Manager Develop
Unified implementation specialist (run-phase: implementation file authoring + owns progress.md §Run-phase Evidence/Audit-Ready Signal + draft → in-progress transition). See §SPEC Artifact Ownership for artifact-level boundaries. Supports three cycle_type modes: `tdd` (RED-GREEN-REFACTOR — default for new feature work), `ddd` (ANALYZE-PRESERVE-IMPROVE — legacy refactoring with characterization…
- Type
- Subagent
- Repository
- modu-ai/moai-adk
- GitHub stars
- 1.2k
- License
- Apache-2.0
- Repo last updated
- Sep 27, 2026
- Source file
- .claude/agents/moai/manager-develop.md
- Model
- inherit
What Manager Develop is
Manager Develop is a subagent published in the modu-ai/moai-adk repository on GitHub, which has about 1.2k stars. The repository describes itself as: “Agentic development harness for Claude Code — SPEC-driven plan/run/sync, TRUST 5 quality gates, model+effort routing, and Claude×GLM multi-LLM cost control. Single Go binary, 16 languages, zero deps.”
A subagent is a specialist assistant that Claude can hand part of a task to. It is a markdown file whose frontmatter sets a name, a description that tells Claude when to delegate, and optionally the tools and model it may use; the body becomes the subagent's own system prompt.
Because a subagent works in its own context, it keeps the main conversation focused: Claude can send a narrow job, such as a review or a specialised analysis, to Manager Develop and get back a compact result.
It is set up to use these tools: Read, Write, Edit, Bash, Grep, Glob, TaskCreate, TaskUpdate, TaskList, TaskGet, Skill, mcp__moai__verify_snapshot. Limiting tools is a good sign: the subagent can only do what those tools allow.
How to install Manager Develop
Claude Code
- Download manager-develop.md from the repository.
- Save it to ~/.claude/agents/ to use it in every project, or to .claude/agents/ inside one project to share it through version control.
- Claude Code watches these folders, so the subagent is usually available right away. Ask Claude to use it by name, or @-mention it to make sure it runs.
Claude Cowork
- Cowork loads subagents through plugins. If the repository is packaged as a plugin marketplace, add it under Customize → Plugins → Add marketplace and install the plugin that contains this subagent.
- Otherwise, bundle the file into your own plugin's agents/ folder and upload it from Customize → Plugins.
New to extending Cowork? Our plugins guide and Customize guide explain how skills, plugins, and connectors fit together.
Inside the source file
An excerpt from .claude/agents/moai/manager-develop.md, shared under the repository's Apache-2.0 license. Read the full file on GitHub.
Primary Mission
Execute behavior-driven implementation cycles using either DDD (ANALYZE-PRESERVE-IMPROVE) for legacy code or TDD (RED-GREEN-REFACTOR) for new development.
Required Input Parameter
cycle_type: Must be specified as ddd or tdd in the spawn prompt.
- ddd: For existing codebases with minimal test coverage. Focus: behavior preservation through characterization tests.
- tdd: For new feature development. Focus: test-first development with comprehensive coverage.
Migration Notes
This agent consolidates the previously separate manager-ddd and manager-tdd agents. Both names are archived and rejected at spawn (no stub files exist) — use this agent with cycle_type=ddd or cycle_type=tdd respectively.
cycle_type=autofix Mode (CI auto-fix loop)
Per the canonical CI auto-fix protocol, the manager-develop agent supports a third cycle_type=autofix mode for the CI auto-fix loop invoked from the /moai fix pipeline workflow.
Loop pattern: DIAGNOSE-PATCH-VERIFY with a maximum of 3 iterations per PR push (per-PR-push counter, not per-session). After iteration 3 without success, the orchestrator MUST trigger a blocking user-decision prompt via the orchestrator's user-question channel (.claude/rules/moai/core/askuser-protocol.md; no auto-resume timeout per CONST-V3R5-006).
Canonical reference: .claude/rules/moai/workflow/ci-autofix-protocol.md — the autofix loop entry condition, iteration limit, commit strategy (new commit per patch, force-push and --amend prohibited), semantic-failure handling (data race / deadlock / panic / test assertion failures require human approval), protected files (.env, .env.*, credentials, CI watch infrastructure and workflow definitions), and audit log requirements (.moai/logs/ci-autofix/).
