TP GAN
Official TP-GAN Tensorflow implementation for paper "Beyond Face Rotation: Global and Local Perception GAN for Photorealistic and Identity Preserving Frontal View Synthesis"
Supply asset profile
Coding and developer agents
Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills.
Scenario
GitHub automation
I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.
Agent fit
Claude Code + CLI + Codex
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add HRLTY/TP-GAN
Maintenance
stale
4y since push
Risk
Needs review
License is unclear
GitHub quality
510
48/100 quality · 71/100 trust
Coverage tags
Review notes
License is unclear · Repository appears stale
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
Needs reviewInspect the repository carefully before adding it to an agent workflow.
Trust
Sandbox onlyUseful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
Audit
Needs reviewInstall readiness, security metadata, maintenance, and adoption risk.
Trust Score v5
Human review before install
Run only in a sandbox and compare close alternatives before using it for real work.
Stars
510 GitHub stars
Repo activity
510 stars, 127 forks
Maintenance
4y since push
License
Unknown
Install
npx skills add HRLTY/TP-GAN
Install safety
standard package or runtime install path
Permission surface
filesystem or document access, network or browser access
Agent outcomes
No agent outcome data yet
Docs
Strong README/SKILL.md context
Risk summary
Review before production
- License is unclear
- Repository looks stale
- Quality score needs review
- Recent maintenance: 4y since push
Install readiness
Install path available
- Install path is available
- Repository evidence is available
- License is unclear
- 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
- teams that value GitHub adoption signals
- Inspect repository metadata
Suited agents
Install decision
- Command
- npx skills add HRLTY/TP-GAN
- Policy
- review
- Human review
- yes
Trust and risk
- Trust
- 63/100
- Audit
- 62/100
- Risk level
- Needs review
Outcome loop
- Endpoint
- /api/agent/outcome
- Event ID
- resolve
- Outcomes
- 5
Do not use when
- teams that require actively maintained dependencies
- production agents without a repository review
- Repository looks stale
- License is unclear
- Repository appears stale
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Agent safety v2
46/100 · 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.
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.
- License is unclear
Install targets
Install this skill in your agent workflow
Copy the registry command or an agent-specific install prompt for Codex, Claude Code, and Cursor.
OpenAgentSkill CLI
Use the registry command when your workflow supports the OpenAgentSkill installer.
$ npx skills add HRLTY/TP-GANAgent 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.
Resolve JSON
/api/agent/resolve?task=Use%20TP%20GAN%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20TP%20GAN%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/hrlty-tp-gan/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 TP GAN in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20TP%20GAN%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/hrlty-tp-gan/install
Install command: npx skills add HRLTY/TP-GAN
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/hrlty-tp-gan/install
LLM text format
/api/skills/hrlty-tp-gan/install?format=text
Find alternatives
/api/skills/search?q=TP%20GAN&limit=3
Agent prompt
Use TP GAN for this task. Review https://www.openagentskill.com/api/skills/hrlty-tp-gan/install, then install with: npx skills add HRLTY/TP-GANRegistry 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/hrlty-tp-gan
LLM text
/api/registry/manifest/hrlty-tp-gan?format=text
Install alias
/api/registry/install/hrlty-tp-gan
Recommend
/api/registry/recommend?task=Use%20TP%20GAN%20in%20an%20agent%20workflow&limit=3
Agent fit
GitHub automation
Use-case tags
Platforms
Python, Computer Vision, Claude Code
Audit report
Needs review · 62/100
Review install readiness, maintenance, trust, quality, and metadata warnings before adding this skill to an agent workflow.
Agent decision cockpit
Needs validation for GitHub automation
Do a manual repository review before adding this to an agent workflow.
