Fix LLM Artifacts

SkillAI & models

Applies fixes from a prior review-llm-artifacts run, with safe/risky classification. Respects verify-llm-artifacts output when present to skip false positives.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Fix LLM Artifacts skill

What this skill tells your AI

The instructions your AI receives, as published by existential-birds/beagle in plugins/beagle-core/skills/fix-llm-artifacts/SKILL.md and read by ahel’s review.

Apply fixes from a previous review-llm-artifacts run with automatic safe/risky classification. If .beagle/llm-artifacts-verification.json exists, skip findings marked false_positive and treat inconclusive like risky fixes (prompt or skip per user).

Usage

Invoke the fix-llm-artifacts skill, optionally passing these flags:

fix-llm-artifacts [--dry-run] [--all] [--category <name>]

Flags:

  • --dry-run - Show what would be fixed without changing files
  • --all - Fix entire codebase (runs review-llm-artifacts --all first if no review JSON)
  • --category <name> - Only fix specific category: tests|dead-code|abstraction|style

Instructions

Hard gates

Sequence matters. Do not apply fixes until each pass condition is satisfied (these steps are not “internal verification”).

  1. Working treegit status --porcelain is empty or a stash was created with message beagle-core: pre-fix-llm-artifacts backup and git stash list shows it. If the user refuses stash/backup, stop or document explicit acceptance of risk in the report before edits.
  2. Review artifact on disk.beagle/llm-artifacts-review.json exists, or --all completed a review-llm-artifacts run that wrote that file. Otherwise stop (no fixes from memory or guesses). 2a. Echo + ID lock (anti-confabulation) — After loading the review (Section 3), echo the finding table (id | category | file:line | description) from the parsed JSON and record the exact id set as the locked id set. You fix only findings in this set; never fix a finding inferred from the branch name, directory, or memory. Every fix you apply or skip maps 1:1 to a locked id. See the review-verification-protocol skill → Anti-confabulation (gate 0). 2b. Per-fix existence precondition — Before editing for any finding, confirm (i) its id is in the locked set, and (ii) the cited file exists and the cited code is actually present at file:line (read it now). If the file or code is absent, do not edit — the finding is stale or confabulated; mark it skipped with a reason and move on. Never create or rewrite a file to match a finding.
  3. Stale review — If jq -r '.git_head' .beagle/llm-artifacts-review.jsongit rev-parse HEAD, prompt to re-run review. y → re-run review, then continue. nabort the fix pass (do not apply fixes against stale findings).
  4. Verification overlay — If .beagle/llm-artifacts-verification.json exists, it must parse; build exclude/inconclusive sets before partitioning (Section 4). On parse failure, stop and report the error.
  5. Risky fixes — No code_removal, logic_change, mock_boundary, abstraction_change, or test_refactor work without the interactive choice in Section 6 (or s to skip all remaining risky items).

Post-edit: Sections 7–8 pass only when invoked tools exit successfully (non-zero = failure; keep JSON artifacts per Cleanup).

1. Parse Arguments

Extract flags from $ARGUMENTS:

  • --dry-run - Preview mode only
  • --all - Full codebase scan
  • --category <name> - Filter to specific category

2. Pre-flight Safety Checks

# Check for uncommitted changes
git status --porcelain

If working directory is dirty, warn:

Warning: You have uncommitted changes. Creating a git stash before proceeding.
Run `git stash pop` to restore if needed.

Create stash if dirty:

git stash push -m "beagle-core: pre-fix-llm-artifacts backup"

3. Load Review Results

Check for existing review file:

cat .beagle/llm-artifacts-review.json 2>/dev/null

If file missing:

  • If --all flag: Run review-llm-artifacts --all first to produce a full-project review
  • Otherwise: Fail with: "No review results found. Run the review-llm-artifacts skill first."

Echo + lock ids (gate 2a): Once the file is present, print every finding from the parsed JSON and lock the id set before partitioning:

python3 - <<'PY'
import json
r = json.load(open('.beagle/llm-artifacts-review.json'))
f = r['findings']
if not isinstance(f, list) or not f:
    raise SystemExit("No findings to lock; aborting.")
ids = [x.get('id') for x in f]
if any(not isinstance(i, int) for i in ids):
    raise SystemExit("All finding ids must be integers; aborting.")
if len(set(ids)) != len(ids):
    raise SystemExit("Duplicate finding ids detected; aborting.")
print("| id | category | file:line | description |")
print("|----|----------|-----------|-------------|")
for x in f:
    desc = (x.get('description') or '').replace('|', '\\|')[:80]
    print(f"| {x['id']} | {x.get('category')} | {x.get('file')}:{x.get('line')} | {desc} |")
print("Locked ids: {" + ", ".join(str(i) for i in sorted(set(ids))) + "}")
PY

Adjudicate and fix only the ids above. If your sense of what to fix differs from this table, the table wins.

Optional verification overlay — if .beagle/llm-artifacts-verification.json exists:

  • Build a set of finding ids with status: false_positiveexclude these from all fix lists.
  • Finding ids with status: inconclusivealways follow risky-fix handling (Section 6), even if fix_safety was Safe in the review.
  • Finding ids with status: confirmed_issue → use review JSON fix_safety / risk as usual.

If verification is missing, warn when applying deletes or dead-code fixes: "For fewer false positives, run the verify-llm-artifacts skill first."

If file exists, validate freshness:

# Get stored git HEAD, scope, and target from JSON
stored_head=$(jq -r '.git_head'   .beagle/llm-artifacts-review.json)
stored_scope=$(jq -r '.scope // "all"'  .beagle/llm-artifacts-review.json)
stored_target=$(jq -r '.target // "."'  .beagle/llm-artifacts-review.json)
current_head=$(git rev-parse HEAD)

if [ "$stored_head" != "$current_head" ]; then
  echo "Warning: Review was run at commit $stored_head, but HEAD is now $current_head"
fi

If stale, prompt: "Review results are stale. Re-run review? (y/n)".

