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Sigint

Market intelligence toolkit for Claude Code. Iterative research workflows, trend modeling with three-valued logic, multi-format reports, and automated GitHub issue creation from findings.

Install / Use

/learn @zircote/Sigint

README

sigint - Signal Intelligence

Claude Code Plugin License: MIT Version

Comprehensive market research toolkit for Claude Code with report generation, GitHub issue creation, and trend-based analysis.

<p align="center"> <img src=".github/readme-infographic.svg" alt="sigint workflow" width="800"> </p>

Quick Start

# 1. Start research with a topic
/sigint:start AI-powered code review tools

# 2. Answer elicitation questions (decision context, audience, priorities)

# 3. Check progress
/sigint:status

# 4. Generate report
/sigint:report

# 5. Create GitHub issues (optional)
/sigint:issues

See the Getting Started Tutorial for a detailed walkthrough.

Features

  • Swarm-Orchestrated Research: Parallel dimension-analysts coordinate via Atlatl blackboard
  • Iterative Research Workflow: Start, refine, and finalize market research through commands
  • Multi-Audience Reports: Generate reports for executives, PMs, investors, and developers
  • Trend-Based Modeling: Three-valued logic analysis (INC/DEC/CONST) for uncertain data
  • GitHub Integration: Automatically create sprint-sized issues from findings
  • Atlatl Memory: Persist research state across sessions via Atlatl MCP
  • RLM Large Document Processing: Source-chunker handles documents exceeding context limits
  • Multi-Format Output: Markdown, HTML, Mermaid diagrams

Installation

# Option 1: Plugin Marketplace (recommended)
/plugins add sigint

# Option 2: Local development
claude --plugin-dir /path/to/sigint

# Option 3: Manual install to plugins directory
cp -r sigint ~/.claude/plugins/

Commands

| Command | Description | |---------|-------------| | /sigint:start <topic> | Begin new research session | | /sigint:augment <area> | Deep-dive into specific area | | /sigint:update | Refresh existing research data | | /sigint:report | Generate comprehensive report | | /sigint:issues | Create GitHub issues from findings | | /sigint:resume | Resume previous research session | | /sigint:status | Show current research state | | /sigint:init | Initialize plugin configuration |

Agents

  • research-orchestrator: Coordinates parallel dimension-analysts via blackboard, merges findings
  • dimension-analyst: Focused research on a single dimension (competitive, sizing, trends, etc.)
  • source-chunker: RLM processor for large documents — partitions, analyzes chunks, synthesizes
  • issue-architect: Converts findings to sprint-sized GitHub issues
  • report-synthesizer: Generates multi-format reports with visualizations

Skills (Research Methodologies)

Each skill teaches AND executes the methodology:

  1. Competitive Analysis: Porter's 5 Forces, competitor mapping
  2. Market Sizing: TAM/SAM/SOM calculations
  3. Trend Analysis: Macro/micro trend identification
  4. Customer Research: Persona development, needs analysis
  5. Tech Assessment: Technology evaluation, feasibility
  6. Financial Analysis: Revenue models, unit economics
  7. Regulatory Review: Compliance, legal considerations
  8. Report Writing: Executive report best practices
  9. Trend Modeling: Three-valued logic (INC/DEC/CONST), scenario graphs

Report Structure

Reports include:

  • Executive Summary
  • Market Size (TAM/SAM/SOM)
  • Competitive Landscape
  • SWOT Analysis
  • Recommendations
  • Risk Assessment
  • Data Sources & Methodology
  • Transitional Scenario Graphs (Mermaid)

Storage Structure

./reports/
├── README.md                   # Master index of all research
└── topic-name/
    ├── README.md               # Topic research index
    ├── state.json
    ├── YYYY-MM-DD-research.md
    ├── YYYY-MM-DD-report.md
    ├── YYYY-MM-DD-report.html
    └── YYYY-MM-DD-issues.json

Configuration

Configuration uses a cascading system where project settings override global defaults.

Configuration Locations

| Location | Scope | Purpose | |----------|-------|---------| | ~/.claude/sigint.local.md | Global | User-wide defaults for all projects | | ./.claude/sigint.local.md | Project | Project-specific overrides |

Resolution order: Project > Global > Built-in defaults

Configuration File Format

Create sigint.local.md in either location:

---
default_repo: owner/repo
report_format: markdown
audiences:
  - executives
  - product-managers
auto_atlatl: true
---

Additional research context or preferences...

Example Setup

# Global defaults (applies to all projects)
mkdir -p ~/.claude
cat > ~/.claude/sigint.local.md << 'EOF'
---
report_format: markdown
audiences:
  - executives
---
EOF

# Project-specific override
mkdir -p .claude
cat > .claude/sigint.local.md << 'EOF'
---
default_repo: myorg/myrepo
audiences:
  - developers
  - product-managers
---
EOF

Dependencies

  • GitHub CLI (gh) for issue creation
  • Atlatl MCP server for memory persistence and blackboard coordination
  • WebSearch/WebFetch tools for research

References

Primary Research

This plugin's trend modeling methodology is based on:

Bočková, N., Volná, B., & Dohnal, M. (2025). "Optimisation of complex product innovation processes based on trend models with three-valued logic." arXiv:2601.10768v1. https://arxiv.org/abs/2601.10768

Key concepts adapted from this research:

  • Three-valued logic (INC/DEC/CONST): Minimally information-intensive quantifiers for trend analysis
  • Transitional scenario graphs: Visual representation of possible state transitions
  • Qualitative modeling: Analysis under information scarcity without precise numerical parameters

Frameworks & Methodologies

  • Porter's Five Forces: Porter, M.E. (1979). "How Competitive Forces Shape Strategy." Harvard Business Review, 57(2), 137-145.
  • SWOT Analysis: Learned, E.P., Christensen, C.R., Andrews, K.R., & Guth, W.D. (1965). Business Policy: Text and Cases. Homewood, IL: Irwin.
  • TAM/SAM/SOM: Blank, S. & Dorf, B. (2012). The Startup Owner's Manual. K&S Ranch.

Market Research Methods

  • Competitive Analysis: Fleisher, C.S. & Bensoussan, B.E. (2015). Business and Competitive Analysis: Effective Application of New and Classic Methods. FT Press.
  • Customer Research & Personas: Cooper, A. (1999). The Inmates Are Running the Asylum. Sams Publishing.
  • Technology Assessment: Coates, J.F. (1976). "Technology Assessment." American Scientist, 59(4), 412-418.

Trend Modeling

  • Three-Valued Logic Foundations: Kleene, S.C. (1952). Introduction to Metamathematics. North-Holland.
  • Scenario Planning: Schwartz, P. (1991). The Art of the Long View. Doubleday.

Financial Analysis

  • Unit Economics: Ries, E. (2011). The Lean Startup. Crown Business.
  • Revenue Modeling: Osterwalder, A. & Pigneur, Y. (2010). Business Model Generation. Wiley.

License

MIT

View on GitHub
GitHub Stars3
CategoryDevelopment
Updated3d ago
Forks0

Security Score

90/100

Audited on Mar 20, 2026

No findings