img-gen-prompts

REVIEW · 59
Registry indexed

Search oip-visual-v2 for traceable prompt-image pairs and open local result galleries. Use when finding, inspecting, comparing, browsing, or copying real image-generation references or exact source prompts. After references are selected, adapt them into a derived bilingual prompt

Verified installs0
Stars224
Version1.0.0
Quality70/100 · Strong
Trust59/100 · Do not auto-install
Audit77/100 · Needs review

Supply asset profile

Research and knowledge work

Deep research, source comparison, literature review, RAG, knowledge search, and reports.

Browse track

Scenario

Research agents

I need my agent to research a topic, compare sources, and produce a concise report.

Agent fit

Claude Code + CLI + Codex

Codex, Claude Code, Cursor, CLI, or custom agents.

Install

Ready

npx skills add NanmiCoder/open-image-prompts --skill img-gen-prompts

Maintenance

fresh

1d since push

Risk

Needs review

Permission surface may require sandboxing

GitHub quality

224

70/100 Quality · 67/100 Trust

Coverage tags

ResearchResearch agentsagent-skill

Review notes

Permission surface may require sandboxing · The skill depends on another skill 'img-gen-taste' for visual direction, but that skill is not included in this submission. This could cause confusion if the agent does not have it installed.

Agent adoption scorecard

Trust, audit, and install readiness at a glance

These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.

Quality

Strong
70

Solid option that is likely worth shortlisting for production workflows.

Trust

Do not auto-install
59

Trust Score v5 found insufficient evidence for agent installation. Treat this as discovery material, not an executable recommendation.

Audit

Needs review
77

A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.

OpenAgentSkill Trust Score v5

Human review before install

Choose a stronger alternative or inspect the source manually before any install attempt.

CodexClaude CodeCursorOpenAgentSkill CLI

Stars

224 GitHub stars

Repo activity

224 stars, 30 forks

Maintenance

1d since push

License

MIT

Install

npx skills add NanmiCoder/open-image-prompts --skill img-gen-prompts

Install safety

standard package or runtime install path

Permission surface

shell or command execution, filesystem or document access

Agent outcomes

No agent outcome data yet

Docs

Strong README/SKILL.md context

Risk summary

Review before production

  • The skill depends on another skill 'img-gen-taste' for visual direction, but that skill is not included in this submission. This could cause confusion if the agent does not have it installed.
  • Quality score needs review
  • Permission surface needs review: shell or command execution, filesystem or document access
  • Stars/forks activity: 224 stars, 30 forks; issue activity unavailable in current metadata

Install readiness

Install path available

  • Install path is available
  • Repository evidence is available
  • License is declared
  • No Agent Proven outcome evidence yet

Agent-readable metadata

Machine-readable decision data for this skill.

Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.

Open JSON

Suited tasks

  • GitHub automation workflows
  • Claude Code teams
  • builders willing to evaluate younger projects
  • Inspect repository metadata

Suited agents

CodexClaude CodeCursorOpenAgentSkill CLICLI

Install decision

Command
npx skills add NanmiCoder/open-image-prompts --skill img-gen-prompts
Policy
review
Human review
yes

Trust and risk

Trust
59/100
Audit
77/100
Risk level
Needs review

Outcome loop

Endpoint
/api/agent/outcome
Event ID
resolve
Outcomes
5

Install command

npx skills add NanmiCoder/open-image-prompts --skill img-gen-prompts

Do not use when

  • teams that need a vendor-supported SLA
  • production agents without a repository review
  • The skill depends on another skill 'img-gen-taste' for visual direction, but that skill is not included in this submission. This could cause confusion if the agent does not have it installed.
  • No OpenAgentSkill engagement data yet
  • High-risk permission hints: Shell or command execution

Agent safety v2

45/100 · Avoid automatic install

Experimentalreview

Sparse or mixed signals. Useful for discovery, but not for autonomous installation.

