Debug Inference
NVIDIA/OpenShell
Debug inference clients that use an attached provider and its native endpoint, including hosted APIs and host-local Ollama, vLLM, SGLang, TRT-LLM, LM Studio, or NIM.
Sync documentation with project state using ICAV workflow. An agent skill from Netis/heron.
Install Source Command Dev Docs Sync
$ npx skills add Netis/heron --skill source-command-dev-docs-sync -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Netis/heron source-command-dev-docs-sync --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/Netis/heron.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/source-command-dev-docs-sync .claude/skills/source-command-dev-docs-sync && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "source-command-dev-docs-sync" agent skill from https://github.com/Netis/heron/tree/main/.agents/skills/source-command-dev-docs-sync into .claude/skills/source-command-dev-docs-sync/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "source-command-dev-docs-sync", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/Netis/heron/tree/main/.agents/skills/source-command-dev-docs-syncType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add Netis/heron --skill source-command-dev-docs-sync -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Netis/heron source-command-dev-docs-sync --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Netis/heron.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/source-command-dev-docs-sync .agents/skills/source-command-dev-docs-sync && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "source-command-dev-docs-sync" agent skill from https://github.com/Netis/heron/tree/main/.agents/skills/source-command-dev-docs-sync into .agents/skills/source-command-dev-docs-sync/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "source-command-dev-docs-sync", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Netis/heron --skill source-command-dev-docs-sync -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Netis/heron source-command-dev-docs-sync --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Netis/heron.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/source-command-dev-docs-sync .cursor/skills/source-command-dev-docs-sync && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "source-command-dev-docs-sync" agent skill from https://github.com/Netis/heron/tree/main/.agents/skills/source-command-dev-docs-sync into .cursor/skills/source-command-dev-docs-sync/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "source-command-dev-docs-sync", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/Netis/heron.git --path .agents/skills/source-command-dev-docs-sync--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add Netis/heron --skill source-command-dev-docs-sync -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Netis/heron source-command-dev-docs-sync --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Netis/heron.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/source-command-dev-docs-sync .gemini/skills/source-command-dev-docs-sync && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "source-command-dev-docs-sync" agent skill from https://github.com/Netis/heron/tree/main/.agents/skills/source-command-dev-docs-sync into .gemini/skills/source-command-dev-docs-sync/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "source-command-dev-docs-sync", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install Netis/heron source-command-dev-docs-syncInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add Netis/heron --skill source-command-dev-docs-sync -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Netis/heron.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/source-command-dev-docs-sync .github/skills/source-command-dev-docs-sync && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "source-command-dev-docs-sync" agent skill from https://github.com/Netis/heron/tree/main/.agents/skills/source-command-dev-docs-sync into .github/skills/source-command-dev-docs-sync/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "source-command-dev-docs-sync", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Netis/heron --skill source-command-dev-docs-sync -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Netis/heron source-command-dev-docs-sync --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Netis/heron.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/source-command-dev-docs-sync .opencode/skills/source-command-dev-docs-sync && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "source-command-dev-docs-sync" agent skill from https://github.com/Netis/heron/tree/main/.agents/skills/source-command-dev-docs-sync into .opencode/skills/source-command-dev-docs-sync/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "source-command-dev-docs-sync", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
source-command-dev-docs-sync- GitHub stars
- 102
- Token cost
- ~1.4k tokens
- SKILL.md length
- 509 words
- Files
- 1
- Skills in repo
- 2
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Sync documentation with project state using ICAV workflow. An agent skill from Netis/heron.
- Works in 4 steps: INVENTORY → COMPARE → ADAPT → …
- Tasks that involve LLM inference and serving
- SKILL.md covers Command Template, ICAV Workflow, Preferred Tools (Priority Order) and Parameters, plus 10 more sections
- Calls git
What it does
Source Command Dev Docs Sync is an agent skill from Netis/heron. Sync documentation with project state using ICAV workflow. Usage: /dev-docs-sync [cleanup=true]
Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in AI & LLM Engineering, covering LLM inference and serving and LLM observability. It works with Git, Ollama, SGLang and vLLM. The repository describes itself as: Agent and LLM API performance monitoring via network packet probe. Measures performance of OpenClaw, Claude, Codex, DeepAgents and more — deployed on the provider side, no SDK… The licence is Apache-2.0.
When your agent uses it
- Tasks that involve LLM inference and serving
- Tasks that involve LLM observability
Example prompts
- “/source-command-dev-docs-sync”
Workflow steps
4 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit 4f92b05. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
git
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use git, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Source Command Dev Docs Sync loads about 1.4k tokens when it runs. Until then it costs about 31 tokens; SKILL.md has 509 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from Netis/heron at commit 4f92b05, republished under its Apache-2.0 licence (© Netis). 509 words, ~1,440 tokens.
