77-upstream-updates-2604041747 by miadisabelle · Pull Request #78 · miadisabelle/mia-agents

miadisabelle · 2026-04-04T21:49:25Z

bring intelligently the upstream

Major quality improvements across all tools and workflows: - Expanded from 1,952 to 23,686 lines (12.1x growth) - Added 89 complete code examples with production-ready implementations - Integrated modern 2024/2025 technologies and best practices - Established consistent structure across all files - Added 64 reference workflows with real-world scenarios Phase 1 - Critical Workflows (4 files): - git-workflow: 9→118 lines - Complete git workflow orchestration - legacy-modernize: 10→110 lines - Strangler fig pattern implementation - multi-platform: 10→181 lines - API-first cross-platform development - improve-agent: 13→292 lines - Systematic agent optimization Phase 2 - Unstructured Tools (8 files): - issue: 33→636 lines - GitHub issue resolution expert - prompt-optimize: 49→1,207 lines - Advanced prompt engineering - data-pipeline: 56→2,312 lines - Production-ready pipeline architecture - data-validation: 56→1,674 lines - Comprehensive validation framework - error-analysis: 56→1,154 lines - Modern observability and debugging - langchain-agent: 56→2,735 lines - LangChain 0.1+ with LangGraph - ai-review: 63→1,597 lines - AI-powered code review system - deploy-checklist: 71→1,631 lines - GitOps and progressive delivery Phase 3 - Mid-Length Tools (4 files): - tdd-red: 111→1,763 lines - Property-based testing and decision frameworks - tdd-green: 130→842 lines - Implementation patterns and type-driven development - tdd-refactor: 174→1,860 lines - SOLID examples and architecture refactoring - refactor-clean: 267→886 lines - AI code review and static analysis integration Phase 4 - Short Workflows (7 files): - ml-pipeline: 43→292 lines - MLOps with experiment tracking - smart-fix: 44→834 lines - Intelligent debugging with AI assistance - full-stack-feature: 58→113 lines - API-first full-stack development - security-hardening: 63→118 lines - DevSecOps with zero-trust - data-driven-feature: 70→160 lines - A/B testing and analytics - performance-optimization: 70→111 lines - APM and Core Web Vitals - full-review: 76→124 lines - Multi-phase comprehensive review Phase 5 - Small Files (9 files): - onboard: 24→394 lines - Remote-first onboarding specialist - multi-agent-review: 63→194 lines - Multi-agent orchestration - context-save: 65→155 lines - Context management with vector DBs - context-restore: 65→157 lines - Context restoration and RAG - smart-debug: 65→1,727 lines - AI-assisted debugging with observability - standup-notes: 68→765 lines - Async-first with Git integration - multi-agent-optimize: 85→189 lines - Performance optimization framework - incident-response: 80→146 lines - SRE practices and incident command - feature-development: 84→144 lines - End-to-end feature workflow Technologies integrated: - AI/ML: GitHub Copilot, Claude Code, LangChain 0.1+, Voyage AI embeddings - Observability: OpenTelemetry, DataDog, Sentry, Honeycomb, Prometheus - DevSecOps: Snyk, Trivy, Semgrep, CodeQL, OWASP Top 10 - Cloud: Kubernetes, GitOps (ArgoCD/Flux), AWS/Azure/GCP - Frameworks: React 19, Next.js 15, FastAPI, Django 5, Pydantic v2 - Data: Apache Spark, Airflow, Delta Lake, Great Expectations All files now include: - Clear role statements and expertise definitions - Structured Context/Requirements sections - 6-8 major instruction sections (tools) or 3-4 phases (workflows) - Multiple complete code examples in various languages - Modern framework integrations - Real-world reference implementations

Significantly reduced verbosity while retaining core capabilities: - data-pipeline.md: 2311 → 186 lines - langchain-agent.md: reduced extensive examples - smart-debug.md: condensed to essential directives - tdd-red.md: streamlined TDD workflow - tdd-refactor.md: simplified refactoring guidance Each file now focuses on: - Core capabilities summary - Concise step-by-step instructions - Key implementation patterns - Essential best practices Removed: - Extensive code examples - Verbose explanations - Redundant implementation details

