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    Repair RAG Retrieval, Grounding & Citation Failures

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    Repair RAG Retrieval, Grounding & Citation Failures is a bounded ToolForge Labs workflow.

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    Repair RAG Retrieval, Grounding & Citation Failures

    Repair RAG Retrieval, Grounding & Citation Failures

    Example session with this skill installed

    Our RAG assistant sometimes cites the wrong document, retrieves stale chunks after a source update, and misses a clearly relevant passage when metadata filters are enabled. Repair retrieval and citation binding without relaxing tenant access controls.

    • Read your context and instructions
    • Compiled the repair rag retrieval

    The likely issue is a contract mismatch around RAG retrieval, chunking, filters, embeddings/index versions, ranking, context assembly, grounding, citations, stale content, access control, and evaluation. I would first define the invariant: A generated claim may cite a source only when the exact context fragment supplied to the model can be traced to an authorized current source and supports that claim; retrieval misses and unsupported citations must remain observable. Then I would trace the smallest owning boundary, apply or propose a bounded repair/review step, and add deterministic normal, boundary, failure and replay tests. The workflow preserves source access controls, privacy, document ownership, citation/provenance requirements, and product answer policy. If repository/workspace files are available, the findings can be mapped to exact paths and focused local validation; with partial evidence, the result stays an explicit diagnosis/evidence map with assumptions and no invented execution claims.

    Connects securely to your tools. The creator never sees your data.

    What you get

    Fix broken source citations and page anchors in RAG responses.Debug metadata filtering and tenant isolation failures in vector searches.Optimize chunking and embedding index versioning logic.Verify grounding and source attribution integrity.

    About this skill

    Repair RAG Retrieval, Grounding & Citation Failures is a bounded ToolForge Labs workflow. Diagnose, review, and repair RAG retrieval, chunking, filters, embeddings/index versions, ranking, context assembly, grounding, citations, stale content, access control, and evaluation. Works from repositories/workspaces or partial supplied evidence. Produces bounded fixes or evidence gates with deterministic validation while preserving source access controls, privacy, document ownership, citation/provenance requirements, and product answer policy and avoiding invented execution claims. It works from a full repository/workspace or partial evidence such as snippets, logs, configuration, traces, documents, tickets, and architecture notes. The skill separates verified facts from assumptions, avoids invented execution claims, and produces concrete repair/review steps with focused deterministic validation or traceable evidence.

    How to install

    Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.

    ~30 seconds
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      Download the ZIP

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      Unzip into your skills folder

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      Ask your agent to use it

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    Verified clean 13 days ago

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    Listed13 days ago

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