needs review","Safety: 36/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"cherryhq-claude-automation-recommender (claude-automation-recommender)","install_command":"npx skills add CherryHQ/cherry-studio --skill claude-automation-recommender","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":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"cherryhq-claude-automation-recommender","task":"Use claude-automation-recommender 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/cherryhq-claude-automation-recommender","api":"https://www.openagentskill.com/api/agent/skills/cherryhq-claude-automation-recommender","audit":"https://www.openagentskill.com/skills/cherryhq-claude-automation-recommender/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=cherryhq-claude-automation-recommender&task=Use%20claude-automation-recommender%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20claude-automation-recommender%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20claude-automation-recommender%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/cherryhq-claude-automation-recommender/install","manifest":"https://www.openagentskill.com/api/registry/manifest/cherryhq-claude-automation-recommender"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"cherryhq-claude-automation-recommender","name":"claude-automation-recommender","description":"Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when user asks for automation recommendations, wants to optimize their Claude Code setup, mentions improving Claude Code workflows, asks how to first set up Claude Code for a project, or wants to know what Claude Code features they should use.","category":"research","url":"https://www.openagentskill.com/skills/cherryhq-claude-automation-recommender","repository":"https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender","github_repo":"CherryHQ/cherry-studio"},"suited_tasks":["GitHub automation workflows","Claude Code teams","teams that value GitHub adoption signals","Inspect repository metadata","Compare code changes","Write concise engineering summaries","Navigate pages","Click and type safely"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","Browser agents","CLI"],"install":{"command":"npx skills add CherryHQ/cherry-studio --skill claude-automation-recommender","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 cherryhq-claude-automation-recommender"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"claude-automation-recommender\" agent skill from https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender. 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: Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when user asks for automation recommendations, wants to optimize their Claude Code setup, mentions improving Claude Code workflows, asks how to first set up Claude Code for a project, or wants to know what Claude Code features they should use. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"cherryhq-claude-automation-recommender\",\"task\":\"Install claude-automation-recommender\",\"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 \"claude-automation-recommender\" as a Claude Code skill from https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender. 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: Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when user asks for automation recommendations, wants to optimize their Claude Code setup, mentions improving Claude Code workflows, asks how to first set up Claude Code for a project, or wants to know what Claude Code features they should use. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"cherryhq-claude-automation-recommender\",\"task\":\"Install claude-automation-recommender\",\"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 \"claude-automation-recommender\" from https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender 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: Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when user asks for automation recommendations, wants to optimize their Claude Code setup, mentions improving Claude Code workflows, asks how to first set up Claude Code for a project, or wants to know what Claude Code features they should use. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"cherryhq-claude-automation-recommender\",\"task\":\"Install claude-automation-recommender\",\"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/cherryhq-claude-automation-recommender/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/cherryhq-claude-automation-recommender"},"trust":{"score":74,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"51K GitHub stars","repoActivity":"51K stars, 4.8K forks","lastPushed":"14d since push","license":"AGPL-3.0","repository":"https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender","install":"npx skills add CherryHQ/cherry-studio --skill claude-automation-recommender","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","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":["The skill's output guidelines mention using web search to find recommendations, but the allowed-tools list does not include a web search tool. This could lead to confusion or unmet expectations.","Financial research output is not financial advice; require human review before any live investment decision.","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"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":84,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","The skill's output guidelines mention using web search to find recommendations, but the allowed-tools list does not include a web search tool. This could lead to confusion or unmet expectations.","Financial research output is not financial advice; require human review before any live investment decision.","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"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":93,"label":"Excellent"},"supply":{"track":"Coding and developer agents","scenario":"GitHub automation","maintenance":"14d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","The skill's output guidelines mention using web search to find recommendations, but the allowed-tools list does not include a web search tool. This could lead to confusion or unmet expectations.","No OpenAgentSkill engagement data yet","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision"],"agent_contract":{"task_input":"Use claude-automation-recommender 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: 74/100 Strong shortlist","Audit: 84/100 Needs review","Safety: 36/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"cherryhq-claude-automation-recommender (claude-automation-recommender)","install_command":"npx skills add