Test manually in an isolated workspace and compare against safer alternatives.

Resolve via API

high

Shell or command execution

Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.

medium

Network access

Skill likely fetches remote pages, APIs, repositories, or external services.

medium

Filesystem access

Skill may read or write project files, documents, generated artifacts, or local workspace state.

medium

Database access

Skill may inspect schemas, query databases, or work with persistent stores.

  • High-risk permission hints: Shell or command execution
  • Permission surface may require sandboxing

Install targets

Install this skill in your agent workflow

Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.

skill install

OpenAgentSkill CLI

Resolve policy, run the source installer safely, and report a verified install receipt.

$ npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install nanmicoder-img-gen-prompts

Agent resolve plan

Let an agent verify fit before installing.

The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.

Open text plan

Agent should check

  • Task fit and alternatives from Resolve API.
  • Audit score, trust score, and safety policy warnings.
  • Install target compatibility for Codex, Claude Code, Cursor, or CLI.

Copy prompt

Task: Use img-gen-prompts in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20img-gen-prompts%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/nanmicoder-img-gen-prompts/install
Install command: npx skills add NanmiCoder/open-image-prompts --skill img-gen-prompts
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.

Agent handoff

Give an agent the install path, not another directory page.

Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.

Open install API

Agent prompt

Use img-gen-prompts for this task. Review https://www.openagentskill.com/api/skills/nanmicoder-img-gen-prompts/install, then install with: npx skills add NanmiCoder/open-image-prompts --skill img-gen-prompts

Registry metadata

Agent-readable profile for automatic skill selection.

This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.

Open manifest

Agent fit

69/100

GitHub automation

Platforms

Claude Code

Audit report

Needs review · 77/100

A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.

View audit reportView eval report

Agent decision cockpit

Fallback candidate for GitHub automation

Prototype with this skill first; keep a fallback candidate ready.

69
Readiness
Prototype
Stage

Role in stack

Fallback candidate

Primary fit

GitHub automation

Trust label

Prototype first

Install path

Command ready

Use when

  • GitHub automation workflows
  • Claude Code teams
  • builders willing to evaluate younger projects

Evidence

  • recent repository activity
  • install command or GitHub repo available
  • 70/100 quality profile

review first

  • The skill depends on another skill 'img-gen-taste' for visual direction, but that skill is not included in this submission. This could cause confusion if the agent does not have it installed.
  • No OpenAgentSkill engagement data yet

Implementation path

  1. 1Install it in a sandbox agent and run one GitHub automation task end to end.
  2. 2Compare output quality, latency, and failure behavior against at least one alternative.
  3. 3Promote it into production only after reviewing repository permissions, license, and maintenance signals.

Trust profile

Do not auto-install

Trust Score v5 found insufficient evidence for agent installation. Treat this as discovery material, not an executable recommendation.

59
OpenAgentSkill Trust Score

GitHub adoption

INFO

224 GitHub stars

Stars/forks activity

CHECK

224 stars, 30 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

1d since push

License clarity

PASS

MIT

Good signals

  • AI review approved
  • Install path is available
  • Repository evidence is available
  • Recently maintained repository
  • Install command has no obvious high-risk pattern
  • Outcome loop is ready but needs first real agent run

Review before install

  • The skill depends on another skill 'img-gen-taste' for visual direction, but that skill is not included in this submission. This could cause confusion if the agent does not have it installed.
  • Quality score needs review
  • Permission surface needs review: shell or command execution, filesystem or document access
  • Stars/forks activity: 224 stars, 30 forks; issue activity unavailable in current metadata
  • Permission surface: shell or command execution, filesystem or document access
  • No real agent outcome reports yet
  • Human review required before unattended installation

Recommended action

Choose a stronger alternative or inspect the source manually before any install attempt.

Quality profile

Strong candidate for agent workflows

Solid option that is likely worth shortlisting for production workflows.

