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Because the MCP server calls the same workflow modules as the CLI,
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cached files, Gemini credentials, and `.gwalnrc.json` are honored
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## Troubleshooting
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`Analysis not found for topic`
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- Run both `gwaln fetch wiki --topic <id>` and `gwaln fetch grok --topic <id>` before analyzing.
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* Run both `gwaln fetch wiki --topic <id>` and `gwaln fetch grok --topic <id>` before analyzing.
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`DKG publish failed: UNAUTHORIZED`
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- Ensure `.gwalnrc.json` contains valid `dkgPrivateKey`, `dkgPublicKey`, and endpoint values; confirm the key has sufficient balance on the target chain.
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* Ensure `.gwalnrc.json` contains valid `dkgPrivateKey`, `dkgPublicKey`, and endpoint values; confirm the key has sufficient balance on the target chain.
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## How to get help and report issues
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- Report issues at the GitHub issue tracker for this repository.
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- Ask questions by opening a discussion or contacting the maintainers on
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* Report issues at the GitHub issue tracker for this repository.
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* Ask questions by opening a discussion or contacting the maintainers on
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the project chat. You can expect a response within one week.
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## Developer documentation
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Grokipedia HTML into identical structured JSON (lead/sections, sentences,
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claims, citations, media attachments). The analyzer stage:
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- normalizes sentences into token sets and compares them to detect
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* normalizes sentences into token sets and compares them to detect
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missing or extra context
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- aligns sections and claims using cosine similarity from the
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* aligns sections and claims using cosine similarity from the
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`string-similarity` library
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- computes numeric discrepancies via relative-difference heuristics and
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* computes numeric discrepancies via relative-difference heuristics and
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entity discrepancies via set symmetric differences
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- flags bias/hallucination cues through lexicon scans plus
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* flags bias/hallucination cues through lexicon scans plus
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subjectivity/polarity scoring
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Optional verification hooks call the Gemini API for bias confirmation and
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run citation checks against Grokipedia references.
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If you discover a security vulnerability in this package, please report it by emailing **abaris@null.net**. Please do not disclose the vulnerability publicly until we have had a chance to address it.
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### Steps to Report:
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1. Provide a detailed description of the vulnerability.
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