Implement Factory
Orchestrator spawning isolated code and eval subagents to build spec manifests via TDD
Test report
- Verdict
- Works with setup
- Score
- Tested
- Jul 31, 2026
- Environment
- Claude Code 2.x (agent harness)
- Upstream re-checked
- Aug 10, 2026 · 19eee89
Located SKILL.md at plugins/start/skills/implement-factory/; frontmatter parses with name+description (plus user-invocable:false, argument-hint). All three referenced files (reference/code-agent.md, eval-agent.md, output-format.md) returned HTTP 200, and the named dependency skills specify-meta and validate both exist as siblings in the plugin. No security smells found. Could NOT run the factory loop: it requires a scaffolded .start/specs/NNN/ manifest, the specify-meta skill to resolve it, genuine isolated subagent spawning with enforced information barriers, and a live service with a /health endpoint — none reproducible in a single evaluation context, so no output artifact was produced. Verified the repo's own eval fixtures (eval-1-happy-path manifest.md, code-agent template) which confirm the documented structure is real.
Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works
- Installs cleanly 5/5
- Triggers reliably 5/5
- Output vs. baseline 5/10
- Docs & honesty 4/5
What Implement Factory does
A factory-loop orchestrator that implements a multi-unit spec manifest by spawning isolated code-agent and evaluation-agent subagents, enforcing an information barrier so code agents never see test scenarios and eval agents never see source. It runs a TDD implement-then-evaluate loop against a live service, retrying units below a satisfaction threshold. Triggers on high-complexity, multi-component implementation work driven by a .start/specs manifest with parallel execution groups and holdout-scenario evaluation.
How to install Implement Factory
git clone --depth 1 https://github.com/rsmdt/the-startup.git /tmp/implement-factory-src
mkdir -p ~/.claude/skills
cp -R /tmp/implement-factory-src/plugins/start/skills/implement-factory ~/.claude/skills/implement-factory
# NOTE: frontmatter sets user-invocable:false — designed to be spawned by the /start plugin's
# implement router, not invoked directly by the user.
# DEPENDS ON the surrounding ecosystem: sibling skills specify-meta + validate, and a scaffolded
# .start/specs/NNN-name/ manifest (manifest.md + units/ + scenarios/). Installing this skill
# alone is not enough to run it.
# For real use, install the whole plugin/repo (https://github.com/rsmdt/the-startup), not just this dir.
Skills live in ~/.claude/skills/ (global) or .claude/skills/
(per-project). Restart Claude Code after installing.
Commands — how to trigger Implement Factory
-
/implement-factoryOrchestrator spawning isolated code and eval subagents to build spec manifests via TDD
It also activates on plain-language prompts like these:
-
Run the factory loop on this implementation manifest -
Parallelize these workstreams for the feature build -
Evaluate holdout scenarios across these components
Frequently asked questions
- Is the Implement Factory skill free?
- Yes. The skill itself is free from rsmdt/the-startup. SkillProof publishes the install command and an independent test verdict at no cost.
- Does Implement Factory work with Claude Code?
- We tested it with Claude Code 2.x (agent harness) on Jul 31, 2026. Verdict: Works with setup. Located SKILL.md at plugins/start/skills/implement-factory/; frontmatter parses with name+description (plus user-invocable:false, argument-hint). All three referenced files (reference/code-agent.md, eval-agent.md, output-format.md) returned HTTP 200, and the named dependency skills specify-meta and validate both exist as siblings in the plugin. No security smells found. Could NOT run the factory loop: it requires a scaffolded .start/specs/NNN/ manifest, the specify-meta skill to resolve it, genuine isolated subagent spawning with enforced information barriers, and a live service with a /health endpoint — none reproducible in a single evaluation context, so no output artifact was produced. Verified the repo's own eval fixtures (eval-1-happy-path manifest.md, code-agent template) which confirm the documented structure is real.
- What is the Implement Factory SkillProof Score?
- 7.6/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 5/10, docs & honesty 4/5.
- How do I install Implement Factory?
- Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
- Can I use Implement Factory with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
- The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.