Major refactoring and optimization release transforming marketplace from bloated to focused, single-purpose plugin architecture following industry best practices. MARKETPLACE RESTRUCTURING (27 → 36 plugins) ============================================ Plugin Splits: - infrastructure-devops (22) → kubernetes-operations, docker-containerization, deployment-orchestration - security-hardening (18) → security-scanning, security-compliance, backend-api-security, frontend-mobile-security - data-ml-pipeline (17) → data-engineering, machine-learning-ops, ai-agent-development - api-development-kit (17) → api-scaffolding, api-testing-observability, data-validation-suite - incident-response (16) → incident-diagnostics, observability-monitoring New Extracted Plugins: - data-validation-suite: Schema validation, data quality (extracted duplicates) - deployment-orchestration: Deployment strategies, rollback (extracted duplicates) Impact: - Average plugin size: 8-10 → 6.2 components (-27%) - Bloated plugins (>15): 5 → 0 (-100%) - Duplication overhead: 45.2% → 12.6% (-72%) - All plugins now follow single-responsibility principle FILE OPTIMIZATION (24,392 lines eliminated) =========================================== Legacy Files Removed (14,698 lines): - security-scan.md (3,468 lines) - replaced by focused security plugins - k8s-manifest.md (2,776 lines) - replaced by kubernetes-operations tools - docker-optimize.md (2,333 lines) - replaced by docker-containerization tools - test-harness.md (2,015 lines) - replaced by testing-quality-suite tools - db-migrate.md (1,891 lines) - replaced by database-operations tools - api-scaffold.md (1,772 lines) - replaced by api-scaffolding tools - data-validation.md (1,673 lines) - replaced by data-validation-suite - deploy-checklist.md (1,630 lines) - replaced by deployment-orchestration tools High-Priority Files Optimized (9,694 lines saved, 62% avg reduction): - security-sast.md: 1,216 → 473 lines (61% reduction, 82→19 code blocks) - prompt-optimize.md: 1,206 → 587 lines (51% reduction) - doc-generate.md: 1,071 → 652 lines (39% reduction) - ai-review.md: 1,597 → 428 lines (73% reduction) - config-validate.md: 1,592 → 481 lines (70% reduction) - security-dependencies.md: 1,795 → 522 lines (71% reduction) - migration-observability.md: 1,858 → 408 lines (78% reduction) - sql-migrations.md: 1,600 → 492 lines (69% reduction) - accessibility-audit.md: 1,229 → 483 lines (61% reduction) - monitor-setup.md: 1,250 → 501 lines (60% reduction) Optimization techniques: - Removed redundant examples (kept 1-2 best vs 5-8) - Consolidated similar code blocks - Eliminated verbose prose and documentation - Streamlined framework-specific examples - Removed duplicate patterns PERFORMANCE IMPROVEMENTS ======================== Context & Loading: - Average tool size: 954 → 626 lines (58% reduction) - Loading time improvement: 2-3x faster - Better LLM context window utilization - Lower token costs (58% less content to process) Quality Metrics: - Component references validated: 223 (0 broken) - Tool duplication: 12.6% (minimal, intentional) - Naming compliance: 100% (kebab-case standard) - Component coverage: 90.5% tools, 82.1% agents - Functional regressions: 0 (zero breaking changes) ARCHITECTURE PRINCIPLES ======================= Single Responsibility: - Each plugin does one thing well (Unix philosophy) - Clear, focused purposes (describable in 5-7 words) - Zero bloated plugins (all under 12 components) Industry Best Practices: - VSCode extension patterns (focused, composable) - npm package model (single-purpose modules) - Chrome extension policy (narrow focus) - Microservices decomposition (by subdomain) Design Philosophy: - Composability over bundling (mix and match) - Context efficiency (smaller = faster) - High cohesion, low coupling (related together, independent modules) - Clear discoverability (descriptive names) BREAKING CHANGES ================ Plugin names changed (old → new): - infrastructure-devops → kubernetes-operations, docker-containerization, deployment-orchestration - security-hardening → security-scanning, security-compliance, backend-api-security, frontend-mobile-security - data-ml-pipeline → data-engineering, machine-learning-ops, ai-agent-development - api-development-kit → api-scaffolding, api-testing-observability - incident-response → incident-diagnostics, observability-monitoring Users must update plugin references if using explicit plugin names. Default marketplace discovery requires no changes. SUMMARY ======= Total Impact: - 36 focused, single-purpose plugins (from 27, +33%) - 24,392 lines eliminated (58% reduction in problematic files) - 18 files removed/optimized - 0 functionality lost - 0 broken references - Production ready Files changed: - Modified: marketplace.json (v1.0.5), README.md, 10 optimized tools - Deleted: 8 legacy monolithic files - Net: +2,273 insertions, -28,875 deletions (-26,602 lines total) Version: 1.0.5 Status: Production ready, fully validated, zero regressions

Major marketplace refactoring to optimize plugin granularity and improve single-responsibility principle adherence, following Anthropic best practices. Plugin Architecture Changes (36 → 62 plugins) ------------------------------------------------ Split 12 monolithic plugins into focused units: - claude-code-essentials → code-documentation, debugging-toolkit, git-pr-workflows - full-stack-development → backend-development, frontend-mobile-development, full-stack-orchestration - testing-quality-suite → unit-testing, tdd-workflows, code-review-ai - infrastructure-devops → cloud-infrastructure, kubernetes-orchestration, ci-cd-automation - development-utilities → code-refactoring, dependency-management, error-debugging - security-hardening → web-security, mobile-security, devsecops-practices - data-ml-pipeline → data-engineering, machine-learning, mlops-automation - api-development-kit → rest-api-development, graphql-development, api-security Added 6 language-focused plugins for unused agents: - python-development, javascript-typescript, systems-programming - jvm-languages, web-scripting, functional-programming New Tools (6 tools, 2,084 lines) --------------------------------- 1. test-generate.md (302 lines) - Automated unit test generation 2. component-scaffold.md (388 lines) - React/React Native scaffolding 3. xss-scan.md (307 lines) - XSS vulnerability scanner 4. python-scaffold.md (316 lines) - Python project initialization 5. typescript-scaffold.md (346 lines) - TypeScript project setup 6. rust-project.md (425 lines) - Rust project creation Marketplace Cleanup ------------------- - Removed 2 empty plugins (advanced-testing, docker-containerization) - Assigned agents to 4 plugins missing them - Validated all file references (100% valid paths) Results ------- - 62 plugins (was 36) - 72% increase for better granularity - 84 agents (100% now assigned to plugins) - 42 tools (was 36) - 16.7% increase - Average 3.4 components per plugin (follows Anthropic 2-8 pattern) - 100% of plugins have agents (was 94%) - 66% of plugins have tools (was 50%) - Version bumped to 1.1.0 This refactoring optimizes token usage, improves plugin discovery, and makes installation more granular while maintaining the centralized file structure.

Major documentation restructure to improve discoverability and usability: ## Two-Tier Plugin Documentation - Quick Start section: 12 essential plugins with full descriptions - Complete Reference: All 62 plugins in categorized tables (23 categories) - Reduces documentation from verbose listings to scannable tables - Only +31 lines despite documenting +26 more plugins ## Corrected Counts - Tools: 42 → 44 (correct actual count) - Plugins: 36 → 62 (v1.1.0 refactoring) - Agents: 84, Workflows: 15 (verified) ## Content Improvements - Removed promotional 'new' language throughout - Updated version highlights to be factual - Added Claude Code Plugins Guide link to Resources - Reorganized plugin categories with emoji icons for scanning - Updated repository structure to show v1.1.0 tools ## Structure Quick Start (12 plugins): - Development Essentials (3) - Full-Stack Development (3) - Testing & Quality (2) - Infrastructure & Operations (2) - Language Support (2) Complete Reference (62 plugins): - 23 categories with 1-6 plugins each - Compact table format (plugin | description | install) - Covers: Development, Documentation, Workflows, Testing, Quality, Utilities, AI/ML, Data, Database, Operations, Performance, Infrastructure, Security, Modernization, API, Marketing, Business, Languages, Blockchain, Finance, Payments, Gaming, Accessibility

Change main documentation link from docs.anthropic.com to docs.claude.com/overview

Migrate from docs.anthropic.com to docs.claude.com for consistency

Update header link from docs.anthropic.com to docs.claude.com/overview

There was an error in the count. Originally it said 4, but there are actually 5 Opus agents.

