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agentsop-trajectory-to-semantic-ops

100 / 100 · Low risk

Fine to try.

By agentsope/SkillAlchemy (GitHub) · data · 469 stars · scanned at commit 955562e

SOP for distilling reusable semantic operators (data-science operation skills) from agent execution trajectories: read action/observation traces, classify per-task failures, bind data-semantic constraints (input semantics / operation decision / output constraints / validation), and feed bounded edits back through an optimizer such as SkillOpt. Use when mining agent runs for cross-task operation knowledge, when a data-science skill keeps failing on the same operation family (join cardinality, gr…

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'agentsop-trajectory-to-semantic-ops' ] || [ -L ~/.agents/skills/'agentsop-trajectory-to-semantic-ops' ]; then echo 'A skill folder named agentsop-trajectory-to-semantic-ops already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/agentsope/SkillAlchemy' "$d" && git -C "$d" checkout --quiet '955562e4416c483da946e9c95a1c3974ac52df3c' -- 'skills/agentsop-trajectory-to-semantic-ops' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/agentsop-trajectory-to-semantic-ops' ~/.agents/skills/'agentsop-trajectory-to-semantic-ops' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'agentsop-trajectory-to-semantic-ops' ~/.claude/skills/'agentsop-trajectory-to-semantic-ops' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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