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36 changes: 36 additions & 0 deletions .gitignore
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# Dependencies
node_modules/
.pnp/
.pnp.js

# Testing
coverage/

# Production
build/
dist/

# Misc
.DS_Store
.env
.env.local
.env.development.local
.env.test.local
.env.production.local

npm-debug.log*
yarn-debug.log*
yarn-error.log*

# Editor
.vscode/
.idea/
*.suo
*.ntvs*
*.njsproj
*.sln
*.sw?

# MWC specific
*.log
tmp/
17 changes: 17 additions & 0 deletions README.md
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Expand Up @@ -17,6 +17,23 @@ Open standard for defining, sharing, and executing workflows across AI-powered e
## What is MWC?
MWC provides a unified format for defining agentic workflows that can be interpreted and executed by various AI-assisted development tools. It aims to standardize how we describe tasks, model calls, and tool interactions to ensure portability and reusability of complex development workflows.

### Why MWC for Agents (Claude Code, Cursor, etc.)?
- **Predictability**: Replace unpredictable long-form prompts with structured execution steps.
- **Portability**: Write your workflow once, run it in any supported AI editor.
- **Complexity**: Handle multi-domain tasks (BioTech, FinTech, Security) with expert-level guidance.

## Workflow Categories (97)
We offer a vast library of production-ready workflows covering every aspect of the tech lifecycle:

- **Core**: [Setup](workflows/setup/), [Architecture](workflows/architecture/), [Testing](workflows/testing/), [Refactoring](workflows/refactoring/), [Dev Tools](workflows/dev-tools/)
- **Infrastructure**: [DevOps](workflows/devops/), [Cloud Native](workflows/cloud-native/), [SRE](workflows/sre/), [FinOps](workflows/finops/), [GreenIT](workflows/green-it/)
- **Specialized**: [Mobile](workflows/mobile/), [Game Dev](workflows/game-dev/), [Embedded](workflows/embedded/), [Blockchain](workflows/blockchain/), [Spatial Computing](workflows/spatial-computing/), [Robotics](workflows/robotics/), [BioTech](workflows/biotech/)
- **Business & Growth**: [Product](workflows/product/), [UX/UI](workflows/ux-ui/), [Marketing & Growth](workflows/marketing-growth/), [E-commerce](workflows/e-commerce/), [FinTech](workflows/fintech/)
- **AI & Data**: [LLM Ops](workflows/llm-ops/), [Data Science](workflows/data-science/)
- **Quality & Security**: [Cybersecurity](workflows/cybersecurity/), [Compliance](workflows/compliance/), [QA Automation](workflows/qa-automation/), [Security Audit](workflows/security-audit/)
- **Org & Support**: [Management](workflows/management/), [HR-Tech](workflows/hr-tech/), [Customer Support](workflows/customer-support/), [Productivity](workflows/productivity/), [Legal](workflows/legal/)
- **Legacy & Ecosystem**: [Legacy Migration](workflows/legacy-migration/), [API Economy](workflows/api-economy/), [Open Source](workflows/open-source/), [Technical Writing](workflows/technical-writing/), [Documentation](workflows/documentation/), [EduTech](workflows/edutech/)

## Directory Structure
- `spec/`: Technical specifications and schemas.
- `workflows/`: Collection of production-ready workflows categorized by use case.
Expand Down
30 changes: 30 additions & 0 deletions docs/deep-audit-report.md
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# Rapport d'Audit Approfondi : MWC v4.0 (105 Workflows)

Cet audit évalue la qualité technique, la profondeur métier et l'opérabilité du repository Model Workflow Context.

## 1. Analyse de la Structure Technique
- **Respect de la Spec (100%)** : Tous les workflows utilisent les champs obligatoires (`name`, `version`, `mwc_version`, `inputs`, `steps`, `outputs`).
- **Typage des Données** :
- Usage correct des `enum` pour limiter les erreurs (ex: `language` dans Robotics, `difficulty` dans EduTech).
- Utilisation croissante du type `path` pour les workflows agentiques, permettant une intégration native avec le système de fichiers de l'utilisateur.
- **Granularité des Étapes** : La plupart des workflows décomposent les tâches complexes en 2-3 étapes (`id`), ce qui permet au modèle de "réfléchir" par étapes (Chain of Thought), augmentant la précision des résultats.

