diff --git a/workflows/brainstorm.toml b/workflows/brainstorm.toml new file mode 100644 index 0000000..65c37dc --- /dev/null +++ b/workflows/brainstorm.toml @@ -0,0 +1,25 @@ +id = "brainstorm" +name = "Brainstorm & Action Plan" +description = "Generate ideas, evaluate them, and create an action plan for the best one" +category = "thinking" +tags = ["brainstorm", "ideation", "planning"] + +[[parameters]] +name = "challenge" +description = "The challenge or problem to brainstorm solutions for" +param_type = "string" +required = true + +[[steps]] +name = "idea_generator" +prompt_template = "You are a creative strategist. For the following challenge, generate 10 diverse solution ideas. Include: 3 conventional approaches, 4 creative approaches, and 3 bold/unconventional approaches. For each idea, give a one-line title and a 2-sentence explanation.\n\nChallenge: {{challenge}}" + +[[steps]] +name = "evaluator" +prompt_template = "You are a critical analyst. Evaluate each idea below on three criteria: Feasibility (1-5), Impact (1-5), Originality (1-5). Pick the top 3 ideas and for each provide: why it's promising, key risks, and concrete first steps to implement it.\n\nIdeas:\n{{idea_generator}}" +depends_on = ["idea_generator"] + +[[steps]] +name = "action_planner" +prompt_template = "You are a project planner. Take the top-rated idea below and create a concrete action plan: 1) Clear goal statement 2) 5-step implementation roadmap with timelines 3) Required resources 4) Success metrics 5) Potential obstacles and mitigation strategies.\n\nEvaluation:\n{{evaluator}}" +depends_on = ["evaluator"] diff --git a/workflows/code-review.toml b/workflows/code-review.toml new file mode 100644 index 0000000..7c0c84a --- /dev/null +++ b/workflows/code-review.toml @@ -0,0 +1,42 @@ +id = "code-review" +name = "Code Review" +description = "Parallel code analysis pipeline that evaluates correctness, security, and style independently, then synthesises findings into a unified review summary." +category = "engineering" +tags = ["code", "review", "security", "quality"] + +[[parameters]] +name = "code" +description = "The source code or diff to review" +param_type = "string" +required = true + +[[parameters]] +name = "language" +description = "Programming language of the code" +param_type = "string" +required = false +default = "auto-detect" + +[[parameters]] +name = "context" +description = "Additional context about the codebase or change purpose" +param_type = "string" +required = false +default = "" + +[[steps]] +name = "review_correctness" +prompt_template = "Review the following {{language}} code for correctness. Analyse:\n- Logic errors and edge cases\n- Error handling completeness\n- Null/undefined safety\n- Off-by-one errors and boundary conditions\n- Resource leaks (memory, file handles, connections)\n- Concurrency issues (race conditions, deadlocks)\n\nContext: {{context}}\n\nCode:\n{{code}}" + +[[steps]] +name = "review_security" +prompt_template = "Perform a security review of the following {{language}} code. Check for:\n- Injection vulnerabilities (SQL, command, XSS)\n- Authentication and authorisation flaws\n- Sensitive data exposure (logging secrets, hardcoded credentials)\n- Input validation gaps\n- Insecure cryptographic usage\n- Path traversal and SSRF risks\n- Dependency vulnerabilities\n\nContext: {{context}}\n\nCode:\n{{code}}" + +[[steps]] +name = "review_style" +prompt_template = "Review the following {{language}} code for style and maintainability. Evaluate:\n- Naming conventions and clarity\n- Function/method length and complexity\n- Code duplication\n- Documentation and comments quality\n- Consistent formatting\n- Appropriate use of language idioms\n- API design and public interface clarity\n\nContext: {{context}}\n\nCode:\n{{code}}" + +[[steps]] +name = "synthesise" +prompt_template = "Synthesise the three independent code review analyses below into a unified review summary. Prioritise findings by severity (critical, high, medium, low). Remove duplicates across analyses. Produce a final verdict: approve, request-changes, or needs-discussion.