img-gen-prompts
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
Supply asset profile
Research and knowledge work
Deep research, source comparison, literature review, RAG, knowledge search, and reports.
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
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
StrongSolid option that is likely worth shortlisting for production workflows.
Trust
Do not auto-installTrust Score v5 found insufficient evidence for agent installation. Treat this as discovery material, not an executable recommendation.
Audit
Needs reviewA 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.
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.
Suited tasks
- GitHub automation workflows
- Claude Code teams
- builders willing to evaluate younger projects
- Inspect repository metadata
Suited agents
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-promptsDo 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
Alternative
Last30days Skill
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Agent safety v2
45/100 · Avoid automatic install
Sparse or mixed signals. Useful for discovery, but not for autonomous installation.
Test manually in an isolated workspace and compare against safer alternatives.
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.
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-promptsAgent 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 JSON
/api/agent/resolve?task=Use%20img-gen-prompts%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20img-gen-prompts%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/nanmicoder-img-gen-prompts/install
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.
Install handoff
/api/skills/nanmicoder-img-gen-prompts/install
LLM text format
/api/skills/nanmicoder-img-gen-prompts/install?format=text
Find alternatives
/api/skills/search?q=img-gen-prompts&limit=3
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-promptsRegistry 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.
Manifest
/api/registry/manifest/nanmicoder-img-gen-prompts
LLM text
/api/registry/manifest/nanmicoder-img-gen-prompts?format=text
Install alias
/api/registry/install/nanmicoder-img-gen-prompts
Recommend
/api/registry/recommend?task=Use%20img-gen-prompts%20in%20an%20agent%20workflow&limit=3
Agent fit
GitHub automation
Use-case tags
Platforms
Claude Code
Audit report
Needs review · 77/100
A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
Agent decision cockpit
Fallback candidate for GitHub automation
Prototype with this skill first; keep a fallback candidate ready.
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
- 1Install it in a sandbox agent and run one GitHub automation task end to end.
- 2Compare output quality, latency, and failure behavior against at least one alternative.
- 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.
GitHub adoption
INFO224 GitHub stars
Stars/forks activity
CHECK224 stars, 30 forks; issue activity unavailable in current metadata
Recent maintenance
PASS1d since push
License clarity
PASSMIT
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.
Workflow fit
Use this skill in these scenarios
Manage repositories
GitHub automation
I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.
Investigate faster
Research agents
I need my agent to research a topic, compare sources, and produce a concise report.
Build and ship code
Coding agents
I need a coding agent that can understand a repository, edit code, and review pull requests.
Workflow fit
Add it to a complete workflow
Find, compare, and synthesize
Research report agent
A workflow for agents that gather sources, compare claims, summarize long material, and draft useful research briefs.
Inspect, patch, and verify code
Coding review agent
A workflow for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Operate and verify web apps
Browser QA agent
A workflow for agents that navigate products, fill forms, take screenshots, and verify real user flows across web applications.
Alternative shortlist
Compare before you install
Similar skills that may fit this task.
Last30days Skill
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GPT Researcher
Run autonomous deep research over web and local sources
DeepResearch
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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
recent repository activity
Audit
Install review
Install and adoption review
- Security
- 75/100
- Maintenance
- 100/100
- Install
- 92/100
Agent-proven evidence
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
- 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
Scenario-led draft for img-gen-prompts, ready for a manual X post.
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
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
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 skillOwner 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.
[](https://www.openagentskill.com/skills/nanmicoder-img-gen-prompts)
[](https://www.openagentskill.com/skills/nanmicoder-img-gen-prompts)
[](https://www.openagentskill.com/skills/nanmicoder-img-gen-prompts/audit)
[](https://www.openagentskill.com/skills/nanmicoder-img-gen-prompts)Author
NanmiCoder
@nanmicoder
Tags
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
- 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
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