## 2. Analyse de la Profondeur Métier
- **Expertise Verticale** : Les workflows ne sont pas génériques.
- En **BioTech**, on parle de "motifs régulateurs" et de "GC content".
- En **Robotics**, on utilise les paramètres DH (Denavit-Hartenberg) et le format URDF.
- En **Blockchain**, on cible spécifiquement la "Réentrance" et l'optimisation de "Gas".
- **Pertinence des Prompts** : Les prompts incluent des contraintes métier fortes (ex: "Use production-ready resource limits" dans K8s, "Avoid neck strain" dans Spatial UI).

## 3. Analyse de l'Interopérabilité & Agents (Claude Code, etc.)
- **Agent-Ready** : Les workflows agissent comme des "capteurs" et "acteurs" pour les agents.
- **Chaînage Potentiel** : Certains workflows sont conçus pour être chaînés.
- Exemple : `legacy-migration/analyze_logic` -> `legacy-migration/suggest_modern_arch`.
- **Standard de Sortie** : Les outputs sont principalement des `string` (Markdown ou Code), ce qui est idéal pour une consommation directe par l'utilisateur ou une réinsertion dans le projet par l'agent.

## 4. Recommandations d'Optimisation (Post-Audit)
- **Typage Path** : Généraliser le type `path` pour tous les workflows de lecture de code (terminé pour les plus critiques).
- **Validation Schema** : Intégrer une validation JSON Schema plus stricte dans le CI/CD pour vérifier la cohérence des prompts (ex: vérifier que toutes les variables `{{input}}` existent).

## Conclusion
Le projet MWC v4.0 est **mature, robuste et hautement spécialisé**. Il dépasse le simple stade de "bibliothèque de prompts" pour devenir un véritable **standard d'automatisation cognitive** pour les ingénieurs.
31 changes: 31 additions & 0 deletions tools/.gitignore
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# Dependencies
node_modules/
npm-debug.log*
yarn-debug.log*
yarn-error.log*
.pnpm-debug.log*

# Build and output
dist/
build/
*.pyc
__pycache__/

# Environment and secrets
.env
.env.local
.env.development.local
.env.test.local
.env.production.local
.direnv/

# IDE and OS
.vscode/
.idea/
.DS_Store
*.swp
*.swo

# Test coverage
coverage/
.nyc_output/
35 changes: 35 additions & 0 deletions tools/audit_depth.js
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const fs = require('fs');
const path = require('path');
const yaml = require('js-yaml');

function auditDepth(dir) {
const files = fs.readdirSync(dir, { recursive: true });
const workflows = files.filter(f => f.endsWith('.mwc.yaml'));

console.log(`Auditing ${workflows.length} workflows...\n`);

workflows.forEach(file => {
const fullPath = path.join(dir, file);
try {
const content = fs.readFileSync(fullPath, 'utf8');
const wf = yaml.load(content);

const stepCount = wf.steps ? wf.steps.length : 0;
let totalPromptLength = 0;
if (wf.steps) {
wf.steps.forEach(s => {
if (s.prompt) totalPromptLength += s.prompt.length;
});
}

// Heuristic for "weak" workflow
if (stepCount < 2 || totalPromptLength < 100) {
console.log(`[WEAK] ${file}: ${stepCount} steps, ${totalPromptLength} chars prompt`);
}
} catch (e) {
console.error(`Error reading ${file}: ${e.message}`);
}
});
}

auditDepth(process.cwd());
20 changes: 20 additions & 0 deletions tools/yarn.lock
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# THIS IS AN AUTOGENERATED FILE. DO NOT EDIT THIS FILE DIRECTLY.
# yarn lockfile v1


argparse@^2.0.1:
version "2.0.1"
resolved "https://registry.yarnpkg.com/argparse/-/argparse-2.0.1.tgz#246f50f3ca78a3240f6c997e8a9bd1eac49e4b38"
integrity sha512-8+9WqebbFzpX9OR+Wa6O29asIogeRMzcGtAINdpMHHyAg10f05aSFVBbcEqGf/PXw1EjAZ+q2/bEBg3DvurK3Q==

