Vibeguard iterative-retrieval

Iterative retrieval — 4-stage loop (DISPATCH→EVALUATE→REFINE→LOOP) to pinpoint relevant information in the code base. Up to 3 rounds.

install
source · Clone the upstream repo
git clone https://github.com/majiayu000/vibeguard
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/majiayu000/vibeguard "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/iterative-retrieval" ~/.claude/skills/majiayu000-vibeguard-iterative-retrieval && rm -rf "$T"
manifest: skills/iterative-retrieval/SKILL.md
source content

Iterative Retrieval

Overview

In large code bases, one search is often not enough. This skill iterates through a search loop, gradually narrowing the scope and pinpointing the relevant code.

4 stage cycle

1. DISPATCH (distribution search)

  • Extract search keywords from requirements
  • Choose a search strategy:
    • Glob: Search by filename pattern
    • Grep: search by content keywords
    • AST: Search by code structure (function name, class name)
  • Launch multiple searches in parallel

2. EVALUATE (evaluation result)

Rate each search result (0-1):

FractionMeaningAction
0.8-1.0Highly relevantReserved, further reading
0.5-0.7Partially relatedReserved, extract key information
0.2-0.4Low correlationRecord path, not in depth
0.0-0.1Not relevantDiscard

3. REFINE (refined query)

Adjust your search strategy based on the evaluation results:

  • Highly relevant results → Expand search in the same directory/same module
  • Low relevant results → Change keywords or search strategies
  • Discover new clues → Additional searches

4. LOOP (loop judgment)

  • enough information found → end, output summary
  • Insufficient information and rounds < 3 → Back to DISPATCH
  • Reached 3 rounds → forced end, output existing information + unresolved issues

Termination condition

  • All key questions already answered
  • Highly relevant results cover all aspects of requirements
  • Maximum rounds reached (3 rounds)

Output format

## Search report

### Rounds: N/3

### Discover
| Documentation | Relevance | Key Information |
|------|--------|----------|
| ...  | 0.9    | ...      |

### Not resolved
- <Questions that still need to be confirmed>

### Search History
1. <query> → <number of results>, highest relevance <score>

VibeGuard Integration

  • Marking in search results has been implemented (supports L1 search first and write later)
  • Mark when duplicate code is found (supports anti-duplication checking)