Dynamo Jira Ticket
DynamoDS/Dynamo
Create structured Jira tickets for Dynamo from bug reports, failing tests, or feature requests.
Nightly refactor review: find the systems the last day's commits hit hardest, use three weeks of history to tell fragile from fast-moving, write a plan per systemic fix, and file deduplicated Jira…
Install Identify Fragile Systems
$ npx skills add BuilderIO/agent-native --skill identify-fragile-systems -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install BuilderIO/agent-native identify-fragile-systems --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/BuilderIO/agent-native.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/identify-fragile-systems .claude/skills/identify-fragile-systems && 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 "identify-fragile-systems" agent skill from https://github.com/BuilderIO/agent-native/tree/main/.agents/skills/identify-fragile-systems into .claude/skills/identify-fragile-systems/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "identify-fragile-systems", 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/BuilderIO/agent-native/tree/main/.agents/skills/identify-fragile-systemsType 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 BuilderIO/agent-native --skill identify-fragile-systems -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install BuilderIO/agent-native identify-fragile-systems --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BuilderIO/agent-native.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/identify-fragile-systems .agents/skills/identify-fragile-systems && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "identify-fragile-systems" agent skill from https://github.com/BuilderIO/agent-native/tree/main/.agents/skills/identify-fragile-systems into .agents/skills/identify-fragile-systems/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "identify-fragile-systems", 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 BuilderIO/agent-native --skill identify-fragile-systems -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install BuilderIO/agent-native identify-fragile-systems --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BuilderIO/agent-native.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/identify-fragile-systems .cursor/skills/identify-fragile-systems && 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 "identify-fragile-systems" agent skill from https://github.com/BuilderIO/agent-native/tree/main/.agents/skills/identify-fragile-systems into .cursor/skills/identify-fragile-systems/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "identify-fragile-systems", 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/BuilderIO/agent-native.git --path .agents/skills/identify-fragile-systems--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 BuilderIO/agent-native --skill identify-fragile-systems -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install BuilderIO/agent-native identify-fragile-systems --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BuilderIO/agent-native.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/identify-fragile-systems .gemini/skills/identify-fragile-systems && 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 "identify-fragile-systems" agent skill from https://github.com/BuilderIO/agent-native/tree/main/.agents/skills/identify-fragile-systems into .gemini/skills/identify-fragile-systems/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "identify-fragile-systems", 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 BuilderIO/agent-native identify-fragile-systemsInstalls 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 BuilderIO/agent-native --skill identify-fragile-systems -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/BuilderIO/agent-native.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/identify-fragile-systems .github/skills/identify-fragile-systems && 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 "identify-fragile-systems" agent skill from https://github.com/BuilderIO/agent-native/tree/main/.agents/skills/identify-fragile-systems into .github/skills/identify-fragile-systems/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "identify-fragile-systems", 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 BuilderIO/agent-native --skill identify-fragile-systems -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install BuilderIO/agent-native identify-fragile-systems --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BuilderIO/agent-native.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/identify-fragile-systems .opencode/skills/identify-fragile-systems && 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 "identify-fragile-systems" agent skill from https://github.com/BuilderIO/agent-native/tree/main/.agents/skills/identify-fragile-systems into .opencode/skills/identify-fragile-systems/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "identify-fragile-systems", 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
identify-fragile-systems- GitHub stars
- 7.1k
- Token cost
- ~957 tokens
- SKILL.md length
- 454 words
- Files
- 2 (incl. scripts)
- Skills in repo
- 108
- Repo updated
- First seen
- Licence
- None found
At a glance
Nightly refactor review: find the systems the last day's commits hit hardest, use three weeks of history to tell fragile from fast-moving, write a plan per systemic fix, and file deduplicated Jira…
- Works in 9 steps: Preflight: $H/doctor.ts and… → Collect: $H/collect.ts --run $RUN (24 h… → Triage: $H/analyze.ts --run $RUN. It… → …
- /identify-fragile-systems
- SKILL.md covers Hard rules, Steps and Final report
- Runs TypeScript scripts from its folder
What it does
Identify Fragile Systems is an agent skill from BuilderIO/agent-native. Nightly refactor review: find the systems the last day's commits hit hardest, use three weeks of history to tell fragile from fast-moving, write a plan per systemic fix, and file deduplicated Jira tickets. Use for /identify-fragile-systems or the nightly run. For a single bug report, use investigate-bug instead.
Its SKILL.md is about 960 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/summarize.ts`).
It sits in Testing & QA, covering Planning, QA and bug reports and Refactoring. It works with Jira. The repository describes itself as: A framework for building agentic apps.
When your agent uses it
- /identify-fragile-systems
- The nightly run
Example prompts
- “/identify-fragile-systems”
Requirements
- Node.js
Workflow steps
9 steps, taken from the first numbered list in SKILL.md.
- Preflight: $H/doctor.ts and $J/doctor.ts. For a run-link
- Collect: $H/collect.ts --run $RUN (24 h window, 21-day lookback).
