Iterative Retrieval
Skill Verified ActiveIterative retrieval — 4-stage loop (DISPATCH→EVALUATE→REFINE→LOOP) to pinpoint relevant information in the code base. Up to 3 rounds.
To efficiently and accurately pinpoint relevant information within large codebases by employing a structured, iterative search and refinement process.
Features
- 4-stage iterative retrieval loop (DISPATCH, EVALUATE, REFINE, LOOP)
- Multiple search strategies (Glob, Grep, AST)
- Relevance-based evaluation and refinement of search queries
- Up to 3 rounds of iterative search for precise results
- Output includes resolved information and unresolved issues
Use Cases
- Finding specific functions or classes in a large, unfamiliar codebase
- Locating the source of a bug or a particular piece of logic
- Understanding the implementation details of a feature by iteratively refining search
- Gathering information for code reviews or refactoring efforts
Non-Goals
- Replacing standard code search tools entirely
- Performing code modifications or refactoring directly
- Providing a full code analysis beyond information retrieval
Workflow
- Extract search keywords from requirements.
- Choose a search strategy (Glob, Grep, AST) and launch searches.
- Evaluate search results on a 0-1 relevance scale.
- Refine search strategy based on evaluation.
- Loop until enough information is found, rounds reach 3, or all aspects are covered.
Practical Utility
- info:Usage examplesWhile the overall VibeGuard project has extensive examples, this specific skill's SKILL.md lacks concrete end-to-end examples of its iterative retrieval process.
Installation
npx skills add majiayu000/vibeguardRuns the Vercel skills CLI (skills.sh) via npx — needs Node.js locally and at least one installed skills-compatible agent (Claude Code, Cursor, Codex, …). Assumes the repo follows the agentskills.io format.
Quality Score
VerifiedTrust Signals
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