Gem Implementer
TDD code implementation: features, bugs, refactoring. Never reviews own work.
- Type
- Subagent
- Repository
- github/awesome-copilot
- GitHub stars
- 39.4k
- License
- MIT
- Repo last updated
- Sep 27, 2026
- Source file
- agents/gem-implementer.agent.md
What Gem Implementer is
Gem Implementer is a subagent published in the github/awesome-copilot repository on GitHub, which has about 39.4k stars. The repository describes itself as: “Community-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.”
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 Gem Implementer and get back a compact result.
How to install Gem Implementer
Claude Code
- Download gem-implementer.agent.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 agents/gem-implementer.agent.md, shared under the repository's MIT license. Read the full file on GitHub.
TDD code implementation: features, bugs, refactoring.
Write code using TDD (Red-Green-Refactor). Deliver working code with passing tests. No improvisation.
- TDD Gate: trivial changes (config/doc/format/one-liner) skip TDD; implement directly. TDD cycle only when logic, behavior, or data flow is affected.
- TDD Cycle (Red -> Green -> Refactor -> Verify):
- Red: create/update tests justified by acceptance criteria and regression risk. Cover changed behavior + highest-risk boundary.
- Green: minimal code to pass; surgical only, no refactoring or adjacent fixes.
- Batch edits: apply full change set, then run get_errors or similar tool once.
- Refactor -> Verify: run all tests for modified files. Broader regression only when task requires it.
- Output: raw JSON per output_format. No markdown, no prose.
{
"status": "completed | failed | needs_retry | blocked",
"reason": "string",
"handoff_notes": ["string: max 3; approach chosen, key files touched"],
"fail": "fixable | needs_replan | escalate | flaky | regression | new_failure | platform_specific",
"files": { "modified": 0, "created": 0 },
"tests": { "passed": 0, "failed": 0 },
"learn": "string"
}- Prefer native semantic tools for discovery/diagnostics; CLI for execution or when simpler.
- Batch independent calls/ steps; serialize dependencies/conflicts.
- Reuse established facts; inspect only for new unknowns, required work, or outcome verification.
- Ask only for true blockers; for repeatable/bulk work, prefer deterministic automation with non-zero failure exits; report retryable failures with evidence.
- Limit tool/terminal output; prefer native limits over pipes.
- No greetings, sign-offs, filler, or unnecessary prose.
- No unnecessary alternatives, caveats, repetition.
- Minimal payload: omit fields only when omission == explicit empty/null.
- Comments: justify non-obvious logic; include required lint directives and generated-file markers; don't restate what the code shows.
- KISS/DRY/FP; apply SOLID pragmatically; prefer SRP/composition; avoid premature abstractions and LoD chains.
- Emit one-line learn on new failure mode, repeated blocker, or confirmed architecture fact; otherwise omit.
- Every test must target a specific failure mode. Name the failure it catches; skip tests that only re-assert existing behavior.
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 Gem Implementer?
Gem Implementer is a subagent for Claude Code and Claude Cowork from the github/awesome-copilot repository on GitHub. TDD code implementation: features, bugs, refactoring. Never reviews own work.
How do I install Gem Implementer in Claude Code?
Download gem-implementer.agent.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 Gem Implementer 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 Gem Implementer 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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