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LunarXuan/image-prompt-reverse

High-fidelity AI image prompt reverse-engineering skill for Codex

History

Review weekly changes to SKILL.md before updating. Dates mark the weeks in which we observed each version; checks apply to the recorded commits.

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SKILL.md

Week of Nov 2, 2026 · +0 / −0 lines

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Week of Oct 26, 2026 · Line counts unavailable

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View on GitHubAdd to my skills

Verified commit 4dead0a32e2312e56a14ebf3658ee75c9b865055

850GitHub stars
135stars in 7 days
1skill in this repository
0commits in 30 days

Heat

6.8
  • Star growth, last 7 daysNot available
  • Star growth, last 24 hoursNot available
  • Rank movement, last 7 daysNot available
  • Commits, last 30 daysNot available
  • Accounts asking about it through MCP, last 7 daysNot available
  • Hot votes this weekNot available

Heat never changes the order by stars, and sponsorship never touches it. How heat works

Stars over time

Aug 30, 2026Nov 7, 2026850

Individual skills in this repository

How it works

image-prompt-reverse

When your agent uses it

Analyze user-provided reference images and reverse-engineer high-fidelity AI image-generation prompts. Use when the user asks to recreate, imitate, reverse-engineer, or extract prompts from photographs, illustrations, 3D renders, products, characters, landscapes, typography, logos, posters, or other visual references. Do not use for requests that only require OCR or an ordinary image description.

What it loads into context

Frontmatter

87 tokens

Always available to the agent

SKILL.md

1,607 tokens

When the skill is activated

Reference documents

6,213 tokens

Loaded on request

Token counts are estimates. Scripts run separately; they are not counted as reference context.

The playbook

  1. 基本原则
  2. 工作流程
  3. 媒介边界
  4. IP、品牌、Logo 与文字
  5. 默认输出格式

Files

  • LICENSEasset35,150 bytes
  • README.mddoc4,123 bytes
  • SKILL.mdcore5,999 bytes
  • agents/openai.yamlasset293 bytes
  • references/analysis-framework.mddoc4,827 bytes
  • references/category-guides.mddoc6,410 bytes
  • references/illustration-style.mddoc6,151 bytes

No excerpt is shown for this license. Read the source on GitHub.

View the complete source on GitHub

Skills included

  • image-prompt-reverse

Repository facts

License
GPL-3.0
Created
Sep 1, 2026
Last pushed
Sep 6, 2026
Forks
80
Open issues
1
Project activity
Slowing

Rank over the last 12 weeks

Now #898 · best #852 · down 6 in 30 days

  1. #964 on Oct 19
  2. #966 on Oct 20
  3. #980 on Oct 21
  4. #948 on Oct 22
  5. #961 on Oct 23
  6. #898 since Oct 24
45 earlier periods
  1. #892 on Aug 30
  2. #971 on Sep 1
  3. #930 on Sep 2
  4. #929 on Sep 3
  5. #888 on Sep 4
  6. #861 on Sep 5
  7. #900 on Sep 6
  8. #925 on Sep 7
  9. #941 on Sep 8
  10. #926 on Sep 9
  11. #920 on Sep 10
  12. #884 on Sep 11
  13. #883 from Sep 12 to Sep 13
  14. #920 on Sep 14
  15. #910 on Sep 15
  16. #921 on Sep 16
  17. #916 on Sep 17
  18. #902 on Sep 18
  19. #876 on Sep 19
  20. #895 on Sep 20
  21. #915 on Sep 21
  22. #935 on Sep 22
  23. #927 on Sep 23
  24. #892 on Sep 24
  25. #869 on Sep 26
  26. #887 on Sep 27
  27. #961 on Sep 29
  28. #929 on Sep 30
  29. #865 on Oct 1
  30. #852 on Oct 3
  31. #897 on Oct 4
  32. #919 on Oct 5
  33. #909 on Oct 6
  34. #945 on Oct 7
  35. #984 on Oct 8
  36. #949 on Oct 9
  37. #921 on Oct 10
  38. #933 on Oct 11
  39. #957 on Oct 12
  40. #960 on Oct 13
  41. #979 on Oct 14
  42. #963 on Oct 15
  43. #966 on Oct 16
  44. #942 on Oct 17
  45. #923 on Oct 18

Before you install

Instructions only

Automated signals, not a guarantee

Checked Nov 6, 2026

  • No broad tool permissions
  • No dangerous shell commands
  • 11 network referencesin 2 files: LICENSE:4 README.md:39
  • No hidden or obfuscated text
  • No instruction overrides
  • No executable scripts
  • No access to secrets
  • No requests to vote in Hot
Show all 11 signals by file

LICENSE

  • Network accessline 4
    Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
  • Network accessline 647
    You should have received a copy of the GNU General Public License     along with this program.  If not, see <https://www.gnu.org/licenses/>.
  • Network accessline 648
    along with this program.  If not, see <https://www.gnu.org/licenses/>.
  • Network accessline 665
    if any, to sign a "copyright disclaimer" for the program, if necessary. For more information on this, and how to apply and follow the GNU GPL, see <https://www.gnu.org/licenses/>.
  • Network accessline 667
    <https://www.gnu.org/licenses/>.
  • Network accessline 672
    the library.  If this is what you want to do, use the GNU Lesser General Public License instead of this License.  But first, please read <https://www.gnu.org/licenses/why-not-lgpl.html>.
  • Network accessline 674
    <https://www.gnu.org/licenses/why-not-lgpl.html>.

README.md

  • Network accessline 39
    git clone https://github.com/LunarXuan/image-prompt-reverse.git "%USERPROFILE%\.codex\skills\image-prompt-reverse"
  • Network accessline 55
    欢迎访问 [LINUX DO](https://linux.do/latest),浏览社区最新主题与讨论。
  • Network accessline 91
    git clone https://github.com/LunarXuan/image-prompt-reverse.git "%USERPROFILE%\.codex\skills\image-prompt-reverse"
  • Network accessline 107
    Visit [LINUX DO](https://linux.do/latest) to browse the community’s latest topics and discussions.

How the signals fit together

Facts from a static read of the files at the pinned commit. They describe what the code does, not why.

Some files could not be read; the facts below still hold.

Signal confidence: 4 facts
  • Network access in code of documentationREADME.md:39Low confidence
  • Network access in prose of documentationREADME.md:55Low confidence
  • Network access in code of documentationREADME.md:91Low confidence
  • Network access in prose of documentationREADME.md:107Low confidence

Works with

Agent compatibility, from the files in this repository
AgentStatusEvidenceInstall to
Claude CodeCompatibleStandard SKILL.md SKILL.md.claude/skills/<skill-name>/
CodexCompatibleStandard SKILL.md SKILL.md.agents/skills/<skill-name>/
CursorCompatibleStandard SKILL.md SKILL.md.cursor/skills/<skill-name>/
Gemini CLICompatibleStandard SKILL.md SKILL.md.gemini/skills/<skill-name>/
GitHub CopilotCompatibleStandard SKILL.md SKILL.md.github/skills/<skill-name>/
OpenCodeCompatibleStandard SKILL.md SKILL.md.opencode/skills/<skill-name>/
  • Native The repository ships a manifest, folder or frontmatter field for this agent.
  • Compatible A standard SKILL.md that this agent can read.
  • Unknown No evidence either way.

Derived automatically from paths, manifests and frontmatter. Not tested on each agent.