ai-integration-phase
Generate an AI-SPEC.md design contract for phases that involve building AI systems.
Skill by lseman
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Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/lseman-ai-integration-phase
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: documents, design
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/ai-integration-phase
What's inside
- Skill name
ai-integration-phase- Description
- Generate an AI-SPEC.md design contract for phases that involve building AI systems.
- License
- MIT
- Instructions
- 22 lines in SKILL.md · view on GitHub
Agent Skills spec issues
- name: "ai-integration-phase" does not match folder "gsd-ai-integration-phase"
- allowed-tools: must be a space-separated string
Files (1)
- SKILL.md
SKILL.md (first lines)
<objective> Create an AI design contract (AI-SPEC.md) for a phase involving AI system development. Orchestrates gsd-framework-selector → gsd-ai-researcher → gsd-domain-researcher → gsd-eval-planner. Flow: Select Framework → Research Docs → Research Domain → Design Eval Strategy → Done </objective> <execution_context> @repos/gsd-core/gsd-core/workflows/ai-integration-phase.md @repos/gsd-core/gsd-core/references/ai-frameworks.md @repos/gsd-core/gsd-core/references/ai-evals.md </execution_context> <context> Phase number: $ARGUMENTS — optional; when omitted, the orchestrating workflow reads ROADMAP.md and selects the next unplanned phase. This is not a `gsd-tools.cjs` CLI feature — the CLI's phase-lookup primitives require an explicit phase number. </context> <process> Execute end-to-end. Preserve all workflow gates. </process>
From lseman/logician, MIT.
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No description from the publisher yet.
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Signals
- Stars
- 1
- Forks
- 0
- Open issues
- 0
- Last commit (this folder)
- Sep 14, 2026 (1 month ago)
- Last release
- Aug 9, 2026 (2 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/lseman/logician
- Website
- logician.laioseman.com/
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
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lseman
Evolution of Heuristics (EoH) — arxiv 2401.02051.
SkillBFreshness: B★ 1Claude Code +9 - 0.547score
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Finalize an autoresearch session into clean, reviewable branches.
SkillBFreshness: B★ 1Claude Code +9 - 0.533score
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Audit an executed AI phase's evaluation coverage and produce an EVAL-REVIEW.md remediation plan.
SkillBFreshness: B★ 1Claude Code +9 - 0.533score
config
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Configure GSD settings — workflow toggles, advanced knobs, integrations, and model profile
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Cite this page
ai-integration-phase skill. Agent Mart. https://agentmart.dev/skills/lseman-ai-integration-phase (last updated 2026-10-24)