70
GitHub stars
224
Freshness
1d ago
Install ready
Yes
License
MIT
Review before install: The skill depends on another skill 'img-gen-taste' for visual direction, but that skill is not included in this submission. This could cause confusion if the agent does not have it installed.

Workflow fit

Use this skill in these scenarios

Workflow fit

Add it to a complete workflow

Alternative shortlist

Compare before you install

Similar skills that may fit this task.

Compare all

Overview

--- name: img-gen-prompts description: Search oip-visual-v2 for traceable prompt-image pairs and open local result galleries. Use when finding, inspecting, comparing, browsing, or copying real image-generation references or exact source prompts. After references are selected, adapt them into a derived bilingual prompt when requested; use img-gen-taste first when the visual direction is still unclear. ---

# Img Gen Prompts

Act as the evidence and retrieval layer. Use only the latest paired `oip-visual-v2` archive. Every recommended record must include a real image, unchanged source prompt, source URL, author, stable ID, and explainable match. Never fall back to legacy/V1 data or generic web image search.

## Locate and verify the archive

Resolve this Skill's directory and run its bundled script by absolute path. It finds the checkout from the current directory, a symlinked Skill path, or `OIP_REPO_ROOT`; copied installations outside the checkout must set that variable.

```bash python3 <absolute-skill-directory>/scripts/oip.py status ```

Stop unless `ready` is true and the active taxonomy is exactly `oip-visual-v2`. The dataset is not part of the repository: `db/prompts.db.gz` and `images/` are downloaded from GitHub Releases. If the archive, local images, or gallery dependencies are missing, run `npm run setup` from the repository root before continuing.

If the script reports that the repository cannot be found, this Skill was installed as a copy outside a checkout. Point it at one, or create one:

```bash git clone https://github.com/NanmiCoder/open-image-prompts.git cd open-image-prompts npm run data:pull # add :db to skip the multi-gigabyte image packs export OIP_REPO_ROOT="$PWD" ```

Search and retrieval work without the image packs; only local image preview needs them, and the gallery falls back to each record's source URL. This Skill is read-only: never activate a taxonomy, label records, publish data, or modify the database.

## Search the user's actual intent

```bash python3 <absolute-skill-directory>/scripts/oip.py search \ --intent "雨夜霓虹小巷里的电影感人像" --limit 8

python3 <absolute-skill-directory>/scripts/oip.py get --id <tweet_id> ```

Pass the user's wording without embellishing it with guessed styles, subjects, or negative constraints. Inspect `parsed_intent`, `match_reasons`, tags, and `absolute_image_paths`; open representative images before judging quality. Read `references/retrieval-contract.md` when interpreting constraints or an empty result.

Treat `results` as exact matches. `related_results` is a separate fallback channel that may omit exactly one declared aesthetic constraint. Never present a related reference as an exact match: disclose its `missing_constraints` and recommend only the visual decisions it actually demonstrates. Related references are already restricted to image-confirmed visual evidence and exclude unrequested screenshots, document graphics, heavy text, multi-panel layouts, and watermarks.

For each recommendation return:

- stable ID, author, and source URL; - representative image path; - whether the match is `exact` or `related`; - any declared `missing_constraints`; - unchanged `source_prompt`; - two or three meaningful match reasons; - what visual decision is reusable and what should not be copied.

Translations and derived prompts are aids, never source prompts. If no relevant result exists in either channel, report the corpus gap instead of inventing provenance. The tool already performs the only allowed one-facet fallback; never manually relax the subject, use, explicit style, scene, user invariants, or forbidden constraints.

Some archive records contain commentary or post copy rather than an executable generation prompt. Label that distinction clearly and do not present such text as a reusable original prompt.

## Adapt selected references

When requested, synthesize the user's selected coherent references into a new English prompt and a Simplified Chinese equivalent. Preserve any `creative_spec` invariants and avoid list supplied by `$img-gen-taste`. Keep the new prompt, rationale with source IDs, and original prompts clearly separated. Do not copy a complete source prompt, identity, brand, protected character, or unique scene.

## Let the user choose visually

When the user wants to browse or compare results, read `references/gallery-session.md`, create a local result session, and open only the URL returned by the command.