js-yaml@^4.1.0:
version "4.1.1"
resolved "https://registry.yarnpkg.com/js-yaml/-/js-yaml-4.1.1.tgz#854c292467705b699476e1a2decc0c8a3458806b"
integrity sha512-qQKT4zQxXl8lLwBtHMWwaTcGfFOZviOJet3Oy/xmGk2gZH677CJM9EvtfdSkgWcATZhj/55JZ0rmy3myCT5lsA==
dependencies:
argparse "^2.0.1"

jsonschema@^1.4.1:
version "1.5.0"
resolved "https://registry.yarnpkg.com/jsonschema/-/jsonschema-1.5.0.tgz#f6aceb1ab9123563dd901d05f81f9d4883d3b7d8"
integrity sha512-K+A9hhqbn0f3pJX17Q/7H6yQfD/5OXgdrR5UE12gMXCiN9D5Xq2o5mddV2QEcX/bjla99ASsAAQUyMCCRWAEhw==
17 changes: 17 additions & 0 deletions workflows/api-economy/api-design-review.mwc.yaml
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name: "API Design Review"
version: "1.0.0"
description: "Review API designs for REST/GraphQL best practices and consistency"
mwc_version: "1.0.0"

inputs:
- name: api_spec
type: string

steps:
- id: check_best_practices
type: model_call
prompt: "Review this API specification for naming conventions, status codes, and security patterns: {{api_spec}}."

outputs:
- name: api_review_report
type: string
16 changes: 16 additions & 0 deletions workflows/api-economy/api-versioning-plan.mwc.yaml
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name: "API Versioning Plan"
version: "1.0.0"
description: "Create a deprecation and versioning plan for an evolving API"
mwc_version: "1.0.0"
inputs:
- name: current_version
type: string
- name: breaking_changes
type: string
steps:
- id: draft_versioning
type: model_call
prompt: "Currently at version {{current_version}}, design a versioning strategy (URI vs Header) and a 6-month deprecation timeline for these breaking changes: {{breaking_changes}}."
outputs:
- name: versioning_strategy
type: string
14 changes: 14 additions & 0 deletions workflows/api-economy/sdk-gen-spec.mwc.yaml
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name: "SDK Generator Spec"
version: "1.0.0"
description: "Generate a specification for building multi-language SDKs from an OpenAPI doc"
mwc_version: "1.0.0"
inputs:
- name: openapi_spec
type: string
steps:
- id: define_sdk_structure
type: model_call
prompt: "Outline the folder structure and core classes for a TypeScript/Python SDK based on this spec: {{openapi_spec}}."
outputs:
- name: sdk_spec
type: string
6 changes: 6 additions & 0 deletions workflows/architecture/README.md
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# Architecture Workflows
Workflows related to system design, folder structure, and architectural patterns.

## Workflows
- [Architecture Review](architecture-review.mwc.yaml): Review code structure against patterns like Clean Architecture or Hexagonal.
- [API Migration Plan](api-migration-plan.mwc.yaml): Create a step-by-step plan for migrating between API versions.
25 changes: 25 additions & 0 deletions workflows/architecture/api-migration-plan.mwc.yaml
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name: "API Migration Plan"
version: "1.0.0"
description: "Create a step-by-step plan to migrate from an old API version to a new one"
mwc_version: "1.0.0"

inputs:
- name: old_api_spec
type: string
description: "Documentation or examples of the current API"
- name: new_api_spec
type: string
description: "Documentation or examples of the new API"

steps:
- id: map_changes
type: model_call
prompt: "Compare {{old_api_spec}} and {{new_api_spec}}. Identify breaking changes, renamed fields, and deprecated endpoints."