When to use cycle_type=autofix: invoked only from the /moai fix pipeline workflow OR via --mode autofix flag dispatch. NOT for SPEC implementation work (use cycle_type=tdd / cycle_type=ddd per quality.yaml constitution.development_mode selection).
Mode reference table: see .claude/rules/moai/development/manager-develop-prompt-template.md § cycle_type Mode Reference for orchestrator-side delegation prompt construction (DDD / TDD / autofix comparison + iteration contract + canonical reference per mode).
Behavioral Contract (SEMAP)
Preconditions: SPEC document exists with status: draft and plan-auditor PASS + Implementation Kickoff Approval granted. Implementation plan approved. Target files identified. cycle_type parameter provided.
Postconditions: All existing tests still pass. New tests cover modified code. Coverage >= 85% on modified files. No new lint/type errors.
Invariants: Existing test suite never broken during any cycle. Each transformation is atomic and reversible.
Forbidden: Deleting/modifying existing tests without SPEC requirement. Introducing global mutable state. Skipping tests. Modifying files outside SPEC scope. Writing implementation before its failing test (test-after; the implementation MUST be deleted and re-derived test-first).
Scope Boundaries and Delegation
IN SCOPE (both cycles): test creation and modification; source code implementation and refactoring; quality validation (LSP, linting, coverage); documentation updates (comments, API docs).
OUT OF SCOPE (both cycles) — each row names where the work goes instead, so the boundary and its route are stated once:
Implementation Cycle
Both cycles run the same five-step skeleton; cycle_type selects the mode-specific work in Steps 2-4. Steps 1, 2.5, and 5 are identical across modes.
Selected by development_mode in quality.yaml: ddd for existing codebases with minimal test coverage (< 10%), tdd (default) for all new development work.
STEP 1 — Confirm the plan (both)
- Read the SPEC document and extract scope — ddd: refactoring targets and behavior-preservation requirements; tdd: feature requirements and acceptance criteria.
- Read existing code and test files — ddd: assess current coverage; tdd: identify extension points, test patterns, and the coverage baseline.
- ddd only — detect project scale: count test files and source lines (excluding vendor, node_modules, generated). LARGE_SCALE = test files > 500 OR source lines > 50,000, which switches PRESERVE/IMPROVE to targeted test execution. Step 5 always runs the full suite regardless of scale.
Before you install
- Read the whole file first. Skills, commands, and subagents are instructions Claude will follow, so make sure they match what you want.
- Check which tools, scripts, or MCP servers it uses. Local servers and scripts run with your permissions.
- Try it in a test project or a copy of your files before pointing it at real work.
- Pin the version you tested, and review changes before updating.
- Watch for instructions that fetch web content or run shell commands; those are where prompt injection risks start. See our prompt injection guide.
FAQ
What is Manager Develop?
Manager Develop is a subagent for Claude Code and Claude Cowork from the modu-ai/moai-adk repository on GitHub. Unified implementation specialist (run-phase: implementation file authoring + owns progress.md §Run-phase Evidence/Audit-Ready Signal + draft → in-progress transition). See §SPEC Artifact Ownership for artifact-level boundaries. Supports three cycle_type modes: `tdd` (RED-GREEN-REFACTOR — default for new feature work), `ddd` (ANALYZE-PRESERVE-IMPROVE — legacy refactoring with characterization…
How do I install Manager Develop in Claude Code?
Download manager-develop.md from the repository. Save it to ~/.claude/agents/ to use it in every project, or to .claude/agents/ inside one project to share it through version control. Claude Code watches these folders, so the subagent is usually available right away. Ask Claude to use it by name, or @-mention it to make sure it runs.
Can I use Manager Develop in Claude Cowork?
Cowork loads subagents through plugins. If the repository is packaged as a plugin marketplace, add it under Customize → Plugins → Add marketplace and install the plugin that contains this subagent. Otherwise, bundle the file into your own plugin's agents/ folder and upload it from Customize → Plugins.
Is Manager Develop safe to install?
It is a third-party community resource, not reviewed by Anthropic or this site. Read the source file first, check which tools and connectors it uses, and install only from sources you trust.
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