- Organize 62 plugins into isolated directories under plugins/ - Consolidate tools and workflows into commands/ following Anthropic conventions - Update marketplace.json with isolated source paths for each plugin - Revise README to reflect plugin-based structure and token efficiency - Remove shared resource directories (agents/, tools/, workflows/) Each plugin now contains only its specific agents and commands, enabling granular installation and minimal token usage. Installing a single plugin loads only its resources rather than the entire marketplace. Structure: plugins/{plugin-name}/{agents/,commands/}

- Add comprehensive slash command documentation as primary interface - Include real command examples mapped to actual plugins in marketplace - Add 70+ categorized slash command reference (all real commands) - Show both command-based and natural language invocation patterns - Add tdd-workflows to Testing section for better discoverability - Provide detailed workflow orchestration examples with step breakdowns - Include command argument examples and discovery instructions All examples now use actual commands that exist in the plugin system (backend-development:feature-development, unit-testing:test-generate, etc.)

Updated all 84 agent references from incorrect `agents/{agent-name}.md` format to correct `plugins/{plugin-name}/agents/{agent-name}.md` paths to resolve 404 errors.

Fixed 109 agent namespace issues where external agent references were missing proper namespace prefixes (plugin-name::agent-name format). Affected plugins (bumped to v1.2.1): - tdd-workflows: Fixed 12 references in tdd-cycle, tdd-green, tdd-red - incident-response: Fixed 29 references in incident-response, smart-fix - data-engineering: Fixed 12 references in data-driven-feature - backend-development: Fixed 11 references in feature-development - framework-migration: Fixed 10 references in legacy-modernize - git-pr-workflows: Fixed 7 references in git-workflow - security-scanning: Fixed 7 references in security-hardening - full-stack-orchestration: Fixed 6 references in full-stack-feature - application-performance: Fixed 5 references in performance-optimization - comprehensive-review: Fixed 5 references in full-review - multi-platform-apps: Fixed 5 references in multi-platform Changes: - Added namespace prefixes for all external agent references - Replaced 14 missing agents with appropriate equivalents - Updated marketplace.json to bump affected plugin versions Closes wshobson#95

* expert at Teensy microcontroller programming * Refactor teensy-expert to arm-cortex-expert for broader ARM Cortex-M coverage - Rename teensy-expert.md to arm-cortex-expert.md - Update frontmatter: remove triggers field, add model: sonnet - Generalize content for ARM Cortex-M platforms (Teensy, STM32, nRF52, SAMD) - Add critical ARM Cortex-M sections: * Interrupt Priorities & NVIC Configuration * Critical Sections & Interrupt Masking (with BASEPRI formula) * Hardfault Debugging Basics * Cortex-M Architecture Differences comparison table * FPU Context Saving * Stack Overflow Protection - Optimize content: 471 lines → 264 lines (26% reduction) - Preserve all critical code patterns for correct LLM code generation - Inline all technical content (no external snippet dependencies) 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com> * Add arm-cortex-expert to README and marketplace - Added arm-cortex-expert to Specialized Domains section in README - Created arm-cortex-microcontrollers plugin entry in marketplace.json - Plugin authored by Ryan Snodgrass for ARM Cortex-M firmware development --------- Co-authored-by: Claude <noreply@anthropic.com>

- Refactor standalone agent into proper plugin structure - Create plugins/embedded-systems/ directory with agents/ subdirectory - Move arm-cortex-expert.md to plugins/embedded-systems/agents/ - Update marketplace.json plugin name and source path - Update README.md to reflect 7 language plugins (was 6) - Add embedded-systems to Languages plugin table - Update all agent references to new path - Remove empty agents/ directory This aligns the embedded-systems plugin with the standard plugin architecture used throughout the repository.

- Revert plugin name from embedded-systems to arm-cortex-microcontrollers - Keep original name chosen by contributor Ryan Snodgrass - Update all references in README.md and marketplace.json - Plugin structure remains properly organized in plugins/ directory

- Migrate all 48 Opus agents to Sonnet - Optimize 35 execution-focused agents for Haiku - Update README with hybrid orchestration patterns - Simplify model configuration to use agnostic aliases Final distribution: 97 Sonnet / 47 Haiku agents

- Add 47 Agent Skills across 14 plugins following Anthropic's specification - Python (5): async patterns, testing, packaging, performance, UV package manager - JavaScript/TypeScript (4): advanced types, Node.js patterns, testing, modern JS - Kubernetes (4): manifests, Helm charts, GitOps, security policies - Cloud Infrastructure (4): Terraform, multi-cloud, hybrid networking, cost optimization - CI/CD (4): pipeline design, GitHub Actions, GitLab CI, secrets management - Backend (3): API design, architecture patterns, microservices - LLM Applications (4): LangChain, prompt engineering, RAG, evaluation - Blockchain/Web3 (4): DeFi protocols, NFT standards, Solidity security, Web3 testing - Framework Migration (4): React, Angular, database, dependency upgrades - Observability (4): Prometheus, Grafana, distributed tracing, SLO - Payment Processing (4): Stripe, PayPal, PCI compliance, billing - API Scaffolding (1): FastAPI templates - ML Operations (1): ML pipeline workflow - Security (1): SAST configuration - Restructure documentation into /docs directory - agent-skills.md: Complete guide to all 47 skills - agents.md: All 85 agents with model configuration - plugins.md: Complete catalog of 63 plugins - usage.md: Commands, workflows, and best practices - architecture.md: Design principles and patterns - Update README.md - Add Agent Skills banner announcement - Reduce length by ~75% with links to detailed docs - Add What's New section showcasing Agent Skills - Add Popular Use Cases with real examples - Improve navigation with Core Guides and Quick Links - Update marketplace.json with skills arrays for 14 plugins All 47 skills follow Agent Skills Specification: - Required YAML frontmatter (name, description) - Use when activation clauses - Progressive disclosure architecture - Under 1024 character descriptions

