snipara-business

snipara-business helps an LLM desktop client gather local or mounted Drive/SharePoint files, classify them by source authority, and prepare verified context before the LLM drafts a final deliverable.

What it is for

  • old offers, proposal archives, PowerPoints, and templates
  • current RFP folders and annexes
  • local or mounted Drive and SharePoint exports
  • technical diagrams, notes, and client-specific context

For GitHub repositories, use create-snipara --github instead.

Start with Context + Memory

New users can start directly with npx snipara-business init. If no Snipara auth is configured yet, it starts the same Context + Memory onboarding used by create-snipara, then prepares company and mission context from business files.

Core rule

Snipara prepares verified context. The LLM produces final documents.

Install

npx snipara-business --help

New account onboarding

Use this path when the workspace does not yet have reusable company context. The user can point their LLM to old offers, PowerPoints, templates, diagrams, and approved commercial documents. If the account is missing, the init command starts account/auth setup first.

npx snipara-business init
npx snipara-business bootstrap-company ~/Documents/Sales --write company-manifest.json

Old offers and decks are source material, not approved truth. The manifest flags stale pricing, private client references, unsupported claims, and binary sources that need extraction before promotion.

Authority policy

RankSourceRule
1Current RFP and annexesAuthoritative request. Never override it with templates.
2Active client contextCurrent client truth: notes, constraints, diagrams, emails, decisions.
3Current technical diagramsAuthoritative architecture evidence for feasibility, dependencies, risks, and solution design.
4Business Response PlaybookMandatory response rules and review policy.
5Offer TemplatesReusable structure, not client-specific truth.
6Business Library and Company PresentationsApproved positioning, methodology, examples, and language.
7Reference Diagrams and past projectsPrecedent only. Useful for patterns, never proof of the current scope.

Existing account workflow

Use this path when Business Context already exists and the user needs a verified pack for a live mission such as an RFP, proposal, audit, onboarding, or due diligence task.

npx snipara-business prepare-mission ~/Documents/ACME \
  --mission-name "ACME ERP Integration RFP" \
  --workflow rfp_response \
 --write acme-context-manifest.json

Command guide

  • init: prepare the local business scaffolding and wrap Context + Memory onboarding when needed
  • doctor: verify Hosted MCP access and optional runtime readiness
  • manifest: preview how a folder is classified
  • bootstrap-company: build reusable company context from historical material
  • prepare-mission: build a mission-specific manifest for a live task
  • prompt company / prompt mission: print prompt scaffolds for the LLM extraction step

What the manifest contains

  • Source inventory with local paths, hashes, timestamps, and supported parser formats.
  • Authority lanes for current request, client truth, diagrams, playbook, templates, library, and precedent.
  • Review flags for ambiguous files, old pricing, legal content, private references, and binary extraction.
  • Next actions for the LLM before drafting or uploading.

Review before apply

Keep --apply behind review. The manifest should be checked for stale pricing, private references, unsupported claims, binary extraction gaps, and misplaced authority lanes before promoting anything into verified context.

RLM Runtime

snipara-business can build manifests without RLM Runtime. Add RLM Runtime when the workflow needs sandboxed execution, transformation, duplicate detection, or proof traces.

npx snipara-business doctor --runtime-doctor

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