Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
직접 명령은 검토 Prompt를 거치지 않습니다. 실행하기 전에 소스를 확인하세요.
npx skills add https://github.com/majiayu000/claude-skill-registry --skill openai-docs명령은 한 줄로 유지됩니다. 복사하기 전에 가로로 스크롤해 전체 내용을 확인하세요.
로컬 사본을 원하시나요? SkillsMP에서 현재 제공할 수 있는 파일을 다운로드하세요.
LLM token logprobs and calibration. Per-decision confidence, ECE, Brier, reliability diagrams, low-confidence triage.
Analyze LLM token logprobs and calibration. Use for per-decision confidence, ECE, Brier scores, reliability diagrams, and low-confidence triage.
回顾最近 N 天的 Claude Code 使用记录——扫描原始会话数据,按主题分组汇总"我都做了什么",并从个人操作系统视角输出模式、风险与增删建议。当用户说 /recap、"看看我这几天做了什么"、"回顾一下我最近的会话"、"这两天我用 claude 干了啥"、"活动回顾" 时使用。
SOC 직업 분류 기준
SKILL.md 표시 중
| name | openai-docs |
| description | Use official OpenAI docs. |
| practices | ["prompt-as-spec","ai-assisted-dev"] |
| hexagonal_role | driven-adapter |
| consumes | ["external-api"] |
| produces | [] |
| context_rel | [] |
| skill_api_version | 1 |
| context | {"window":"fork","intent":{"mode":"questions"},"sections":{"exclude":["HISTORY","TASK"]},"intel_scope":"none"} |
| metadata | {"tier":"cross-vendor","internal":false} |
| output_contract | stdout: documentation with citations |
Provide authoritative, current guidance from OpenAI developer docs using the developers.openai.com MCP server. Always prioritize the developer docs MCP tools over web.run for OpenAI-related questions. Only if the MCP server is installed and returns no meaningful results should you fall back to web search.
mcp__openaiDeveloperDocs__search_openai_docs to find the most relevant doc pages.mcp__openaiDeveloperDocs__fetch_openai_doc to pull exact sections and quote/paraphrase accurately.mcp__openaiDeveloperDocs__list_openai_docs only when you need to browse or discover pages without a clear query.If MCP tools fail or no OpenAI docs resources are available:
In Codex:
codex mcp add openaiDeveloperDocs --url https://developers.openai.com/mcpIn Claude Code:
~/.claude/settings.json under "mcpServers":
{
"mcpServers": {
"openaiDeveloperDocs": {
"type":
In other agents: Ask the user to configure the MCP server per their agent's documentation.
anchor when possible).User says: "How do I use tool calls with the Responses API?"
What happens:
User says: "Does Codex support read-only review workflows?"
What happens:
| Problem | Cause | Solution |
|---|---|---|
| MCP docs search returns nothing | MCP server not installed | Install openaiDeveloperDocs MCP, restart Codex, retry search |
| Results are stale/unclear | Query too broad | Narrow query by product + feature, then fetch exact page section |
| Need citation-ready answer | Source not fetched | Fetch specific doc section before answering |
| Docs do not cover question | Gap in official docs | State gap explicitly and provide safe best-effort guidance |