Agent skill

Oracle Consistency Auditor

by Bald0Wang in Bald0Wang/DeepSeek-Oracle

Audit consistency of repeated long-line oracle outputs and diagnose drift causes across routing, retrieval, and generation settings.

No licenceAuto-check passedTesting & QA

Install Oracle Consistency Auditor

skills CLI
$ npx skills add Bald0Wang/DeepSeek-Oracle --skill oracle-consistency-auditor -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install Bald0Wang/DeepSeek-Oracle oracle-consistency-auditor --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/Bald0Wang/DeepSeek-Oracle.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/oracle-consistency-auditor .claude/skills/oracle-consistency-auditor && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
oracle-consistency-auditor
GitHub stars
187
Token cost
~337 tokens
SKILL.md length
109 words
Files
3 (incl. references)
Skills in repo
10
Repo updated
First seen
Licence
None found

At a glance

Audit consistency of repeated long-line oracle outputs and diagnose drift causes across routing, retrieval, and generation settings.

  • Works in 3 steps: Score pairwise consistency with… → Diagnose drift source: routing,… → Provide fix plan ranked by impact.
  • Validating long-term ZiWei responses
  • SKILL.md covers Overview, Input Contract, Workflow and Output Contract, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Oracle Consistency Auditor is an agent skill from Bald0Wang/DeepSeek-Oracle. Audit consistency of repeated long-line oracle outputs and diagnose drift causes across routing, retrieval, and generation settings. Use when validating long-term ZiWei responses, regression testing, or before release quality gates.

Its SKILL.md is about 340 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `agents/openai.yaml` and `references/scoring-rubric.md`).

It sits in Testing & QA, covering QA and bug reports and Quality gates. The repository describes itself as: 基于紫微斗数的命理分析系统,使用deepseek等大语言模型进行解读。目前是情人节版本,支持姻缘推算。 在线体验:http://deepseek-oracle.rebornai.cn/oracle.

When your agent uses it

  • Validating long-term ZiWei responses
  • Regression testing
  • Before release quality gates

Example prompts

  • “/oracle-consistency-auditor”

Workflow steps

3 steps, taken from the first numbered list in SKILL.md.

  1. Score pairwise consistency with references/scoring-rubric.md.
  2. Diagnose drift source: routing, retrieval, generation randomness, or memory summary.
  3. Provide fix plan ranked by impact.

What it can do on your machine

Read from SKILL.md and the folder at commit b7199cf. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Oracle Consistency Auditor loads about 337 tokens when it runs, and up to ~515 if it reads all its reference files. Until then it costs about 65 tokens; SKILL.md has 109 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~65
When it runs · the whole SKILL.md, loaded when a task matches
~337
With references · SKILL.md plus every file in references/, read only if the agent opens them
~515

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 109 words (~337 tokens).

“Evaluate whether repeated outputs for the same long-line query remain stable at conclusion, recommendation direction, and safety reminders.”

— opening of SKILL.md by Bald0Wang
name
oracle-consistency-auditor

Read the full SKILL.md on GitHub

Files

SKILL.md and 2 other files (references) in .codex/skills/oracle-consistency-auditor of Bald0Wang/DeepSeek-Oracle.

  • SKILL.md
  • agents/openai.yaml
  • references/scoring-rubric.md

Open the folder on GitHubat commit b7199cf

Compare with similar skills

Oracle Consistency Auditor next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Oracle Consistency Auditor compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Oracle Consistency Auditor this skillBald0Wang/DeepSeek-Oracle187—~337Automated safety check: PassNone
Money Qualityiamzifei/show-me-the-money1k—~5.7kAutomated safety check: PassCustom licence
QA LeadIbrahim-3d/orchestrator-supaconductor381—~2.5kAutomated safety check: PassAGPL-3.0
Release Nyxsthamann/nyx-local-ai133—~609Automated safety check: PassMIT
QA Methodologymagnus919/agent-skills115—~3.2kAutomated safety check: PassMIT
Test Evidence ReviewDonchitos/Claude-Code-Game-Studios26k—~4.1kAutomated safety check: PassMIT

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Categories

Questions about Oracle Consistency Auditor

What does Oracle Consistency Auditor do?

Audit consistency of repeated long-line oracle outputs and diagnose drift causes across routing, retrieval, and generation settings. Oracle Consistency Auditor is an agent skill from Bald0Wang/DeepSeek-Oracle. Audit consistency of repeated long-line oracle outputs and diagnose drift causes across routing, retrieval, and generation settings.

When should I use Oracle Consistency Auditor?

Oracle Consistency Auditor fits situations like: validating long-term ZiWei responses; regression testing; before release quality gates.

How do I install Oracle Consistency Auditor in Claude Code?

Run `npx skills add Bald0Wang/DeepSeek-Oracle --skill oracle-consistency-auditor -a claude-code`. Or copy the skill folder (.codex/skills/oracle-consistency-auditor in Bald0Wang/DeepSeek-Oracle) into .claude/skills/oracle-consistency-auditor in your project. Claude Code loads it when a task matches its description.

How do I install Oracle Consistency Auditor in Codex?

Run `npx skills add Bald0Wang/DeepSeek-Oracle --skill oracle-consistency-auditor -a codex`. Or copy the skill folder (.codex/skills/oracle-consistency-auditor in Bald0Wang/DeepSeek-Oracle) into .agents/skills/oracle-consistency-auditor in your project. Codex loads it when a task matches its description.

Can I use Oracle Consistency Auditor in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Bald0Wang/DeepSeek-Oracle --skill oracle-consistency-auditor -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/oracle-consistency-auditor, .gemini/skills/oracle-consistency-auditor, .github/skills/oracle-consistency-auditor and .opencode/skills/oracle-consistency-auditor in your project.

What does Oracle Consistency Auditor need to run?

SKILL.md names no scripts, command-line tools or credentials: Oracle Consistency Auditor is instructions for the agent only.

Does Oracle Consistency Auditor access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Oracle Consistency Auditor safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Oracle Consistency Auditor use?

No licence was found for Oracle Consistency Auditor or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Oracle Consistency Auditor use?

About 337 tokens (SKILL.md is roughly 1.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 178 tokens, read only when the agent opens those files.

What are the alternatives to Oracle Consistency Auditor?

Skills that share tags, products or a category with Oracle Consistency Auditor: Money Quality (iamzifei/show-me-the-money, 1k stars), QA Lead (Ibrahim-3d/orchestrator-supaconductor, 381 stars), Release Nyx (sthamann/nyx-local-ai, 133 stars) and QA Methodology (magnus919/agent-skills, 115 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Oracle Consistency Auditor?

Bald0Wang (a GitHub user) maintains it in Bald0Wang/DeepSeek-Oracle, which has 187 GitHub stars. The repository holds 10 skills in this directory. The repository was last updated on February 24, 2026.

Source: Bald0Wang/DeepSeek-Oracle on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.