```bash python3 <absolute-skill-directory>/scripts/oip.py gallery \ --intent "克制的暗调香水广告" --lang zh-Hans --limit 8 ```

The gallery must preserve search rank and keep “copy original prompt” byte-for-byte faithful. If `url_usable` is false, run the returned `start_command` before presenting the URL as openable.

Technical details

Version
1.0.0
License
MIT
Last updated
Aug 22, 2026
Published
Aug 22, 2026

Decision snapshot

Fallback candidate

69
Ready
Prototype
Stage

recent repository activity

Audit

Install review

Install and adoption review

77
Needs review
Security
75/100
Maintenance
100/100
Install
92/100
Open full auditView eval report

Agent-proven evidence

Agent-proven evidence

Outcome reports after resolve, review, install, and one narrow run.

0
Proven
Needs first agent runAuto-install: review firstLast: Unknown
Success rate
Recent failure
Outcomes
0
Output quality
Failed
0
Not relevant
0
Installs
0
Risk blocked
0
Setup needed
0
Production
0

No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.

Install

Add to agent workflow

Free and open source. Review the report before installing into production agents.

Growth loop

Share kit

X

Scenario-led draft for img-gen-prompts, ready for a manual X post.

Curator note
img-gen-prompts: Search oip-visual-v2 for traceable prompt-image pairs and open local result galleries. Use wh...

224 stars

https://www.openagentskill.com/skills/nanmicoder-img-gen-prompts?ref=x
Open X draft
Optional reply with install command
Listing + install path for img-gen-prompts:
https://www.openagentskill.com/skills/nanmicoder-img-gen-prompts?ref=x

Install: npx skills add NanmiCoder/open-image-prompts --skill img-gen-prompts

Listing source

Registry indexed

Claimable

This listing was indexed from public sources and is not marked official until a maintainer claim is approved.

Creator
NanmiCoder
Indexed by
OpenAgentSkill community index

Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.

Claim this skill

Owner claim

Claim this skill listing

This Registry indexed listing is attributed to NanmiCoder but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.

Creator backlink kit

Add the evidence badges to your README

Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.

[![Listed on OpenAgentSkill](https://www.openagentskill.com/api/badge/nanmicoder-img-gen-prompts?metric=listed&label=Listed)](https://www.openagentskill.com/skills/nanmicoder-img-gen-prompts)
[![OpenAgentSkill Trust](https://www.openagentskill.com/api/badge/nanmicoder-img-gen-prompts?metric=trust&label=Trust)](https://www.openagentskill.com/skills/nanmicoder-img-gen-prompts)
[![OpenAgentSkill Audit](https://www.openagentskill.com/api/badge/nanmicoder-img-gen-prompts?metric=audit&label=Audit)](https://www.openagentskill.com/skills/nanmicoder-img-gen-prompts/audit)
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Author

N

NanmiCoder

@nanmicoder

Platform fit

Health signals

GitHub stars
224
Quality score
40/100
Last GitHub push
Aug 22, 2026
Framework hints
Unknown
OpenAgentSkill views
0
Install copies
0
Outbound clicks
0

Community signal

Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.

Trust & safety

Do not auto-install

59
  • GitHub adoption224 GitHub starsINFO
  • Stars/forks activity224 stars, 30 forks; issue activity unavailable in current metadataCHECK
  • Recent maintenance1d since pushPASS
  • License clarityMITPASS
  • README/SKILL.md completenessMetadata includes enough usage and workflow contextPASS
  • Dependency/runtime riskcommand execution surface, database surfaceINFO