Bump version from 1.2.0 to 1.2.1 for 11 plugins that had Agent Skills added: - api-scaffolding - blockchain-web3 - cicd-automation - cloud-infrastructure - javascript-typescript - kubernetes-operations - llm-application-dev - machine-learning-ops - observability-monitoring - payment-processing - python-development Follow-up to commit 65e5cb0 (feat: add Agent Skills and restructure documentation)

Bump version from 1.2.1 to 1.2.2 for 3 plugins that had Agent Skills added and were already at 1.2.1: - backend-development - framework-migration - security-scanning Follow-up to commit 65e5cb0 (feat: add Agent Skills and restructure documentation)

Add .venv directory to gitignore to exclude virtual environment created by modern Python tools like uv.

…3 skills Fantastic work, Ryan! You delivered an exceptional shell-scripting plugin with comprehensive coverage of defensive programming, static analysis, and testing patterns. Your responsiveness to feedback and commitment to quality are exactly what we value in this project. Thanks for the great contribution! 🎉

Implement Claude Code plugin marketplace structure with 13 modular packages: - Creative development core with RISE framework integration - Language specialists covering 14 programming languages - DevOps, infrastructure, and cloud architecture - Data engineering and ML operations - Quality assurance and debugging with structural thinking - Complete SEO content suite - Persona synthesis framework (PersonaHub) - Educational scaffolding and narrative integration - System orchestration tools Marketplace enables granular installation of specialized agent groups. Each plugin maintains creative orientation and structural thinking principles from the Mia-Agents lattice framework. Related: #61 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>

Co-authored-by: jgwill <23141173+jgwill@users.noreply.github.com>

…d roadmap Co-authored-by: jgwill <23141173+jgwill@users.noreply.github.com>

…usic21 export, update dependencies Co-authored-by: jgwill <23141173+jgwill@users.noreply.github.com>

…pgrade

- 🔍 code-reviewer: Enhanced with review process, checklist, and output glyphs - 🔴 debugger: Added debugging approach and output structure glyphs - 🏗️ architect-review: Added core responsibilities and output format glyphs - 📚 api-documenter: Enhanced approach and output sections with glyphs - 🎨 frontend-developer: Added approach and output structure glyphs - 📖 docs-architect: Added documentation process and output glyphs - 🔎 error-detective: Enhanced with structural analysis and output glyphs All agents now include: - Main glyph in title for immediate visual identification - Supporting glyphs throughout sections for visual hierarchy - Enhanced readability with emoji-enhanced formatting - Consistent visual language across all specialized agents 🧠 Generated with Claude Code Co-Authored-By: Claude <noreply@anthropic.com>

Introduces fn_claude_agents.sh with 6 specialized launcher functions: - claude_review: Code quality, security, configuration analysis - claude_debug: Root cause debugging, structural problem solving - claude_architect: Architecture review, design patterns, SOLID - claude_apidoc: API documentation, OpenAPI, SDKs - claude_frontend: Frontend development, React, accessibility - claude_docs: Technical documentation, system analysis Features: ✓ Pre-configured with agent specifications and MCP integration ✓ Visual glyph identification (🔍 🔴 🏗️ 📚 🎨 📖) ✓ Pass-through argument support for flexibility ✓ Session management compatibility ✓ Utility functions: claude_agents_list, claude_agents_help ✓ Comprehensive error handling and usage guidance Functions are exportable and can be sourced into bash profiles. 🧠 Generated with Claude Code Co-Authored-By: Claude <noreply@anthropic.com>

AGENT_LAUNCHERS.md provides: - Quick start guide with examples - Detailed descriptions of 6 specialized agents - Usage patterns and workflows - Advanced usage with pass-through arguments - Integration with session management - Configuration options and environment variables - Troubleshooting guide - Best practices for agent selection - Task-specific workflow examples Agents documented: - 🔍 Code Reviewer - 🔴 Debugger - 🏗️ Architect Reviewer - 📚 API Documenter - 🎨 Frontend Developer - 📖 Docs Architect Includes examples for: - Code review workflows - Development patterns - Debugging approaches - Architecture analysis - Documentation generation 🧠 Generated with Claude Code Co-Authored-By: Claude <noreply@anthropic.com>

Simple directional issue describing: - What was built: 6 specialized agent launchers - Where it's going: Integration, expansion, refinement - Success metric: People use it without thinking - Open questions: Usage patterns, scope, effectiveness Emphasis on iteration over perfection. Start simple, improve based on feedback. 🧠 Generated with Claude Code Co-Authored-By: Claude <noreply@anthropic.com>

Implement fn_copilot_agents.sh with 5 specialized agent wrappers: - copilot_architect: Architecture review with SOLID principles - copilot_debug: Root cause analysis with structural thinking - copilot_review: Code quality, security, and config validation - copilot_troubleshoot: Production debugging and incident response - copilot_docs: Comprehensive technical documentation Features: - Transparent prompting (full visibility in CLI) - Explicit model selection (opus for deep analysis, sonnet for speed) - Pass-through argument support (--add-dir, --yolo, --model, etc.) - Built-in help functions for each agent - Sequential chaining support for workflow transitions - Structural Thinking and Creative Orientation integration Includes comprehensive documentation: - feat-76-copilot-agents-260131/plan.md: Analysis and rationale - feat-76-copilot-agents-260131/usage-examples.md: Real-world workflows - feat-76-copilot-agents-260131/SUMMARY.md: Feature overview - feat-76-copilot-agents-260131/INTEGRATION.md: Setup instructions Pattern enables state transitions during development: copilot_review "Check changes" && \ copilot_architect "Validate architecture" && \ copilot_docs "Update documentation" Closes #76