Download SKILL.mdSave it as
.claude/skills/source-command-dev-docs-sync/SKILL.md (or your agent's skills folder).- name
- source-command-dev-docs-sync
- description
- Sync documentation with project state using ICAV workflow. Usage: /dev-docs-sync [cleanup=true]
source-command-dev-docs-sync
Use this skill when the user asks to run the migrated source command dev-docs-sync.
Command Template
Documentation Sync and Update
Synchronize documentation with actual project state using the ICAV (Inventory-Compare-Adapt-Validate) workflow.
ICAV Workflow
INVENTORY → COMPARE → ADAPT → VALIDATE → COMMITCore principle: Project state is truth. Docs follow reality. Every doc claim must trace to an artifact.
Preferred Tools (Priority Order)
| Task | Primary Tool | Fallback |
|---|---|---|
| Find files | Glob | ls |
| Search patterns | Grep | - |
| List directories | ls | - |
| Read files | Read | - |
Parameters
| Parameter | Values | Default | Description |
|---|---|---|---|
cleanup | true, false | false | Remove completed TODOs and obsolete content |
Phase 1: INVENTORY
Goal: Collect project facts and list documentation files.
1.1 Load Project Context
cat VERSION
git log --oneline -20Read project.yaml for the documentation language:
language:
docs: English # or Chinese / 中文Default if missing: English. Aliases: Chinese ≡ 中文. All documentation content written or edited in Phase 3 MUST be in language.docs. File names remain English regardless.
1.2 Inventory Project Artifacts
# Documentation files
ls docs/
# Repository references
ls repos/
# Repo metadata
ls repos-meta/ 2>/dev/null
# Slash commands
ls .Codex/commands/*.md
# Skills
ls -d .Codex/skills/*/ 2>/dev/null
# Project files
ls *.md VERSION .gitignore1.3 Inventory Documentation Files
| File | Purpose |
|---|---|
AGENTS.md | AI dev guide — conventions, structure, rules |
README.md | Project overview — purpose, structure |
docs/XXX-*.md | Design documents — technical specs, architecture |
CHANGELOG.md | Release history (managed by /dev-bump) |
Excluded from sync:
CHANGELOG.md(managed by/dev-bump)repos/andrepos-meta/(external references, protected)
Phase 2: COMPARE
Goal: Find mismatches between docs and reality.
CRITICAL: Each comparison must run a concrete command against a specific doc section. Do NOT skip any row.
Source-of-Truth Map
AGENTS.md
| Doc Section | Source of Truth | Command |
|---|---|---|
| File naming convention | filesystem | ls docs/ — verify all follow XXX-name.md pattern |
| Protected directories | filesystem | ls repos/ repos-meta/ — verify they exist |
| Git commit rules | git log | git log --oneline -5 — verify conventions followed |
README.md
| Doc Section | Source of Truth | Command |
|---|---|---|
| Project description | docs/ contents | Compare README overview with actual doc topics |
| Directory structure | filesystem | ls -la vs README tree listing |
| Version | VERSION file | cat VERSION vs README version mention |
docs/ files
| Doc Section | Source of Truth | Command |
|---|---|---|
| File numbering | filesystem | ls docs/ — verify sequential, no gaps |
| Cross-references | docs content | grep -r 'docs/' docs/ — verify internal links valid |
| Referenced repos | repos/ | ls repos/ vs repo mentions in docs |
Show full SKILL.md (186 more words)Show less
2.1 Git Diff Focus (Optional Acceleration)
git diff --name-only $(git describe --tags --abbrev=0 2>/dev/null || echo HEAD~20)..HEADUse to prioritize which rows to check first, but always check all rows.
Phase 3: ADAPT
Goal: Fix every mismatch found in Phase 2.
For each mismatch:
- Read the doc section
- Read the source of truth
- Edit the doc to match reality
- Preserve surrounding formatting and style
Rules:
- Never change project artifacts to match docs — docs follow reality
- Preserve existing doc structure (tables stay tables, trees stay trees)
- Don't add new sections — only update existing content
- If a doc file is missing an entire topic, note it in the report but don't create new sections
- Write documentation content in the language from
project.yaml→language.docs(default: English). File names remain English regardless of docs language.
Cleanup (if cleanup=true)
- Remove completed TODO items
- Remove obsolete content referencing deleted features
- No dates, no status badges, compact formatting
Phase 4: VALIDATE
Goal: Verify sync succeeded.
4.1 Re-run Failed Comparisons
For every mismatch fixed in Phase 3, re-run the comparison command to verify the fix.
