Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/bjcoombs/ai-native-toolkitnpx agentmods add skills/bjcoombs/ai-native-toolkit/fix-developWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/bjcoombs/ai-native-toolkit/fix-develop)<a href="https://agentmods.dev/skills/bjcoombs/ai-native-toolkit/fix-develop"><img src="https://agentmods.dev/badge/skills/bjcoombs/ai-native-toolkit/fix-develop/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/bjcoombs/ai-native-toolkit/fix-develop"><img src="https://agentmods.dev/badge/skills/bjcoombs/ai-native-toolkit/fix-develop.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00017 | $0.01449 |
| Opus 5.5 | $0.00007 | $0.00580 |
| Sonnet 5.5 | $0.00003 | $0.00290 |
| Haiku 4.5 | $0.00002 | $0.00145 |
Grade A, and why
fix-develop scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 15d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 165 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Fix Default Branch
Assess failing CI on the repo's default branch (main / develop / etc., or nightly build), create a worktree with a fix, push a PR, and loop until CI passes and review comments are addressed.
Usage: /fix-develop [repo-path] - defaults to current repo context. (Command name is historical; works on whichever branch the repo treats as default.)
Step 1: Assess Default Branch Health
set -euo pipefail
# Identify the repo
REPO_ROOT=$(git rev-parse --show-toplevel 2>/dev/null || echo "")
REPO_NAME=$(basename "$REPO_ROOT")
ORG=$(gh repo view --json owner --jq '.owner.login')
REPO=$(gh repo view --json name --jq '.name')
DEFAULT_BRANCH=$(gh repo view --json defaultBranchRef --jq '.defaultBranchRef.name')
# Fail fast if any of the above came back empty (wrong pane, no gh auth, not a repo)
: "${REPO_ROOT:?Not inside a git repo — re-run from the target repo}"
: "${ORG:?gh repo view returned no owner — check gh auth and current directory}"
: "${REPO:?gh repo view returned no name — check gh auth and current directory}"
: "${DEFAULT_BRANCH:?gh repo view returned no defaultBranchRef — check gh auth}"
# Get latest CI status on the default branch
gh api repos/$ORG/$REPO/commits/$DEFAULT_BRANCH/status --jq '{state: .state, total: .total_count}'
# Get failing workflow runs on the default branch
gh run list --branch $DEFAULT_BRANCH --status failure --limit 5 --json databaseId,name,conclusion,createdAt \
| jq '.[] | {id: .databaseId, name, conclusion, created: .createdAt}'
If the default branch is green, report "$DEFAULT_BRANCH is healthy, nothing to fix" and STOP.
Step 2: Diagnose Failures
# For each failing run, get the failed jobs and logs
RUN_ID=<from step 1>
gh run view $RUN_ID --json jobs | jq '.jobs[] | select(.conclusion == "FAILURE") | {name, conclusion}'
gh run view $RUN_ID --log-failed 2>&1 | tail -100
Categorize failures:
- Test failures - read the failing test + source code to understand root cause
- Lint/build errors - read the offending file at the reported line
- Flaky/infrastructure - check if the same test passed on a recent re-run. If so, report as flaky (not actionable) and STOP
- Dependency issues - check if a dependency update broke something
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 15d ago First seen · 165 lines · 17 tokens per session scan A 46dfebe7db4f
fix-develop is a skill published in the GitHub repository bjcoombs/ai-native-toolkit (32 stars, last pushed 8d ago), licensed Apache-2.0. It adds 17 tokens to every session and 1,449 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-09.
Other skills, from other repositories
git-advanced-workflows
Master advanced Git workflows including rebasing, cherry-picking, bisect, worktrees, and reflog to maintain clean history and recover from any situation. Use when managing complex Git histories, collaborating on feature branches, or troubleshooting repository issues.
agent-merge-conflict-arbiter
Neutral arbiter for merge conflicts between two agents.
debugging-strategies
Master systematic debugging techniques, profiling tools, and root cause analysis to efficiently track down bugs across any codebase or technology stack. Use when investigating bugs, performance issues, or unexpected behavior.
parallel-debugging
Debug complex issues using competing hypotheses with parallel investigation, evidence collection, and root cause arbitration. Use this skill when debugging bugs with multiple potential causes, performing root cause analysis, or organizing parallel investigation workflows.
workflow-patterns
Use this skill when implementing tasks according to Conductor's TDD workflow, handling phase checkpoints, managing git commits for tasks, or understanding the verification protocol.
babysit
Watch an open PR — fix failing CI, handle the straightforward review comments, and drive it to a mergeable state. Claude Code analog of Cursor's built-in /babysit. Use after opening a PR when the user wants the agent to shepherd it without re-prompting.