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.
Bump Heron version via the VERSION-file SSOT. An agent skill from Netis/heron.
Install Dev Bump
$ npx skills add Netis/heron --skill dev-bump -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Netis/heron dev-bump --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/dev-bump .claude/skills/dev-bump && 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 "dev-bump" agent skill from https://github.com/Netis/heron/tree/main/.agents/skills/dev-bump into .claude/skills/dev-bump/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dev-bump", 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/dev-bumpType 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 dev-bump -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Netis/heron dev-bump --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/dev-bump .agents/skills/dev-bump && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "dev-bump" agent skill from https://github.com/Netis/heron/tree/main/.agents/skills/dev-bump into .agents/skills/dev-bump/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dev-bump", 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 dev-bump -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Netis/heron dev-bump --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/dev-bump .cursor/skills/dev-bump && 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 "dev-bump" agent skill from https://github.com/Netis/heron/tree/main/.agents/skills/dev-bump into .cursor/skills/dev-bump/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dev-bump", 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/dev-bump--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 dev-bump -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Netis/heron dev-bump --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/dev-bump .gemini/skills/dev-bump && 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 "dev-bump" agent skill from https://github.com/Netis/heron/tree/main/.agents/skills/dev-bump into .gemini/skills/dev-bump/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dev-bump", 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 dev-bumpInstalls 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 dev-bump -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/dev-bump .github/skills/dev-bump && 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 "dev-bump" agent skill from https://github.com/Netis/heron/tree/main/.agents/skills/dev-bump into .github/skills/dev-bump/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dev-bump", 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 dev-bump -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 dev-bump --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/dev-bump .opencode/skills/dev-bump && 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 "dev-bump" agent skill from https://github.com/Netis/heron/tree/main/.agents/skills/dev-bump into .opencode/skills/dev-bump/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dev-bump", 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
dev-bump- GitHub stars
- 102
- Token cost
- ~983 tokens
- SKILL.md length
- 388 words
- Files
- 1
- Skills in repo
- 2
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Bump Heron version via the VERSION-file SSOT. An agent skill from Netis/heron.
- Works in 5 steps: Pre-flight → Bump → Update CHANGELOG.md → …
- Tasks that involve Changelog and release notes
- SKILL.md covers Parameters, Workflow, Type: tag (no version change) and Guardrails, plus 1 more section
- Calls just and git
What it does
Dev Bump is an agent skill from Netis/heron. Bump Heron version via the VERSION-file SSOT. Delegates to just bump which syncs server/Cargo.toml (workspace.package.version) and console/package.json. Also updates CHANGELOG.md and creates a bump commit + tag. Usage: /dev-bump <type where type=patch|minor|major|tag
Its SKILL.md is about 980 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 Changelog and release notes, LLM inference and serving and LLM observability. It works with Rust, npm, Ollama and SGLang. 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 Changelog and release notes
- Tasks that involve LLM inference and serving
- Tasks that involve LLM observability
Example prompts
- “/dev-bump”
Workflow steps
5 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:
justgit
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
Dev Bump loads about 983 tokens when it runs. Until then it costs about 70 tokens; SKILL.md has 388 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). 388 words, ~983 tokens.
Download SKILL.mdSave it as
.claude/skills/dev-bump/SKILL.md (or your agent's skills folder).- name
- dev-bump
- description
- Bump Heron version via the VERSION-file SSOT. Delegates to `just bump` which syncs server/Cargo.toml (workspace.package.version) and console/package.json. Also updates CHANGELOG.md and creates a bump commit + tag. Usage: /dev-bump <type> where type=patch|minor|major|tag
- version
- 0.2.0
dev-bump — Version bump for Heron
Heron uses a VERSION-file SSOT pattern (see Core Principles → Single Source of Truth in AGENTS.md):
| File | Role |
|---|---|
VERSION (repo root) | Canonical. Plain X.Y.Z + trailing newline. Every other version reference derives from here. |
server/Cargo.toml (workspace.package.version) | Derived — rewritten by just bump. Cargo requires a literal version string. |
console/package.json (version) | Derived — rewritten by just bump. npm tooling needs the literal. |
server/h-common/src/version.rs | Reads VERSION via include_str! at compile time. Other Rust crates call h_common::version::version(). |
console/vite.config.ts | Reads VERSION at build time, exposes as __APP_VERSION__ for frontend code. |
Parameters
- type —
patch|minor|major|tag|set X.Y.Zpatch:0.1.0 → 0.1.1minor:0.1.0 → 0.2.0major:0.1.0 → 1.0.0tag: no version change, just createv<current>git tag (for retagging or after a manual bump)set X.Y.Z: set exact version (pre-release coordination, reverts)
Workflow
1. Pre-flight
just bump check # verifies VERSION == Cargo.toml == package.json
git status # must be clean (or ask user to stash/commit first)If just bump check shows drift, fix it before bumping: run just bump set <VERSION-value> to force Cargo.toml / package.json back in sync with VERSION (or vice versa — decide with the user which value is authoritative).
2. Bump
just bump <type> # patch | minor | major | set X.Y.ZThis rewrites VERSION, server/Cargo.toml, console/package.json atomically. Verify:
just bump check3. Update CHANGELOG.md
Create or update CHANGELOG.md at repo root using Keep-a-Changelog format:
## [0.2.0] — 2026-04-15
### Added
- ...