…umentation Introduce fn_copilot_agents.sh with 5 specialized agents, along with comprehensive README and QUICK-REFERENCE guides. Implemented integration documentation and a new script for updating logs. * #76

…st Efficiency - Deleted README.md and SUMMARY.md as part of the documentation cleanup. - Revised plan.md to reflect the completion status and focus on cost-efficient model usage. - Removed usage-examples.md to streamline documentation. - Updated fn_copilot_agents.sh to introduce new functions for cheap tasks (gpt-5-mini) and standard tasks (sonnet), while maintaining premium tasks (opus) for critical operations. - Implemented functions for indexing, summarizing, generating commit messages, linting, and extracting TODOs. - Enhanced help functions to provide clearer guidance on available agents and their usage. - Improved function signatures and added default prompts for better user experience. - Ensured all functions support pass-through arguments for flexibility in usage. * #76

… automation and usability * #76

Feature/plugin marketplace

Copilot

Pull request overview

Note

Copilot was unable to run its full agentic suite in this review.

Brings in upstream content by adding multiple Claude Code plugins (agent teams, orchestration, accessibility), new framework documentation (PersonaHub + Orpheus Portal), repo-level governance/docs, and build tooling while removing a set of legacy root-level agent definition files.

Changes:

Added new plugins and agent/command definitions under plugins/ (Agent Teams, Agent Orchestration, Accessibility Compliance).
Added large documentation/framework trees (PersonaHub, Orpheus Portal) plus repo meta docs (CLAUDE.md, FEATURES.md, CHANGELOG.md, etc.).
Added build scripts/Makefile and refactored agent definitions (many root agent files deleted; some reintroduced under agents/).

Reviewed changes

Copilot reviewed 114 out of 764 changed files in this pull request and generated 8 comments.

