TNN
TNN: developed by Tencent Youtu Lab and Guangying Lab, a uniform deep learning inference framework for mobile、desktop and server. TNN is distinguished by several outstanding features, including its cross-platform capability, high performance, model compression and code pruning. Based on ncnn and Rapidnet, TNN further strengthens the support and performance optimization for mobile devices, and also draws on the advantages of good extensibility and high performance from existed open source efforts. TNN has been deployed in multiple Apps from Tencent, such as Mobile QQ, Weishi, Pitu, etc. Contributions are welcome to work in collaborative with us and make TNN a better framework.
Supply asset profile
Research and knowledge work
Deep research, source comparison, literature review, RAG, knowledge search, and reports.
Scenario
Document processing
I need my agent to read PDFs, extract tables, and turn documents into structured data.
Agent fit
Claude Code + CLI + Codex
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add Tencent/TNN
Maintenance
stale
1y since push
Risk
Needs review
License is unclear
GitHub quality
4.6K
72/100 quality · 80/100 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
StrongSolid option that is likely worth shortlisting for production workflows.
Trust
Strong shortlistGood trust signals with a few areas worth checking before rollout.
Audit
Needs reviewInstall readiness, security metadata, maintenance, and adoption risk.
Agent safety v2
59/100 · Review before install
Usable candidate, but the agent should surface permission and audit notes before installation.
Require human approval before installing into a real workspace.
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 Tencent/TNNAgent 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%20TNN%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20TNN%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/tencent-tnn/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 TNN in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20TNN%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/tencent-tnn/install
Install command: npx skills add Tencent/TNN
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/tencent-tnn/install
LLM text format
/api/skills/tencent-tnn/install?format=text
Find alternatives
/api/skills/search?q=TNN&limit=3
Agent prompt
Use TNN for this task. Review https://www.openagentskill.com/api/skills/tencent-tnn/install, then install with: npx skills add Tencent/TNNRegistry 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/tencent-tnn
LLM text
/api/registry/manifest/tencent-tnn?format=text
Install alias
/api/registry/install/tencent-tnn
Recommend
/api/registry/recommend?task=Use%20TNN%20in%20an%20agent%20workflow&limit=3
Agent fit
Document processing
Use-case tags
Platforms
C++, OCR, Claude Code
Audit report
Needs review · 75/100
Review install readiness, maintenance, trust, quality, and metadata warnings before adding this skill to an agent workflow.
Agent decision cockpit
Companion skill for Document processing
Shortlist this skill and compare it with close alternatives before production adoption.
Role in stack
Companion skill
Primary fit
Document processing
Trust label
Strong shortlist
Install path
Command ready
Use when
- Document processing workflows
- Claude Code teams
- teams that value GitHub adoption signals
Evidence
- 4,641 GitHub stars
- install command or GitHub repo available
- 72/100 quality profile
- 3 OpenAgentSkill engagement events
Review first
- Repository looks stale
Implementation path
- 1Install it in a sandbox agent and run one Document processing 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
Strong shortlist
Good trust signals with a few areas worth checking before rollout.
GitHub adoption
PASS4.6K GitHub stars
Recent maintenance
FIX1y since push
License clarity
CHECKUnknown
README/SKILL.md completeness
PASSMetadata includes enough usage and workflow context
Good signals
- Manually verified listing
- AI review approved
- Install path is available
- Repository evidence is available
- Meaningful GitHub adoption signal
Review before install
- License is unclear
- Repository looks stale
- Quality score needs review
- Recent maintenance: 1y since push
- License clarity: Unknown
Recommended action
Test in a sandbox workflow and compare its install path with close alternatives.
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
Parse messy files
Document processing
I need my agent to read PDFs, extract tables, and turn documents into structured data.
Operate local tools
Local desktop
I need my agent to operate local files and desktop apps in a repeatable workflow.
Build and ship code
Coding agents
I need a coding agent that can understand a repository, edit code, and review pull requests.
Stack fit
Add it to a complete workflow
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.
Operate and verify web apps
Browser QA agent
A stack for agents that navigate products, fill forms, take screenshots, and verify real user flows across web applications.
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.
Alternative shortlist
Compare before you install
Similar skills in this category, ranked with the same readiness and quality signals.
Markitdown
Python tool for converting files and office documents to Markdown.
PaddleOCR
Turn any PDF or image document into structured data for your AI. A powerful, lightweight OCR toolkit that bridges the gap between images/PDFs and LLMs. Supports 100+ languages.
Stirling PDF
#1 PDF Application on GitHub that lets you edit PDFs on any device anywhere
Tesseract
Tesseract Open Source OCR Engine (main repository)
Overview
TNN: developed by Tencent Youtu Lab and Guangying Lab, a uniform deep learning inference framework for mobile、desktop and server. TNN is distinguished by several outstanding features, including its cross-platform capability, high performance, model compression and code pruning. Based on ncnn and Rapidnet, TNN further strengthens the support and performance optimization for mobile devices, and also draws on the advantages of good extensibility and high performance from existed open source efforts. TNN has been deployed in multiple Apps from Tencent, such as Mobile QQ, Weishi, Pitu, etc. Contributions are welcome to work in collaborative with us and make TNN a better framework.
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
- 6/14/2026
- Published
- 6/5/2026
Frameworks & Tools
Decision snapshot
Companion skill
4,641 GitHub stars
Audit Snapshot
Install and adoption review
- Security
- 89/100
- Maintenance
- 38/100
- Install
- 92/100
Growth loop
Share this skill
Scenario-led draft for TNN, with the OpenAgentSkill Update theme and canonical URL.
OpenAgentSkill Update Today: TNN Use it when you want your coding agent to carry more repo context and ship repetitive changes faster. 4.6K stars - document-processing Link: https://www.openagentskill.com/skills/tencent-tnn?ref=x #AIAgents #OpenAgentSkill
Optional reply with install command
Link for TNN: https://www.openagentskill.com/skills/tencent-tnn?ref=x Install: npx skills add Tencent/TNN
Listing source
Community indexed
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
- Creator
- Tencent
- Source
- Tencent/TNN
- 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 Tencent 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/tencent-tnn)Author
Tencent✓
@tencent
Platform Fit
Health Signals
- GitHub stars
- 4.6K
- Quality score
- 52/100
- Last GitHub push
- May 9, 2025
- Framework hints
- 2
- OpenAgentSkill views
- 2
- 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
Strong shortlist
- GitHub adoption4.6K GitHub starsPASS
- Recent maintenance1y since pushFIX
- License clarityUnknownCHECK
- README/SKILL.md completenessMetadata includes enough usage and workflow contextPASS
- Dependency riskno major dependency risk hints in public metadataPASS
- Install availabilitynpx skills add Tencent/TNNPASS
Related Skills
Markitdown
Python tool for converting files and office documents to Markdown.
154.2K stars · 0 installsPaddleOCR
Turn any PDF or image document into structured data for your AI. A powerful, lightweight OCR toolkit that bridges the gap between images/PDFs and LLMs. Supports 100+ languages.
82.1K stars · 0 installsStirling PDF
#1 PDF Application on GitHub that lets you edit PDFs on any device anywhere
81.1K stars · 0 installsTesseract
Tesseract Open Source OCR Engine (main repository)
74.7K stars · 0 installs