- Triage: $H/analyze.ts --run $RUN. It writes analysis.md and
- Dedup early: $J/jira-match.ts --run $RUN. For each hot system
- Investigate the unmatched systems in score order. Focus on
- Plan: one plan per root problem, which may span several systems.
- Record decisions: give every hot system you didn't plan or sight a
- File: $J/jira-upsert.ts --plan (a dry run), then add --apply.
- Summarize: $S/summarize.ts --run $RUN. Exit 1 means some hot system
What it can do on your machine
Read from SKILL.md and the folder at commit df30cab. 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
Ships 1 file in scripts/ (TypeScript), which the agent can run.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
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
Identify Fragile Systems loads about 957 tokens when it runs. Until then it costs about 85 tokens; SKILL.md has 454 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); the scripts in this folder are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 454 words (~957 tokens).
“Built to run unattended once a day. It strings together four skills, and each step's details live in that skill's SKILL.md:”
- name
- identify-fragile-systems
- user-invocable
- true
- scope
- dev
- metadata.internal
- true
Files
SKILL.md and 1 other file (scripts) in .agents/skills/identify-fragile-systems of BuilderIO/agent-native.
- SKILL.md
- scripts/summarize.ts
Open the folder on GitHubat commit df30cab
Compare with similar skills
Identify Fragile Systems 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 |
|---|---|---|---|---|---|---|
| Identify Fragile Systems this skillBuilderIO/agent-native | 7.1k | — | ~957 | Automated safety check: Pass | None | |
| Dynamo Jira TicketDynamoDS/Dynamo | 2k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | |
| Quality Engineering Quality AssuranceHoangNguyen0403/agent-skills-standard | 572 | — | ~629 | Automated safety check: Pass | MIT | |
| Dev ReportFHIR/fhir-codegen | 155 | — | ~4.1k | Automated safety check: Pass | MIT | |
| Issue Repliesantoinecellerier/speaker-tuning-to-easyeffects | 145 | — | ~2k | Automated safety check: Pass | MIT | |
| Generate Test Planopenshift-eng/ai-helpers | 120 | — | ~1.6k | Automated safety check: Pass | Apache-2.0 |
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Dev Report
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Drafts and iterates on local-development bug reports in the role of a staff-level Tech Lead.
Issue Replies
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Guides triaging GitHub issues and drafting or posting replies in this repo.
Generate Test Plan
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Generate a comprehensive manual testing guide from a Jira issue, GitHub PR URLs, or both.
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Questions about Identify Fragile Systems
What does Identify Fragile Systems do?
Nightly refactor review: find the systems the last day's commits hit hardest, use three weeks of history to tell fragile from fast-moving, write a plan per systemic fix, and file deduplicated Jira…. Identify Fragile Systems is an agent skill from BuilderIO/agent-native. Nightly refactor review: find the systems the last day's commits hit hardest, use three weeks of history to tell fragile from fast-moving, write a plan per systemic fix, and file deduplicated Jira tickets.
When should I use Identify Fragile Systems?
Identify Fragile Systems fits situations like: /identify-fragile-systems; the nightly run.
How do I install Identify Fragile Systems in Claude Code?
Run `npx skills add BuilderIO/agent-native --skill identify-fragile-systems -a claude-code`. Or copy the skill folder (.agents/skills/identify-fragile-systems in BuilderIO/agent-native) into .claude/skills/identify-fragile-systems in your project. Claude Code loads it when a task matches its description.
How do I install Identify Fragile Systems in Codex?
Run `npx skills add BuilderIO/agent-native --skill identify-fragile-systems -a codex`. Or copy the skill folder (.agents/skills/identify-fragile-systems in BuilderIO/agent-native) into .agents/skills/identify-fragile-systems in your project. Codex loads it when a task matches its description.
Can I use Identify Fragile Systems 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 BuilderIO/agent-native --skill identify-fragile-systems -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/identify-fragile-systems, .gemini/skills/identify-fragile-systems, .github/skills/identify-fragile-systems and .opencode/skills/identify-fragile-systems in your project.
What does Identify Fragile Systems need to run?
Going by SKILL.md and its folder, Identify Fragile Systems needs TypeScript for the scripts in its folder. Our summary lists: Node.js.
Does Identify Fragile Systems access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Identify Fragile Systems 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Identify Fragile Systems use?
No licence was found for Identify Fragile Systems or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Identify Fragile Systems use?
About 957 tokens (SKILL.md is roughly 3.8k 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 Identify Fragile Systems?
Skills that share tags, products or a category with Identify Fragile Systems: Dynamo Jira Ticket (DynamoDS/Dynamo, 2k stars), Quality Engineering Quality Assurance (HoangNguyen0403/agent-skills-standard, 572 stars), Dev Report (FHIR/fhir-codegen, 155 stars) and Issue Replies (antoinecellerier/speaker-tuning-to-easyeffects, 145 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Identify Fragile Systems?
BuilderIO (a GitHub organization) maintains it in BuilderIO/agent-native, which has 7,121 GitHub stars. The repository holds 108 skills in this directory. The repository was last updated on October 11, 2026.
Source: BuilderIO/agent-native on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.