Includes a source description in the update operation request.
and 14 more in the full report
15 fixed3 passed either way7 still failing0 broke
Pass-rate lift
+60 pp
Tokens
+138%
Agent turns
0%
Response time
0%
Model gemini-3.6-flashMeasured 8/21/2026v118 of 25 cases passed with skill · 19 comparable
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 10
Prompt
Validate that components `comp-svc-001` and `comp-repo-001` both exist in `docs/specs/001-hotel-search/` before proceeding with task generation.
What was checked, without and with the skill
Checked
Without skill
With skill
Passes multiple required component identifiers in the validation request array.
Missed
Passed
case-21 · gemini-3.6-flash · 8/21/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md162 lines8 files
Knowledge Graph Skill
Overview
The Knowledge Graph (KG) is a persistent JSON file that stores discoveries from codebase analysis, eliminating redundant exploration and enabling task validation.
Provides Retrieval-Augmented Generation (RAG) implementation patterns with LangChain4j for Java. Generates document ingestion pipelines, embedding stores, vector search, and semantic search capabilities. Use when building chat-with-documents systems, document Q&A over PDFs or text files, AI assistants with knowledge bases, semantic search over document repositories, or knowledge-enhanced AI applications with source attribution.