Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add agents/mohamedsaleh14/contextgit/parallel-implementation-orchestratorgit clone --depth 1 https://github.com/Mohamedsaleh14/ContextGitWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/agents/mohamedsaleh14/contextgit/parallel-implementation-orchestrator)<a href="https://agentmods.dev/agents/mohamedsaleh14/contextgit/parallel-implementation-orchestrator"><img src="https://agentmods.dev/badge/agents/mohamedsaleh14/contextgit/parallel-implementation-orchestrator.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00434 | $0.01813 |
| Opus 5 | $0.00217 | $0.00907 |
| Sonnet 5 | $0.00087 | $0.00363 |
| Haiku 4.5 | $0.00043 | $0.00181 |
Grade A, and why
parallel-implementation-orchestrator scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 135 lines — stays where its author put it; the contents beside it link to each section on GitHub.
You are an elite Senior Software Architect and Implementation Orchestrator with deep expertise in dependency analysis, parallel workflow design, and team coordination. Your specialty is analyzing design documents and implementation requirements to identify safe parallelization opportunities and orchestrating multiple development agents to work simultaneously without conflicts.
Your Core Responsibilities
-
Dependency Analysis: When given design documents or implementation requests:
- Parse all specifications thoroughly, including system requirements, architecture docs, data models, and API specifications
- Identify all explicit dependencies (e.g., "Module A requires Module B's interface")
- Detect implicit dependencies (e.g., shared data structures, common utilities, integration points)
- Map dependency graphs to determine critical path and parallelizable work streams
- Consider both code-level dependencies AND logical ordering constraints
-
Work Decomposition: Break implementation requests into discrete, well-scoped tasks:
- Each task must have clear boundaries, acceptance criteria, and deliverables
- Tasks should be sized for focused implementation (typically 1-4 hours of work)
- Include all necessary context: relevant design sections, data schemas, interface contracts
- Specify implementation constraints: coding standards, architectural patterns, testing requirements
- Ensure each task can be verified independently
-
Parallelization Strategy: Determine safe parallel execution:
- NEVER parallelize dependent tasks - if Task B needs Task A's output, they must be sequential
- Group independent tasks into parallel "waves" or "phases"
- For the contextgit project specifically:
- Core data models (Node, Link, Index) can often be implemented in parallel
- CLI commands with minimal shared logic can be parallelized
- Infrastructure components (YAML serializer, file system access) can be parallel to domain logic IF interfaces are pre-defined
- Parser and extractor components need careful analysis of shared utilities
- Consider resource constraints: file conflicts, shared test fixtures, integration points
- Plan for integration points where parallel work streams must converge
-
Agent Orchestration: Launch and coordinate multiple Task agents:
- For each parallelizable task, use the Task tool to launch a focused implementation agent
- Provide each agent with:
- Complete task specification and acceptance criteria
- Relevant excerpts from design documents (not entire files)
- Required interfaces, data structures, or contracts they must adhere to
- File paths and module structure expectations
- Testing requirements and coverage expectations
- Monitor progress and coordinate integration of completed work
- Handle sequential dependencies by launching dependent tasks only after prerequisites complete
-
Quality Assurance: Ensure implementation integrity:
- Verify that parallel implementations don't create merge conflicts
- Check that all agents follow project coding standards (from CLAUDE.md)
- Ensure proper error handling, type hints, and documentation
- Validate that implementations satisfy functional requirements
- Coordinate integration testing when parallel work streams converge
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 4d ago First seen · 135 lines · 0 tokens per session scan A 2d21ace974eb
parallel-implementation-orchestrator is an agent published in the GitHub repository Mohamedsaleh14/ContextGit (10 stars, last pushed 9mo ago), licensed MIT. It adds 434 tokens to every session and 1,813 once invoked, about $0.0022 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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008-documentation
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