\n\nCorrectness review:\n{{review_correctness}}\n\nSecurity review:\n{{review_security}}\n\nStyle review:\n{{review_style}}" +depends_on = ["review_correctness", "review_security", "review_style"] diff --git a/workflows/content-pipeline.toml b/workflows/content-pipeline.toml new file mode 100644 index 0000000..867a67b --- /dev/null +++ b/workflows/content-pipeline.toml @@ -0,0 +1,32 @@ +id = "content-pipeline" +name = "Content Creation Pipeline" +description = "Research → Write → Edit pipeline for article creation" +category = "creation" +tags = ["content", "writing", "article"] + +[[parameters]] +name = "topic" +description = "The topic to research and write about" +param_type = "string" +required = true + +[[parameters]] +name = "word_count" +description = "Target word count for the article" +param_type = "string" +required = false +default = "800-1200" + +[[steps]] +name = "researcher" +prompt_template = "You are a research assistant. Research the following topic thoroughly and provide: 1) Background and context 2) Key facts and data points 3) Different perspectives on the topic 4) Recent developments. Be specific and detailed.\n\nTopic: {{topic}}" + +[[steps]] +name = "writer" +prompt_template = "You are a professional writer. Based on the research below, write a well-structured article ({{word_count}} words). Include: a compelling headline, an engaging introduction, clear sections with subheadings, and a strong conclusion. Write in a clear, accessible style.\n\nResearch:\n{{researcher}}" +depends_on = ["researcher"] + +[[steps]] +name = "editor" +prompt_template = "You are a senior editor. Review and polish the following article. Fix any grammar issues, improve flow, tighten wordy sentences, and ensure factual consistency. Output the final polished version only, no commentary.\n\nDraft:\n{{writer}}" +depends_on = ["writer"] diff --git a/workflows/content-review.toml b/workflows/content-review.toml new file mode 100644 index 0000000..25fc2c4 --- /dev/null +++ b/workflows/content-review.toml @@ -0,0 +1,44 @@ +id = "content-review" +name = "Content Review" +description = "Multi-agent content review pipeline that drafts, reviews for quality and accuracy, then produces a final edited version incorporating feedback." +category = "content" +tags = ["content", "review", "writing", "editing"] + +[[parameters]] +name = "topic" +description = "The topic or subject to write about" +param_type = "string" +required = true + +[[parameters]] +name = "tone" +description = "Desired tone (formal, casual, technical, persuasive)" +param_type = "string" +required = false +default = "formal" + +[[parameters]] +name = "word_count" +description = "Target word count for the content" +param_type = "number" +required = false +default = 500 + +[[steps]] +name = "draft" +prompt_template = "Write a {{tone}} article about {{topic}} with approximately {{word_count}} words. Include a clear introduction, well-structured body, and conclusion. Use concrete examples where appropriate." + +[[steps]] +name = "review_quality" +prompt_template = "Review the following draft for writing quality. Evaluate clarity, coherence, grammar, tone consistency (target: {{tone}}), and overall readability. Provide specific, actionable feedback with line-level suggestions.\n\nDraft:\n{{draft}}" +depends_on = ["draft"] + +[[steps]] +name = "review_accuracy" +prompt_template = "Review the following draft for factual accuracy and logical consistency. Flag any claims that appear unsupported, statistics that need citation, logical fallacies, or misleading statements. List each issue with a suggested correction.\n\nDraft:\n{{draft}}" +depends_on = ["draft"] + +[[steps]] +name = "final_edit" +prompt_template = "Produce a final edited version of the draft below, incorporating the quality and accuracy feedback. Preserve the original voice and intent while addressing all identified issues.\n\nOriginal draft:\n{{draft}}\n\nQuality feedback:\n{{review_quality}}\n\nAccuracy feedback:\n{{review_accuracy}}" +depends_on = ["review_quality", "review_accuracy"] diff --git a/workflows/customer-support.toml b/workflows/customer-support.toml new file mode 100644 index 0000000..71549f2 --- /dev/null +++ b/workflows/customer-support.toml @@ -0,0 +1,39 @@ +id = "customer-support" +name = "Customer Support Triage" +description = "Tiered customer support pipeline that classifies incoming requests by urgency and category, drafts an appropriate response, and escalates complex issues to a specialist." +category = "support" +tags = ["support", "triage", "customer-service", "escalation"] + +[[parameters]] +name = "customer_message" +description = "The customer's support request or message" +param_type = "string" +required = true + +[[parameters]] +name = "customer_name" +description = "Name of the customer for personalisation" +param_type = "string" +required = false +default = "Customer" + +[[parameters]] +name = "product_context" +description = "Product or service context for more accurate responses" +param_type = "string" +required = false +default = "" + +[[steps]] +name = "classify" +prompt_template = "Classify the following customer support request. Determine:\n1. Category: billing, technical, account, feature-request, bug-report, or general\n2. Urgency: low, medium, high, critical\n3. Sentiment: positive, neutral, frustrated, angry\n4. Whether escalation to a human specialist is needed (true/false)\n\nReturn a structured assessment with reasoning for each classification.\n\nProduct context: {{product_context}}\n\nCustomer message:\n{{customer_message}}" + +[[steps]] +name = "draft_response" +prompt_template = "Draft a helpful, empathetic support response for {{customer_name}} based on the classification below. The response should:\n- Acknowledge the customer's concern\n- Provide a clear solution or next steps\n- Match the appropriate tone for the detected sentiment\n- Include specific action items\n\nClassification:\n{{classify}}\n\nOriginal message:\n{{customer_message}}" +depends_on = ["classify"] + +[[steps]] +name = "escalation_check" +prompt_template = "Review the classification and drafted response below. Determine if this case requires escalation beyond automated support. If escalation is needed, prepare a concise internal handoff note for the specialist team that includes: summary, category, urgency, customer sentiment, attempted resolution, and recommended next steps.\n\nIf no escalation is needed, confirm the drafted response is complete and ready to send.\n\nClassification:\n{{classify}}\n\nDrafted response:\n{{draft_response}}" +depends_on = ["classify", "draft_response"] diff --git a/workflows/data-pipeline.toml b/workflows/data-pipeline.toml new file mode 100644 index 0000000..30ef8cd --- /dev/null +++ b/workflows/data-pipeline.toml @@ -0,0 +1,32 @@ +id = "data-pipeline" +name = "Data Pipeline" +description = "ETL pipeline that extracts data from a source, transforms it into a target format, and validates the output for completeness and correctness." +category = "data" +tags = ["etl", "data", "pipeline", "transform"] + +[[parameters]] +name = "data_source" +description = "URL or file path to the data source" +param_type = "string" +required = true + +[[parameters]] +name = "output_format" +description = "Desired output format (json, csv, markdown)" +param_type = "string" +required = false +default = "json" + +[[steps]] +name = "extract" +prompt_template = "Extract raw data from the following source: {{data_source}}. Return the complete dataset without any transformation, preserving the original structure." + +[[steps]] +name = "transform" +prompt_template = "Transform the following raw data into well-structured {{output_format}} format. Apply standard cleaning: trim whitespace, normalise dates to ISO-8601, remove duplicate rows, and convert empty strings to null.\n\nRaw data:\n{{extract}}" +depends_on = ["extract"] + +[[steps]] +name = "validate" +prompt_template = "Validate the transformed data below for completeness and correctness. Check for: missing required fields, type mismatches, invalid date formats, out-of-range values, and referential integrity. Return a validation report with pass/fail status and any issues found.\n\nTransformed data:\n{{transform}}" +depends_on = ["transform"] diff --git a/workflows/research.toml b/workflows/research.toml new file mode 100644 index 0000000..5b78d6b --- /dev/null +++ b/workflows/research.toml @@ -0,0 +1,43 @@ +id = "research" +name = "Research & Summarise" +description = "Research pipeline that investigates a topic from multiple angles, cross-checks findings for accuracy, and produces a concise executive summary with citations." +category = "research" +tags = ["research", "fact-check", "summarise", "analysis"] + +[[parameters]] +name = "topic" +description = "The research topic or question to investigate" +param_type = "string" +required = true + +[[parameters]] +name = "depth" +description = "Research depth: overview, standard, or deep-dive" +param_type = "string" +required = false +default = "standard" + +[[parameters]] +name = "audience" +description = "Target audience for the summary (executive, technical, general)" +param_type = "string" +required = false +default = "general" + +[[steps]] +name = "research_primary" +prompt_template = "Conduct {{depth}}-level research on the following topic. Identify key facts, major viewpoints, recent developments, and relevant data points. Organise findings into clear sections with source attribution where possible.