Show a summary per file

File	Description
plugins/agent-teams/commands/team-debug.md	Adds `/team-debug` command documentation for parallel hypothesis-driven debugging.
plugins/agent-teams/agents/team-reviewer.md	Introduces team reviewer agent spec for dimension-focused parallel reviews.
plugins/agent-teams/agents/team-lead.md	Adds team lead orchestrator agent spec and lifecycle/ownership rules.
plugins/agent-teams/agents/team-implementer.md	Adds implementer agent spec for parallel build with file ownership boundaries.
plugins/agent-teams/agents/team-debugger.md	Adds debugger investigator agent spec for hypothesis validation.
plugins/agent-teams/README.md	Documents Agent Teams plugin setup, features, commands, and quick start.
plugins/agent-teams/.claude-plugin/plugin.json	Declares the `agent-teams` plugin metadata/version.
plugins/agent-orchestration/commands/multi-agent-optimize.md	Adds orchestration command doc for multi-agent optimization workflows.
plugins/agent-orchestration/commands/improve-agent.md	Adds a detailed agent improvement workflow document.
plugins/agent-orchestration/agents/context-manager.md	Adds context-manager agent spec under agent-orchestration plugin.
plugins/agent-orchestration/.claude-plugin/plugin.json	Declares the `agent-orchestration` plugin metadata/version.
plugins/accessibility-compliance/agents/ui-visual-validator.md	Adds UI visual validator agent spec focused on visual/a11y verification.
plugins/accessibility-compliance/.claude-plugin/plugin.json	Declares the `accessibility-compliance` plugin metadata/version.
persona-synthesis-orchestrator.md	Adds a persona synthesis orchestration agent document.
persona-hub-architect.md	Adds PersonaHub architect agent document.
persona-corpus-generator.md	Adds Persona corpus generator agent document.
performance-engineer.md	Removes legacy root-level performance engineer agent definition.
payment-integration.md	Removes legacy root-level payment integration agent definition.
network-engineer.md	Removes legacy root-level network engineer agent definition.
multiturn-agentic-deepsearch/working_exploration/multi_stage_dialogue_expansion.md	Adds exploration notes for multi-stage dialogue expansion.
multiturn-agentic-deepsearch/topic_enhancer_instructions.txt	Adds topic enhancer instructions referencing a knowledge base.
multiturn-agentic-deepsearch/future_knowledge_base/structural_tension.md	Adds knowledge base entry defining Structural Tension.
multiturn-agentic-deepsearch/future_knowledge_base/structural_insights.md	Adds knowledge base entry defining Structure/Structural Insights.
multiturn-agentic-deepsearch/future_knowledge_base/oscillating_pattern.md	Adds knowledge base entry defining Oscillating Pattern.
multiturn-agentic-deepsearch/future_knowledge_base/current_reality.md	Adds knowledge base entry defining Current Reality.
multiturn-agentic-deepsearch/future_knowledge_base/creative_orientation.md	Adds knowledge base entry defining Creative Orientation.
multiturn-agentic-deepsearch/future_knowledge_base/advancing_pattern.md	Adds knowledge base entry defining Advancing Pattern.
multiturn-agentic-deepsearch/agent_2_instructions.txt	Adds agent 2 instructions for synthesis/whitepaper output.
multiturn-agentic-deepsearch/agent_1_instructions.txt	Adds agent 1 instructions for contextual weaving and ArXiv research.
multiturn-agentic-deepsearch/agent_0_instructions.txt	Adds agent 0 instructions for structural cartography and ArXiv research.
mobile-developer.md	Removes legacy root-level mobile developer agent definition.
mlops-engineer.md	Removes legacy root-level MLOps engineer agent definition.
ml-engineer.md	Removes legacy root-level ML engineer agent definition.
java-pro.md	Removes legacy root-level Java agent definition.
ios-screen-observer.md	Adds iOS screen observer agent document for screen-shared UX reporting.
ios-developer.md	Removes legacy root-level iOS developer agent definition.
incident-responder.md	Removes legacy root-level incident responder agent definition.
graphql-architect.md	Removes legacy root-level GraphQL architect agent definition.
golang-pro.md	Removes legacy root-level Go agent definition.
genai-education-scaffolding.md	Adds GenAI SRL scaffolding agent document.
frontend-developer.md	Removes legacy root-level frontend developer agent definition.
framework/personahub/implementation.md	Adds PersonaHub implementation guide content.
framework/personahub/examples.md	Adds PersonaHub usage/examples and integration patterns.
framework/personahub/configuration.md	Adds PersonaHub configuration reference and environment templates.
framework/personahub/README.md	Adds PersonaHub framework overview and architecture.
framework/orpheus-portal/architecture/executive-summary.md	Adds Orpheus Portal executive summary and architecture blueprint.
framework/orpheus-portal/README.md	Adds Orpheus Portal framework overview and structure.
flutter-expert.md	Removes legacy root-level Flutter expert agent definition.
feat-76-copilot-agents-260131/plan.md	Adds plan doc for Copilot agent launcher functions.
feat-76-copilot-agents-260131/input-message.md	Adds original request/context for feat-76 launcher functions.
devops-troubleshooter.md	Removes legacy root-level DevOps troubleshooter agent definition.
deployment-engineer.md	Removes legacy root-level deployment engineer agent definition.
database-optimizer.md	Removes legacy root-level database optimizer agent definition.
database-admin.md	Removes legacy root-level database admin agent definition.
data-scientist.md	Removes legacy root-level data scientist agent definition.
data-engineer.md	Removes legacy root-level data engineer agent definition.
customer-support.md	Removes legacy root-level customer support agent definition.
context7.json	Adds Context7 integration config with URL and public key.
context-manager.md	Removes legacy root-level context manager agent definition.
content-marketer.md	Removes legacy root-level content marketer agent definition.
code-reviewer.md	Removes legacy root-level code reviewer agent definition.
cloud-architect.md	Removes legacy root-level cloud architect agent definition.
business-analyst.md	Removes legacy root-level business analyst agent definition.
build.sh	Adds a master build script to generate combined docs/semantic groups.
build-semantic-groups.sh	Adds a simplified semantic group build script (dev category).
build-all-agents.sh	Adds a script to consolidate agent markdown into a single output file.
backend-architect.md	Removes legacy root-level backend architect agent definition.
architect-review.md	Removes legacy root-level architect reviewer agent definition.
api-documenter.md	Removes legacy root-level API documenter agent definition.
ai-engineer.md	Removes legacy root-level AI engineer agent definition.
agents/prompt-engineer.md	Updates prompt-engineer agent description and adds structural/creative orientation sections.
agents/devops-troubleshooter.md	Adds devops-troubleshooter agent under `agents/`.
agents/architect-review.md	Adds architect-reviewer agent under `agents/`.
SPIRALS.md	Adds high-level orchestration map doc for agentic evolution.
ROADMAP.md	Adds roadmap describing orientation shift and agent integrations.
PR_0000.2510281939.md	Adds an example PR review document for music21/OpenAI changes.
Milestone/251123/ISSUE_agent_launcher_framework.md	Adds milestone issue doc describing launcher framework direction.
Makefile	Adds Makefile for YouTube design extractor tool setup and run targets.
LICENSE	Updates MIT license copyright line to include author name.
LAUNCH_GEMINI_STCGoal_An_Adequate_Instruction_for_GeminiMobileApp_Developper_ScreenObserver.251010.sh	Adds Gemini launcher script for iOS screen observer prompt creation.
LAUNCH_GEMINI_CHANGELOG_251006.sh	Adds Gemini launcher script for changelog generation guidance.
LAUNCH_FOLLOWUP_FEATURES_251008.sh	Adds Gemini launcher script for FEATURES follow-up analysis.
JAMAI.md	Adds JamAI principles doc aligning with creative orientation/structural thinking.
GEMINI.md	Adds/updates Tryad+1 embodiment doc and checkpoint notes.
FEATURES.md	Adds features/capabilities summary with commit references.
Conductor.md	Adds Conductor agent instructions for v0.dev orchestration workflow.
Clarion_The_System_Cartographer_Instructions.md	Adds Clarion system cartographer agent instructions and diagram workflow.
CLAUDE.md	Adds top-level repository structure/conventions and PluginEval overview.
CHANGELOG.md	Adds narrative changelog for project evolution.
.github/copilot-instructions.md	Adds GitHub Copilot agent instructions and links to contextual docs.
.github/ISSUE_TEMPLATE/new_subagent.yml	Updates Code of Conduct link in issue template.
.github/ISSUE_TEMPLATE/feature_request.yml	Updates Code of Conduct link in issue template.
.github/ISSUE_TEMPLATE/bug_report.yml	Updates Code of Conduct link in issue template.
.github/CONTRIBUTING.md	Adds spacing/formatting improvements to contributing guidelines.
.github/CODE_OF_CONDUCT.md	Adds explicit prohibitions/handling for automated/LLM-generated spam.

Copilot · 2026-04-18T12:39:30Z

+cat > "${OUTPUT_FILE}" << 'EOF'
+# Mia Agents - Complete Agent Roles Collection
+
+This document contains all agent roles available in the Mia Agents ecosystem.
+
+**Generated:** $(date '+%Y-%m-%d %H:%M:%S')
+
+**Total Agents:** TBD


The heredoc is single-quoted (<< 'EOF'), so $(date ...) is written literally instead of being expanded at runtime. Use an unquoted heredoc (or write the header with printf/multiple echos) so the generated timestamp is correct.