### Changed
- ...
### Fixed
- ...Source entries from git log v<previous>..HEAD --oneline. Group by conventional-commit type (feat → Added, fix → Fixed, refactor/chore → Changed). Skip trivial commits (pure docs/test unless significant).
4. Commit and tag
git add VERSION server/Cargo.toml console/package.json CHANGELOG.md
git commit -m "bump: v<new-version>"
git tag v<new-version>Do not push automatically. Report the new tag back to the user; they decide when to push.
Show full SKILL.md (155 more words)Show less
5. Sanity build (optional but recommended)
If the bump touches Rust or TS:
just quality allCatches the case where include_str! path drift or __APP_VERSION__ typing breaks after a refactor.
Type: tag (no version change)
For retagging the current VERSION value without changing it (e.g. after a manual VERSION edit, or re-tagging from a different commit):
current="$(cat VERSION | tr -d '[:space:]')"
git tag "v$current"Still update CHANGELOG if release notes changed.
Guardrails
- Never edit Cargo.toml / package.json version fields directly. If you're tempted, it means
just bumpis broken — fix the script, not the derived files. - Never commit a drifted state.
just bump checkshould be green before every bump commit. - Never push tags automatically. User decides.
- Never rename
VERSION. It is referenced by path fromvite.config.ts,h-common/src/version.rs,scripts/routers/shared/bump.sh, andjustfile.
Output format after a run
Report:
- Old → new version
just bump checkresult (should be green)- Commit hash and tag name created
- Reminder: user must
git push && git push --tagswhen ready
© 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/dev-bump of Netis/heron.
Open the folder on GitHubat commit 4f92b05
Compare with similar skills
Dev Bump 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 |
|---|---|---|---|---|---|---|
| Dev Bump this skillNetis/heron | 102 | — | ~983 | 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 | |
| LLM Torch Profiler Trace AnalysisBBuf/AI-Infra-Auto-Driven-SKILLS | 900 | — | ~2.8k | Automated safety check: Pass | None | |
| LLM Pipeline Profiler AnalysisBBuf/AI-Infra-Auto-Driven-SKILLS | 900 | — | ~3.9k | Automated safety check: Pass | None | |
| LLM Torch Profiler Analysissgl-project/sglang | 37k | 2 repos | ~6.4k | Automated safety check: Pass | Apache-2.0 |
Similar skills
- Official
Agentsop LLM Engine Selection
agentsope/SkillAlchemy
Cross-engine decision rubric for self-hosting or recommending an LLM serving stack.
LLM Torch Profiler Trace Analysis
BBuf/AI-Infra-Auto-Driven-SKILLS
Analyzes Torch Profiler traces from SGLang, vLLM and TensorRT-LLM servers into kernel attribution, overlap and fusion tables.
LLM Pipeline Profiler Analysis
BBuf/AI-Infra-Auto-Driven-SKILLS
Breaks LLM torch profiler traces down by forward pass, layer and kernel, with timing tables and Perfetto time ranges for the layers you want to inspect.
LLM Torch Profiler Analysis
sgl-project/sglang
Unified LLM torch-profiler triage skill for sglang, vllm, TensorRT-LLM, and TokenSpeed.
- Official
SageMaker Serving Image Selection
huggingface/skills
Chooses the right serving container and current image URI for deploying a Hugging Face model to a SageMaker endpoint, preferring Hugging Face images over generic ones.
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Related
Categories
Questions about Dev Bump
What does Dev Bump do?
Bump Heron version via the VERSION-file SSOT. An agent skill from Netis/heron. Dev Bump is an agent skill from Netis/heron. Bump Heron version via the VERSION-file SSOT.
When should I use Dev Bump?
Dev Bump fits situations like: tasks that involve Changelog and release notes; tasks that involve LLM inference and serving; tasks that involve LLM observability.
How do I install Dev Bump in Claude Code?
Run `npx skills add Netis/heron --skill dev-bump -a claude-code`. Or copy the skill folder (.agents/skills/dev-bump in Netis/heron) into .claude/skills/dev-bump in your project. Claude Code loads it when a task matches its description.
How do I install Dev Bump in Codex?
Run `npx skills add Netis/heron --skill dev-bump -a codex`. Or copy the skill folder (.agents/skills/dev-bump in Netis/heron) into .agents/skills/dev-bump in your project. Codex loads it when a task matches its description.
Can I use Dev Bump 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 dev-bump -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/dev-bump, .gemini/skills/dev-bump, .github/skills/dev-bump and .opencode/skills/dev-bump in your project.
What does Dev Bump need to run?
Going by SKILL.md and its folder, Dev Bump needs the command-line tools its instructions call (just and git).
Does Dev Bump 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 Dev Bump 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 Dev Bump use?
Dev Bump 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 Dev Bump use?
About 983 tokens (SKILL.md is roughly 3.9k 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 Dev Bump?
Skills that share tags, products or a category with Dev Bump: Debug Inference (NVIDIA/OpenShell, 15k stars), Agentsop LLM Engine Selection (agentsope/SkillAlchemy, 457 stars), LLM Torch Profiler Trace Analysis (BBuf/AI-Infra-Auto-Driven-SKILLS, 900 stars) and LLM Pipeline Profiler Analysis (BBuf/AI-Infra-Auto-Driven-SKILLS, 900 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Dev Bump?
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.