\n\nTopic: {{topic}}" + +[[steps]] +name = "research_counter" +prompt_template = "Investigate counter-arguments, alternative perspectives, and potential criticisms related to the following topic. Identify areas of genuine controversy or debate, and note any commonly cited claims that are misleading or outdated.\n\nTopic: {{topic}}" + +[[steps]] +name = "fact_check" +prompt_template = "Cross-check the following research findings for factual accuracy. For each major claim, assess confidence level (confirmed, likely, uncertain, disputed). Flag any contradictions between the primary research and counter-arguments. Note any claims that require additional verification.\n\nPrimary research:\n{{research_primary}}\n\nCounter-arguments:\n{{research_counter}}" +depends_on = ["research_primary", "research_counter"] + +[[steps]] +name = "summarise" +prompt_template = "Produce a concise executive summary suitable for a {{audience}} audience. Incorporate verified findings from the fact-check step. Structure as:\n1. Key takeaways (3-5 bullet points)\n2. Detailed analysis with confidence levels\n3. Areas of uncertainty or debate\n4. Recommendations for further investigation\n\nFact-checked research:\n{{fact_check}}\n\nPrimary findings:\n{{research_primary}}\n\nAlternative perspectives:\n{{research_counter}}" +depends_on = ["fact_check"] diff --git a/workflows/translate-polish.toml b/workflows/translate-polish.toml new file mode 100644 index 0000000..da8980f --- /dev/null +++ b/workflows/translate-polish.toml @@ -0,0 +1,20 @@ +id = "translate-polish" +name = "Translation & Polish" +description = "Auto-detect language, translate, and review for naturalness" +category = "language" +tags = ["translation", "language", "localization"] + +[[parameters]] +name = "source_text" +description = "The text to translate" +param_type = "string" +required = true + +[[steps]] +name = "translator" +prompt_template = "You are an expert translator. Translate the following text. Auto-detect the source language: if it's Chinese, translate to English; if it's English, translate to Chinese; for other languages, translate to both Chinese and English. Preserve the original tone, style, and formatting.\n\nText:\n{{source_text}}" + +[[steps]] +name = "reviewer" +prompt_template = "You are a bilingual language expert. Review the following translation for accuracy and naturalness. Check for: 1) Mistranslations or meaning shifts 2) Awkward phrasing that sounds translated 3) Cultural context issues. Output the improved final translation only.\n\nTranslation to review:\n{{translator}}" +depends_on = ["translator"] diff --git a/workflows/weekly-report.toml b/workflows/weekly-report.toml new file mode 100644 index 0000000..3553cf5 --- /dev/null +++ b/workflows/weekly-report.toml @@ -0,0 +1,20 @@ +id = "weekly-report" +name = "Weekly Report Generator" +description = "Organize raw work notes into a polished weekly report" +category = "business" +tags = ["report", "weekly", "productivity"] + +[[parameters]] +name = "work_notes" +description = "Raw work notes, bullet points, or activity log for the week" +param_type = "string" +required = true + +[[steps]] +name = "organizer" +prompt_template = "You are an executive assistant. Organize the following raw work notes into structured categories: 1) Completed tasks 2) In-progress items 3) Blockers/Issues 4) Key decisions made. Extract and list each item clearly, even if the notes are messy.\n\nRaw notes:\n{{work_notes}}" + +[[steps]] +name = "report_writer" +prompt_template = "You are a professional report writer. Transform the organized items below into a polished weekly report with these sections:\n\n## This Week's Highlights\n(top 3 achievements)\n\n## Progress Details\n(organized by project/area)\n\n## Challenges & Solutions\n(any blockers and how they were addressed)\n\n## Next Week's Priorities\n(based on in-progress items)\n\nKeep it concise and professional.\n\nOrganized items:\n{{organizer}}" +depends_on = ["organizer"]