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A durable bibliography workflow for real writing

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TurtleTech ehf.
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Academic writing tools keep splitting the same job across too many layers.

Your manuscript has a local bibliography file. Your editor has one view of the references. Your language model has another. At some point someone pastes a citation from a PDF, someone else fixes it in Word, and the BibTeX file drifts.

The durable pattern is simpler than the tool stack suggests.

One canonical file
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Keep references.bib in the same repository as the manuscript.

That file belongs in version control for the same reason the manuscript source belongs there:

  • diffs stay reviewable
  • accidental rewrites are visible
  • collaborators edit one shared source of truth
  • the bibliography travels with the project

If you write in LaTeX, Org-mode, Pandoc, or a mixed workflow that ends in Word or Overleaf, this still holds. The bibliography file is the artifact you can audit.

What the collection is for
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An OokCite collection is not a replacement for the local .bib file. It is the working verification layer around it.

Import the bibliography into a collection. Now the model or the human editor can:

  • search what is already in the project
  • check for duplicates before a merge
  • export a fresh BibTeX snapshot
  • reuse already-resolved references without spending quota on the same papers repeatedly

That separation matters. The repo keeps the canonical bibliography. The collection keeps the lookup and cleanup workflow fast.

Why this works better than ad hoc citation repair
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Most citation damage happens during revision.

A supervisor requests a different style. A coauthor pastes references from a PDF. A chatbot suggests a plausible-looking paper with a malformed DOI. A manual cleanup introduces one typo in the author field and another in the year.

Without a stable workflow, the same errors get reintroduced every time the bibliography moves between tools.

With a local .bib file plus an OokCite collection:

  1. validate new references before they enter the draft
  2. import the current bibliography into the collection
  3. search and deduplicate there while editing
  4. export only when you actually need a clean handoff or audit snapshot

The collection stays operational. The repository stays authoritative.

MCP makes the loop practical
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This becomes more useful once the citation workflow is available to the writing agent itself.

OokCite MCP gives the model structured tools for DOI validation, bibliography import/export, collection search, and formatting. That removes the usual “search the web and hope” loop.

The only operational detail people miss: after changing MCP configuration or adding OOKCITE_API_KEY, restart the client. Many MCP clients do not hot-reload environment changes for already-running stdio servers.

Minimal setup
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  1. Keep references.bib in the manuscript repo
  2. Set up OokCite MCP
  3. Add OOKCITE_API_KEY if you want collection tools
  4. Restart the MCP client
  5. Import the bibliography into a named collection

From there, the workflow is boring in the best possible way. That is what you want from citation infrastructure.

OokCite MCP | setup guide | OokCite app