Copilot · 2026-04-18T12:39:31Z

+done
+
+# Update total count
+sed -i "s/\*\*Total Agents:\*\* TBD/\*\*Total Agents:\*\* ${total_agents}/" "${OUTPUT_FILE}"


sed -i is not portable between GNU sed and BSD/macOS sed (BSD requires an explicit backup suffix, e.g. -i ''). To avoid build failures on macOS, switch to a portable approach (e.g., use perl -pi -e, write to a temp file and move, or detect sed flavor).

Suggested change

sed -i "s/\*\*Total Agents:\*\* TBD/\*\*Total Agents:\*\* ${total_agents}/" "${OUTPUT_FILE}"

temp_output_file="$(mktemp)"

sed "s/\*\*Total Agents:\*\* TBD/\*\*Total Agents:\*\* ${total_agents}/" "${OUTPUT_FILE}" > "${temp_output_file}"

mv "${temp_output_file}" "${OUTPUT_FILE}"

Copilot · 2026-04-18T12:39:31Z

+done < <(find "${SCRIPT_DIR}" -maxdepth 1 -name "*.md" -type f -print0 | sort -z)
+


The script only scans -maxdepth 1, but this PR moves/adds many agent definitions under agents/ and plugins/**/agents/. As-is, the consolidated output will miss most agents; update the discovery logic to include those directories (and keep the existing exclusions).

Suggested change

done < <(find "${SCRIPT_DIR}" -maxdepth 1 -name "*.md" -type f -print0 | sort -z)

done < <(

{

find "${SCRIPT_DIR}" -maxdepth 1 -name "*.md" -type f -print0

if [[ -d "${SCRIPT_DIR}/agents" ]]; then

find "${SCRIPT_DIR}/agents" -name "*.md" -type f -print0

fi

if [[ -d "${SCRIPT_DIR}/plugins" ]]; then

find "${SCRIPT_DIR}/plugins" -path "*/agents/*.md" -type f -print0

fi

} | sort -z

)

Copilot · 2026-04-18T12:39:31Z

+for agent in ai-engineer backend-architect frontend-developer mobile-developer ios-developer flutter-expert unity-developer; do
+    if [[ -f "${agent}.md" ]]; then


This semantic group builder references root-level *.md agent files that are removed in this PR, so the generated dist/mia-agents-development.md will likely be empty or incomplete. Update the script to pull from the new locations (e.g., agents/*.md and/or plugins/**/agents/*.md) or adjust the agent list to match the new structure.

Copilot · 2026-04-18T12:39:32Z

      description: Please confirm you have completed these steps
      options:
-        - label: I have read the [Code of Conduct](.github/CODE_OF_CONDUCT.md)
+        - label: I have read the [Code of Conduct](https://github.com/wshobson/agents/blob/main/.github/CODE_OF_CONDUCT.md)


The template now links to the upstream repository’s Code of Conduct rather than this repository’s .github/CODE_OF_CONDUCT.md. This is confusing for contributors and will be wrong if the upstream file changes; prefer a relative link to this repo’s Code of Conduct.

Suggested change

- label: I have read the [Code of Conduct](https://github.com/wshobson/agents/blob/main/.github/CODE_OF_CONDUCT.md)

- label: I have read the [Code of Conduct](../CODE_OF_CONDUCT.md)

Copilot · 2026-04-18T12:39:32Z

+| `copilot_todos [target]` | Extract TODO/FIXME comments |
+| `copilot_diff_summary` | Summarize git changes |
+
+### �� Standard Tasks (sonnet)


The heading contains garbled replacement characters (��), which typically indicates an encoding/copy-paste issue. Replace them with the intended text (or remove the broken glyph) to keep the documentation readable/searchable.

Suggested change

### �� Standard Tasks (sonnet)

### Standard Tasks (sonnet)

Copilot · 2026-04-18T12:39:32Z

@@ -0,0 +1,4 @@
+{
+  "url": "https://context7.com/miadisabelle/mia-agents",
+  "public_key": "pk_sdLRn7jOG8An3hd2PD60D"


Even if this is labeled a “public_key”, committing service keys to the repo can still create abuse/rotation overhead and makes it harder to treat configuration as environment-specific. Consider moving the key to an environment variable (or a local-only config template like context7.json.example) and documenting setup in README.

Suggested change

"public_key": "pk_sdLRn7jOG8An3hd2PD60D"

"public_key": "${CONTEXT7_PUBLIC_KEY}"

Copilot · 2026-04-18T12:39:32Z

+1.  **The Creative Orientation:** We focus on *bringing desired outcomes into being*, not just solving problems. See `/src/llms/llms-creative-orientation.txt`.
+2.  **Structural Thinking:** We understand that *structure determines behavior*. We analyze the structural tension between a vision and current reality to find the path of least resistance. See `/src/llms/llms-structural-thinking.gemini.txt`.
+3.  **The Narrative Context Protocol (NCP):** Our agents have "narrative identities" or "soul-songs" that guide their actions. You must respect and work in harmony with these identities.
+
+## Key Contextual Documents
+
+To understand the landscape of our work, you must be aware of these living documents:
+
+-   **Agent Mandates:** The core identities of our primary agents reside in the `/src/SYMPHONY` project.


These instructions reference /src/llms/... paths, but this PR’s repo structure (see CLAUDE.md) is plugin-centric and does not show a /src tree being added. If those files aren’t present, these links will be dead; update them to valid paths in this repo (or add the referenced docs).

Suggested change

1. **The Creative Orientation:** We focus on *bringing desired outcomes into being*, not just solving problems. See `/src/llms/llms-creative-orientation.txt`.

2. **Structural Thinking:** We understand that *structure determines behavior*. We analyze the structural tension between a vision and current reality to find the path of least resistance. See `/src/llms/llms-structural-thinking.gemini.txt`.

3. **The Narrative Context Protocol (NCP):** Our agents have "narrative identities" or "soul-songs" that guide their actions. You must respect and work in harmony with these identities.

## Key Contextual Documents

To understand the landscape of our work, you must be aware of these living documents:

- **Agent Mandates:** The core identities of our primary agents reside in the `/src/SYMPHONY` project.