Role in stack
Needs validation
Primary fit
GitHub automation
Trust label
Needs manual review
Install path
Command ready
Use when
- GitHub automation workflows
- Claude Code teams
- teams that value GitHub adoption signals
Evidence
- 510 GitHub stars
- install command or GitHub repo available
- 48/100 quality profile
- 1 OpenAgentSkill engagement events
Review first
- Repository looks stale
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
Sandbox only
Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
GitHub adoption
INFO510 GitHub stars
Stars/forks activity
INFO510 stars, 127 forks; issue activity unavailable in current metadata
Recent maintenance
FIX4y since push
License clarity
CHECKUnknown
Good signals
- AI review approved
- Install path is available
- Repository evidence is available
- Meaningful GitHub adoption signal
- Install command has no obvious high-risk pattern
- Outcome loop is ready but needs first real agent run
Review before install
- License is unclear
- Repository looks stale
- Quality score needs review
- Recent maintenance: 4y since push
- License clarity: Unknown
- No real agent outcome reports yet
- Human review required before unattended installation
Recommended action
Run only in a sandbox and compare close alternatives before using it for real work.
Quality profile
Needs review candidate for agent workflows
Inspect the repository carefully before adding it to an agent workflow.
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.
Build and ship code
Coding agents
I need a coding agent that can understand a repository, edit code, and review pull requests.
Search private knowledge
RAG and knowledge
I need my agent to build a RAG workflow over documents and retrieve reliable context.
Stack fit
Add it to a complete workflow
Turn skills into distribution
Content growth agent
A stack for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Inspect, patch, and verify code
Coding review agent
A stack for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Ingest, retrieve, and cite
RAG knowledge base
A stack for document-heavy agents that ingest files, create searchable knowledge, retrieve relevant context, and answer with grounded sources.
Alternative shortlist
Compare before you install
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Overview
Official TP-GAN Tensorflow implementation for paper "Beyond Face Rotation: Global and Local Perception GAN for Photorealistic and Identity Preserving Frontal View Synthesis"
Imported by the skill-only GitHub discovery pipeline because it matches agent skill, automation, domain workflow, RAG, document-processing, data, finance, security, or developer-tool signals. Protocol-server projects are excluded from automated imports.
Platform Compatibility
Technical Details
- Version
- 1.0.0
- License
- Unknown
- Last Updated
- 6/21/2026
- Published
- 6/21/2026
Frameworks & Tools
Decision snapshot
Needs validation
510 GitHub stars
Audit snapshot
Install review
Install and adoption review
- Security
- 81/100
- Maintenance
- 20/100
- 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 audit before production use.
Growth loop
Share kit
Scenario-led draft for TP GAN, ready for a manual X post.
Most coding agents don't fail from lack of model power. They fail when repo context disappears. TP GAN gives coding agents a repeatable way to plan, patch, review, or ship. 510 stars https://www.openagentskill.com/skills/hrlty-tp-gan?ref=x #AIAgents
Optional reply with install command
Listing + install path for TP GAN: https://www.openagentskill.com/skills/hrlty-tp-gan?ref=x Install: npx skills add HRLTY/TP-GAN
Listing source
Community indexed
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
- Creator
- HRLTY
- Source
- HRLTY/TP-GAN
- 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 community indexed listing is attributed to HRLTY 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.
README badge
Add this badge to your GitHub README to show the listing, trust score, and install handoff.
[](https://www.openagentskill.com/skills/hrlty-tp-gan)Author
HRLTY
@hrlty
Tags
Platform Fit
Health Signals
- GitHub stars
- 510
- Quality score
- 38/100
- Last GitHub push
- Apr 22, 2022
- Framework hints
- 2
- OpenAgentSkill views
- 1
- 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
Sandbox only
- GitHub adoption510 GitHub starsINFO
- Stars/forks activity510 stars, 127 forks; issue activity unavailable in current metadataINFO
- Recent maintenance4y since pushFIX
- License clarityUnknownCHECK
- README/SKILL.md completenessMetadata includes enough usage and workflow contextPASS
- Dependency/runtime riskno major dependency risk hints in public metadataPASS
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