  • yre-run review-llm-artifacts with the original scope and target read from the stale JSON, then reload. This preserves the user's original intent; do not silently widen or narrow the scope, which would apply fixes unrelated to the user's diff (or miss files they cared about). Concretely:
    • scope == "changed" → invoke review-llm-artifacts "$stored_target" (default scope is already changed-files).
    • scope == "all" → invoke review-llm-artifacts --all "$stored_target".
    • If scope or target is missing from the JSON (pre-schema review), do not abort. Assume scope = "all" and target = ".", then warn:

      "Review JSON predates the scope/target schema; re-running as a full-project scan (--all). If you meant a narrower scope (the default changed-files diff, or a subdirectory), cancel now and re-run the review-llm-artifacts skill explicitly." Proceed only if the user does not cancel.

  • nabort (do not apply fixes; stale findings are not trustworthy).

4. Partition Findings by Safety

Parse findings from JSON and classify by fix_safety field (after applying verification overlay from step 3):

Safe Fixes (auto-apply):

  • unused_import - Unused imports
  • todo_comment - Stale TODO/FIXME comments
  • dead_code_obvious - Obviously unreachable code
  • verbose_comment - Overly verbose LLM-style comments
  • redundant_type - Redundant type annotations

Risky Fixes (require confirmation):

  • test_refactor - Test structure changes
  • abstraction_change - Class/function extraction
  • code_removal - Removing functional code
  • mock_boundary - Test mock scope changes
  • logic_change - Any behavioral modifications

5. Apply Safe Fixes

If --dry-run:

## Safe Fixes (would apply automatically)

| File | Line | Type | Description |
|------|------|------|-------------|
| src/api.py | 15 | unused_import | Remove `from typing import List` |
| src/models.py | 42 | verbose_comment | Remove 23-line docstring |
...

Otherwise, apply the safe fixes per category. If the agent supports subagents, dispatch one per category in parallel; otherwise work through the categories sequentially yourself, applying the identical per-finding contract below and producing the same per-fix report.

Apply safe fixes for category "{category}"
Files: [list of files with findings in this category]
Instructions: For EACH finding, first confirm it is in the locked id set and that the
cited code exists at file:line (read it). If the file or code is absent, skip the finding
with a reason — do NOT create or rewrite a file to match the finding. Then apply each
confirmed fix, preserving surrounding code. Report success/failure/skip per fix by id.

Categories (parallelized across subagents when supported, otherwise handled sequentially):

  • style - Comments, formatting
  • dead-code - Imports, unreachable code
  • tests - Test-related safe fixes
  • abstraction - Safe refactors

6. Handle Risky Fixes

For each risky fix, prompt interactively:

[src/services/auth.py:156] Remove seemingly unused authenticate_legacy() method?
This method has no callers in the codebase but may be used externally.
(y)es / (n)o / (s)kip all risky:

Track user choices:

  • y - Apply this fix
  • n - Skip this fix
  • s - Skip all remaining risky fixes

7. Post-Fix Verification

Detect project type and run appropriate linters:

Python:

# Check if ruff config exists
if [ -f "pyproject.toml" ] || [ -f "ruff.toml" ]; then
    ruff check --fix .
    ruff format .
fi

# Check if mypy config exists
if [ -f "pyproject.toml" ] || [ -f "mypy.ini" ]; then
    mypy .
fi

TypeScript/JavaScript:

# Check for eslint
if [ -f "eslint.config.js" ] || [ -f ".eslintrc.json" ]; then
    npx eslint --fix .
fi

# Check for TypeScript
if [ -f "tsconfig.json" ]; then
    npx tsc --noEmit
fi

Go:

if [ -f "go.mod" ]; then
    go vet ./...
    go build ./...
fi

8. Run Tests

# Python
if [ -f "pyproject.toml" ] || [ -f "pytest.ini" ]; then
    pytest
fi

# JavaScript/TypeScript
if [ -f "package.json" ]; then
    npm test 2>/dev/null || yarn test 2>/dev/null || true
fi

# Go
if [ -f "go.mod" ]; then
    go test ./...
fi

9. Report Results

## Fix Summary

### Applied Fixes
- [x] src/api.py:15 - Removed unused import `List`
- [x] src/models.py:42-64 - Removed verbose docstring
- [x] src/auth.py:156-189 - Removed dead method (user confirmed)

### Skipped Fixes
- [ ] src/services/cache.py:23 - User declined risky fix
- [ ] tests/test_api.py:45 - Test refactor skipped

### Verification Results
- Linter: PASSED
- Type check: PASSED
- Tests: PASSED (42 passed, 0 failed)

### Diff Summary
```bash
git diff --stat

Cleanup

On successful completion (all verifications pass):

rm -f .beagle/llm-artifacts-review.json .beagle/llm-artifacts-verification.json

If any verification fails, keep the files and report:

Review file preserved at .beagle/llm-artifacts-review.json
Fix issues and re-run, or restore with: git stash pop

Example

# Preview all fixes without applying
fix-llm-artifacts --dry-run

# Fix only dead code issues
fix-llm-artifacts --category dead-code

# Full codebase scan and fix
fix-llm-artifacts --all

# Fix style issues only, preview first
fix-llm-artifacts --category style --dry-run

Signals

GitHub stars
81
Forks
8
Last commit
Aug 2026
Advanced
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skill
Gateway key
fix-llm-artifacts
Source
github.com/existential-birds/beagle