1. **The Creative Orientation:** We focus on *bringing desired outcomes into being*, not just solving problems. Refer to the repository documentation that defines this principle.

2. **Structural Thinking:** We understand that *structure determines behavior*. We analyze the structural tension between a vision and current reality to find the path of least resistance. Refer to the repository documentation that defines this principle.

3. **The Narrative Context Protocol (NCP):** Our agents have "narrative identities" or "soul-songs" that guide their actions. You must respect and work in harmony with these identities.

## Key Contextual Documents

To understand the landscape of our work, you must be aware of these living documents:

- **Agent Mandates:** The core identities of our primary agents reside in the repository's agent-mandate documentation.

wshobson and others added 30 commits October 11, 2025 15:33

docs: update Claude Code documentation link to new URL

f5e6c80

Change main documentation link from docs.anthropic.com to docs.claude.com/overview

docs: update Subagents documentation link to docs.claude.com

40309fd

Migrate from docs.anthropic.com to docs.claude.com for consistency

docs: fix Claude Code link in header

918bd6a

Update header link from docs.anthropic.com to docs.claude.com/overview

Update README.md (wshobson#91)

542a3bd

There was an error in the count. Originally it said 4, but there are actually 5 Opus agents.

marketplace install -> GitHub short form

e4b6fd5

Bump all plugin versions to 1.2.0

382721c

readme tidy

743772e

readme title update

7a8c0c6

readme links

018a6b8

Fix broken agent links in README

9b64821

Updated all 84 agent references from incorrect `agents/{agent-name}.md` format to correct `plugins/{plugin-name}/agents/{agent-name}.md` paths to resolve 404 errors.

add star history to readme

65526f7

Update README.md

7d34619

docs: add banner for Sonnet 4.5 & Haiku 4.5 update

1962091

chore: add .venv to gitignore

b8f35d9

Add .venv directory to gitignore to exclude virtual environment created by modern Python tools like uv.

jgwill and others added 24 commits April 5, 2026 00:34

issue #60 being revised by Claude-code on Gaia

1c209f4

new gemini instructions

0fb0111

adjustments #55

6eae106

done changelog by gemini #52

73a10b4

Initial plan

05acbfd

feat(orpheus): Add core architecture documentation

485cd73

Co-authored-by: jgwill <23141173+jgwill@users.noreply.github.com>

feat(orpheus): Add frontend architecture and agent prompts

4dd1820

Co-authored-by: jgwill <23141173+jgwill@users.noreply.github.com>

feat(orpheus): Complete framework with AI integration, tech specs, an…

e0526a8

…d roadmap Co-authored-by: jgwill <23141173+jgwill@users.noreply.github.com>

fix(orpheus): Address code review findings - update OpenAI API, fix m…

46550a9

…usic21 export, update dependencies Co-authored-by: jgwill <23141173+jgwill@users.noreply.github.com>

feat(music21): Add PR review for music21 integration and OpenAI API u…

8dd19ef

…pgrade

docs(JamAI): Add foundational notes for JamAI's cognitive evolution

39e21b4

stuff on gaia probably adding ./scripts/fn_claude_agents.sh

f085a4f

add context 7

6680d90

feat(agents): add GitHub Copilot CLI agent launcher functions and doc…

080a353

…umentation Introduce fn_copilot_agents.sh with 5 specialized agents, along with comprehensive README and QUICK-REFERENCE guides. Implemented integration documentation and a new script for updating logs. * #76

feat: add .hch/ to .gitignore

e304c56

feat(agents): update GitHub Copilot agent functions for improved task…

c2a7c37

… automation and usability * #76

dummy just to create draft PR #77

0f886c8

miadisabelle force-pushed the 77-upstream-updates-2604041747 branch from 8ee8ed5 to 0f886c8 Compare April 15, 2026 16:55

miadisabelle pushed a commit that referenced this pull request Apr 15, 2026

Merge pull request #78 from wshobson/feature/plugin-marketplace

79f8950

Feature/plugin marketplace

miadisabelle requested review from Copilot, jgwill and miawapascone April 18, 2026 12:37

Copilot AI reviewed Apr 18, 2026

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-sed -i "s/\*\*Total Agents:\*\* TBD/\*\*Total Agents:\*\* ${total_agents}/" "${OUTPUT_FILE}"
+temp_output_file="$(mktemp)"
+sed "s/\*\*Total Agents:\*\* TBD/\*\*Total Agents:\*\* ${total_agents}/" "${OUTPUT_FILE}" > "${temp_output_file}"
+mv "${temp_output_file}" "${OUTPUT_FILE}"

		done < <(find "${SCRIPT_DIR}" -maxdepth 1 -name "*.md" -type f -print0 \| sort -z)

-done < <(find "${SCRIPT_DIR}" -maxdepth 1 -name "*.md" -type f -print0 | sort -z)
+done < <(
+    {
+        find "${SCRIPT_DIR}" -maxdepth 1 -name "*.md" -type f -print0
+        if [[ -d "${SCRIPT_DIR}/agents" ]]; then
+            find "${SCRIPT_DIR}/agents" -name "*.md" -type f -print0
+        fi
+        if [[ -d "${SCRIPT_DIR}/plugins" ]]; then
+            find "${SCRIPT_DIR}/plugins" -path "*/agents/*.md" -type f -print0
+        fi
+    } | sort -z
+)

		for agent in ai-engineer backend-architect frontend-developer mobile-developer ios-developer flutter-expert unity-developer; do
		if [[ -f "${agent}.md" ]]; then

	- label: I have read the [Code of Conduct](https://github.com/wshobson/agents/blob/main/.github/CODE_OF_CONDUCT.md)
	- label: I have read the [Code of Conduct](../CODE_OF_CONDUCT.md)

	### �� Standard Tasks (sonnet)
	### Standard Tasks (sonnet)

	"public_key": "pk_sdLRn7jOG8An3hd2PD60D"
	"public_key": "${CONTEXT7_PUBLIC_KEY}"

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