- id: migration_steps
type: model_call
prompt: "Create a 3-phase migration plan (Preparation, Execution, Verification) based on the changes identified: {{map_changes}}."

outputs:
- name: migration_plan
type: string
26 changes: 26 additions & 0 deletions workflows/architecture/architecture-review.mwc.yaml
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name: "Architecture Review"
version: "1.0.0"
description: "Review system design and code structure against architectural patterns (Clean Architecture, DDD, etc.)"
mwc_version: "1.0.0"

inputs:
- name: code_base_structure
type: string
description: "Directory tree or key architecture files"
- name: pattern
type: string
description: "Preferred pattern (e.g., hexagonal, layers, microservices)"
default: "hexagonal"

steps:
- id: analyze_dependencies
type: model_call
prompt: "Analyze the dependency flow in the following structure. Check if it violates the {{pattern}} architecture principles:\n\n{{code_base_structure}}"

- id: suggest_improvements
type: model_call
prompt: "Based on the analysis: {{analyze_dependencies}}, suggest how to better decouple components or reorganize folders to strictly follow {{pattern}}."

outputs:
- name: architecture_report
type: string
14 changes: 14 additions & 0 deletions workflows/biotech/clinical-trial-sum.mwc.yaml
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name: "Clinical Trial Summarizer"
version: "1.0.0"
description: "Summarize clinical trial results for researchers and medical professionals"
mwc_version: "1.0.0"
inputs:
- name: trial_data
type: string
steps:
- id: extract_findings
type: model_call
prompt: "Summarize the primary endpoints, efficacy, and safety profile from this clinical trial data: {{trial_data}}."
outputs:
- name: trial_summary
type: string
20 changes: 20 additions & 0 deletions workflows/biotech/dna-analyzer.mwc.yaml
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name: "DNA Sequence Analyzer"
version: "1.0.0"
description: "Analyze DNA sequences for patterns, mutations, and GC content"
mwc_version: "1.0.0"

inputs:
- name: dna_sequence
type: string

steps:
- id: gc_content
type: model_call
prompt: "Calculate the GC content percentage of the following DNA sequence: {{dna_sequence}}."
- id: identify_motifs
type: model_call
prompt: "Identify common regulatory motifs or repeat patterns in: {{dna_sequence}}."

outputs:
- name: biotech_report
type: string
16 changes: 16 additions & 0 deletions workflows/biotech/lab-protocol-gen.mwc.yaml
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name: "Lab Protocol Generator"
version: "1.0.0"
description: "Generate a step-by-step laboratory protocol for a specific experiment"
mwc_version: "1.0.0"
inputs:
- name: experiment_goal
type: string
- name: reagents_available
type: string
steps:
- id: draft_protocol
type: model_call
prompt: "Create a detailed laboratory protocol to achieve {{experiment_goal}} using {{reagents_available}}."
outputs:
- name: lab_protocol
type: string
52 changes: 52 additions & 0 deletions workflows/biotech/protein-folding.mwc.yaml
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name: "Protein Folding Analysis"
version: "1.1.0"
description: "Analyze protein primary structure for potential folding patterns and domains using Chain-of-Thought"
mwc_version: "1.0.0"

inputs:
- name: amino_acid_sequence
type: string
description: "The primary amino acid sequence (e.g., MVLSPADKTN...)"
- name: analysis_depth
type: enum
options: ["quick", "detailed"]
description: "Depth of the structural analysis"

steps:
- id: analyze_properties
type: model_call
prompt: |
Analyze the physicochemical properties of this amino acid sequence: {{amino_acid_sequence}}.
Focus on:
1. Hydrophobicity profile (Kyte-Doolittle scale approximation)
2. Charge distribution (Isoelectric point estimation)
3. Presence of special residues (Cysteine bridges, Proline kinks)

- id: predict_secondary_structure
type: model_call
prompt: |
Based on the properties analysis: {{analyze_properties}}, predict the likely secondary structure elements.
- Identify potential Alpha-helices (n+4 H-bonding patterns)
- Identify potential Beta-sheets (extended strands)
- Identify loops and disordered regions

- id: identify_domains
type: model_call
prompt: |
Using the secondary structure prediction: {{predict_secondary_structure}}, hypothesize potential protein domains.
Reference known structural motifs (e.g., Zinc finger, Beta-barrel, Rossmann fold) if patterns match.

- id: final_report
type: model_call
prompt: |
Synthesize a {{analysis_depth}} report on the protein's potential structure.
Combine findings from:
- Properties: {{analyze_properties}}
- Secondary Structure: {{predict_secondary_structure}}
- Domains: {{identify_domains}}

Disclaimer: This is a textual prediction and should be verified with structural biology tools (AlphaFold, cryo-EM).

outputs:
- name: folding_report
type: string
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