Presale Generator plugin

Presale Generator automates software project estimation and technical RFP analysis. It transforms unstructured specification documents into structured work-breakdown structures (WBS), estimates engineering hours per task, formulates project delivery schedules, and calculates required team staffing allocations.

Architecture and components

The Presale Generator plugin operates as a self-contained local worker container combining:

• State orchestration engine: 53 pure-function MCP tools managing workflow state machines, iterations, risk registries, and WBS trees.
• Python document extraction pipeline: High-capacity parsers (markitdown, pdftotext, pandoc, openpyxl, python-docx, docling) parsing multi-format briefs.
• Skill bundle: 22 CLI commands and 24 specialized prompts decomposing documents in parallel across subagents.

Memory resource requirements

The worker container requests a 12 GiB memory ceiling to support large PDF rasterization and neural document layout parsing.

Workflow state machine

Presale projects are organized into discrete opportunities initialized with /presale:add <slug>. Analysis progresses deterministically through enforced lifecycle phases:

flowchart LR
  Extract["1. Extract<br/>Multi-engine parsing"] --> Analyze["2. Analyze<br/>Actors, FR, NFR, Gaps"]
  Analyze --> Breakdown["3. Breakdown<br/>Epics, Features, Tasks"]
  Breakdown --> Estimate["4. Estimate<br/>Hours & Streams"]
  Estimate --> Plan["5. Plan<br/>Timeline & Staffing"]

Command /presale:continue inspects workflow preconditions, advancing execution only when preceding stage artifacts pass quality gates.

Skill hierarchy

The plugin employs orchestrator skills that dispatch parallel extraction workers across segmented document chunks:

Primary skill	Functionality description
presale-rfp-analyzer	Decomposes RFP documents into parallel chunks, extracting requirements and open gaps.
presale-breakdown	Structures functional requirements into hierarchical Epics, Features, and Tasks.
presale-estimator	Batches engineering tasks across estimation agents to evaluate hour allocations.
presale-auto-assume	Converts unresolved technical gaps into documented assumptions with risk ratings.
presale-cross-reference-builder	Validates end-to-end requirement traceability across generated artifacts.
presale-risk-aggregator	Consolidates and prioritizes technical, architecture, and timeline risks.
presale-team-composition	Calculates team staffing requirements based on technology stack and work streams.
presale-timeline	Compiles delivery schedules factoring engineering capacity, holidays, and dependencies.
presale-use-cases	Formulates structured use case specifications with alternative and exception flows.

Command reference

Top-level workflow commands operate under the /presale: namespace:

Command	Action
/presale:add <name>	Initialize a new opportunity directory structure.
/presale:select <name>	Bind the active session to a designated opportunity.
/presale:extract	Parse documents in the opportunity folder to normalized Markdown.
/presale:analyze	Run automated requirements extraction and gap analysis.
/presale:create-wbs	Generate hierarchical WBS definitions.
/presale:estimate	Calculate task hour allocations.
/presale:timeline	Generate the delivery milestone schedule.
/presale:team	Generate recommended team composition matrices.
/presale:continue	Resume workflow execution from the current active checkpoint.
/presale:status	Display phase progress metrics and artifact completeness scores.

Iteration management (/presale:iteration)

• create: Snapshot current WBS state into an immutable version checkpoint.
• list: Enumerate recorded iterations.
• switch: Revert active project state to a designated version snapshot.
• compare: Compute delta matrices between two iterations.

Configuration

The Presale Generator operates completely offline without external cloud API credentials:

1. Enable the plugin for your project via Desktop settings or speedwave plugin enable presale-generator --project <name>.
2. Initialize an opportunity using /presale:add <opportunity-name>.
3. Copy RFP documents into the generated input directory and begin analysis.

Installed plugins $ install plugin my my-project

plugintypesignedon

figmamcp✓ ed25519

glpimcp✓ ed25519

Security boundaries

The Presale Generator executes entirely within an isolated local container without network egress routes. Uploaded documents and generated WBS hierarchies remain local to your workspace repository. Consult Credentials management for details.