4.2 Check Internal Links
# Find all markdown links in docs/
grep -rohP '\[.*?\]\(([^)]+)\)' docs/*.md | grep -oP '\(([^)]+)\)' | tr -d '()'Verify each relative link target exists.
4.3 Generate Report
Documentation Sync Report
==========================
Comparisons Run: [N]
Mismatches Found: [N]
Mismatches Fixed: [N]
Changes:
- [file]: [what changed]
- [file]: [what changed]
Verified: [all fixed / N remaining]4.4 Commit
/dev-commit "sync docs with project state"Checklist
INVENTORY
[ ] VERSION, git log loaded
[ ] Documentation files listed
[ ] Repository references inventoried
[ ] Slash commands listed
COMPARE (Source-of-Truth Map — every row)
[ ] AGENTS.md: naming convention, protected dirs, git rules
[ ] README.md: description, structure, version
[ ] docs/ files: numbering, cross-references, repo mentions
ADAPT
[ ] All mismatches fixed
[ ] Cleanup applied (if requested)
VALIDATE
[ ] Fixed comparisons re-verified
[ ] Internal links valid
[ ] Report generated
[ ] Changes committed© Netis, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in .agents/skills/source-command-dev-docs-sync of Netis/heron.
Open the folder on GitHubat commit 4f92b05
Compare with similar skills
Source Command Dev Docs Sync next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Source Command Dev Docs Sync this skillNetis/heron | 102 | — | ~1.4k | Automated safety check: Pass | Apache-2.0 | |
| Debug InferenceNVIDIA/OpenShell | 15k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | |
| Agentsop LLM Engine Selectionagentsope/SkillAlchemy | 457 | — | ~6.1k | Automated safety check: Pass | MIT | |
| SageMaker Serving Image Selectionhuggingface/skills | 11k | 1 repos | ~4.6k | Automated safety check: Pass | Apache-2.0 | |
| Aider DelegateamElnagdy/delegate-skills | 2.3k | 2 repos | ~3k | Automated safety check: Pass | MIT | |
| Dstack Prototypingdstackai/dstack | 2.3k | — | ~1.6k | Automated safety check: Pass | MPL-2.0 |
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Questions about Source Command Dev Docs Sync
What does Source Command Dev Docs Sync do?
Sync documentation with project state using ICAV workflow. An agent skill from Netis/heron. Source Command Dev Docs Sync is an agent skill from Netis/heron. Sync documentation with project state using ICAV workflow.
When should I use Source Command Dev Docs Sync?
Source Command Dev Docs Sync fits situations like: tasks that involve LLM inference and serving; tasks that involve LLM observability.
How do I install Source Command Dev Docs Sync in Claude Code?
Run `npx skills add Netis/heron --skill source-command-dev-docs-sync -a claude-code`. Or copy the skill folder (.agents/skills/source-command-dev-docs-sync in Netis/heron) into .claude/skills/source-command-dev-docs-sync in your project. Claude Code loads it when a task matches its description.
How do I install Source Command Dev Docs Sync in Codex?
Run `npx skills add Netis/heron --skill source-command-dev-docs-sync -a codex`. Or copy the skill folder (.agents/skills/source-command-dev-docs-sync in Netis/heron) into .agents/skills/source-command-dev-docs-sync in your project. Codex loads it when a task matches its description.
Can I use Source Command Dev Docs Sync in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Netis/heron --skill source-command-dev-docs-sync -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/source-command-dev-docs-sync, .gemini/skills/source-command-dev-docs-sync, .github/skills/source-command-dev-docs-sync and .opencode/skills/source-command-dev-docs-sync in your project.
What does Source Command Dev Docs Sync need to run?
Going by SKILL.md and its folder, Source Command Dev Docs Sync needs the command-line tools its instructions call (git).
Does Source Command Dev Docs Sync access the network?
SKILL.md contains no URLs. Its commands use git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Source Command Dev Docs Sync safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Source Command Dev Docs Sync use?
Source Command Dev Docs Sync is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Source Command Dev Docs Sync use?
About 1.4k tokens (SKILL.md is roughly 5.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Source Command Dev Docs Sync?
Skills that share tags, products or a category with Source Command Dev Docs Sync: Debug Inference (NVIDIA/OpenShell, 15k stars), Agentsop LLM Engine Selection (agentsope/SkillAlchemy, 457 stars), SageMaker Serving Image Selection (huggingface/skills, 11k stars) and Aider Delegate (amElnagdy/delegate-skills, 2.3k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Source Command Dev Docs Sync?
Netis (a GitHub organization) maintains it in Netis/heron, which has 102 GitHub stars. The repository holds 2 skills in this directory. The repository was last updated on October 4, 2026.
Source: Netis/heron on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.