CherryHQ/cherry-studio --skill claude-automation-recommender","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":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"cherryhq-claude-automation-recommender","task":"Use claude-automation-recommender 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/cherryhq-claude-automation-recommender","api":"https://www.openagentskill.com/api/agent/skills/cherryhq-claude-automation-recommender","audit":"https://www.openagentskill.com/skills/cherryhq-claude-automation-recommender/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=cherryhq-claude-automation-recommender&task=Use%20claude-automation-recommender%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20claude-automation-recommender%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20claude-automation-recommender%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/cherryhq-claude-automation-recommender/install","manifest":"https://www.openagentskill.com/api/registry/manifest/cherryhq-claude-automation-recommender"}},"supply_profile":{"track":{"slug":"coding","label":"Coding and developer agents","shortLabel":"Coding","description":"Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills."},"scenario":{"label":"GitHub automation","description":"I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.","useCases":[{"slug":"github-automation","title":"GitHub automation"},{"slug":"browser-automation","title":"Browser automation"},{"slug":"testing-qa","title":"Testing and QA"}]},"applicableAgents":["Claude Code","OpenAI Agents","Browser agents","CLI","Codex"],"install":{"ready":true,"command":"npx skills add CherryHQ/cherry-studio --skill claude-automation-recommender","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":50876,"starsLabel":"51K","forks":4835,"license":"AGPL-3.0","qualityScore":93,"trustScore":74,"auditScore":84},"maintenance":{"status":"fresh","label":"14d since push","daysSincePush":14,"lastPushedAt":"2026-08-21T13:13:22+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","The skill's output guidelines mention using web search to find recommendations, but the allowed-tools list does not include a web search tool. This could lead to confusion or unmet expectations.","Financial research output is not financial advice; require human review before any live investment decision."]},"coverageTags":["Coding","GitHub automation","research","agent-skill"]},"audit":{"audit_score":84,"risk_level":"needs_review","risk_label":"Needs review","quality_score":93,"trust_score":74,"maintenance_score":100,"security_score":69,"install_score":92,"warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","The skill's output guidelines mention using web search to find recommendations, but the allowed-tools list does not include a web search tool. This could lead to confusion or unmet expectations.","Financial research output is not financial advice; require human review before any live investment decision.","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"quality_signals":{"model":"v2","star_score":32.95,"usage_score":0,"review_score":5.4,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code","OpenAI Agents","Browser agents"],"use_cases":[{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"slug":"testing-qa","title":"Testing and QA","url":"https://www.openagentskill.com/use-cases/testing-qa"},{"slug":"database-sql","title":"Database and SQL","url":"https://www.openagentskill.com/use-cases/database-sql"}],"stacks":[{"slug":"browser-qa-agent","title":"Browser QA agent","url":"https://www.openagentskill.com/collections/browser-qa-agent"},{"slug":"coding-review-agent","title":"Coding review agent","url":"https://www.openagentskill.com/collections/coding-review-agent"},{"slug":"frontend-product-ui","title":"Frontend and UI","url":"https://www.openagentskill.com/collections/frontend-product-ui"}],"install":"npx skills add CherryHQ/cherry-studio --skill claude-automation-recommender","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 cherryhq-claude-automation-recommender","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 \"claude-automation-recommender\" agent skill from https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender. 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: Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when user asks for automation recommendations, wants to optimize their Claude Code setup, mentions improving Claude Code workflows, asks how to first set up Claude Code for a project, or wants to know what Claude Code features they should use. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"cherryhq-claude-automation-recommender\",\"task\":\"Install claude-automation-recommender\",\"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 \"claude-automation-recommender\" as a Claude Code skill from https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender. 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: Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when user asks for automation recommendations, wants to optimize their Claude Code setup, mentions improving Claude Code workflows, asks how to first set up Claude Code for a project, or wants to know what Claude Code features they should use. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"cherryhq-claude-automation-recommender\",\"task\":\"Install claude-automation-recommender\",\"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 \"claude-automation-recommender\" from https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender 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: Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when user asks for automation recommendations, wants to optimize their Claude Code setup, mentions improving Claude Code workflows, asks how to first set up Claude Code for a project, or wants to know what Claude Code features they should use. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"cherryhq-claude-automation-recommender\",\"task\":\"Install claude-automation-recommender\",\"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/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender","github_repo":"CherryHQ/cherry-studio","version":"1.0.0","license":"AGPL-3.0","urls":{"web":"https://www.openagentskill.com/skills/cherryhq-claude-automation-recommender","repository":"https://github.com/CherryHQ/cherry-studio/tree/main/resources/builtin-agents/cherry-assistant/.claude/skills/claude-automation-recommender","api":"/api/agent/skills/cherryhq-claude-automation-recommender","install_api":"/api/skills/cherryhq-claude-automation-recommender/install"},"meta":{"created_at":"2026-08-21T13:21:51.10438+00:00","updated_at":"2026-09-01T11:59:28.941454+00:00","agent_friendly":true}}