Structured document processing with source grounding, uniformization, PDF manipulation, and validation. Process input documents into verified, quality-controlled outputs.
Ground claims against source material with the grounding CLI - single claim, one document, or many via source_map.yaml
PDF toolkit - extract text/tables, create/merge/split, fill and flatten forms, OCR scanned PDFs, batch-process
Build a structured deliverable from input documents - analyze, draft, verify, uniformize, deliver
Update an existing document processing output - re-verify, apply corrections, add new source material
Validate a document against rules and against its source - grounding plus tone/style/length/format compliance
Ground claims against source material with the deterministic grounding CLI - single claim, a whole document's claims, or a batch of documents via source_map.yaml. Pure grounding, no tone/style/format compliance (that is the `validate` skill). Use when asked to ground, do grounding, check grounding, run batch-ground, or verify claims against a source / sources.
Comprehensive PDF toolkit - extract text and tables, create / merge / split PDFs, fill and flatten forms, OCR scanned PDFs, batch-process many PDFs with error handling and exit codes. When Claude needs to fill in a PDF form or programmatically process, generate, analyze, or OCR PDF documents - one-off or at scale.
Build a structured deliverable FROM source files - reconstruct a timeline, draft a statement, assemble a catalogue, synthesize a position paper from 1-input/ sources into a traceable 3-output/ document. Generates a tailored INSTRUCTIONS.md + BENCHMARK.md, scaffolds 2-wip/, runs analyze -> draft -> verify -> uniformize -> deliver. NOT for checking an existing document against a source (use the `validate` skill) and NOT for bare claim grounding (use the `grounding` skill) - this skill produces a new document.
Update an existing processed document in 3-output/ - add a new source to 1-input/, apply corrections found in the output, re-apply changed uniformization rules, or re-verify against updated sources. Always re-runs the grounding CLI on the changed content before declaring done. Use when asked to update the document, add a new source to the timeline, re-verify after sources changed, or apply corrections to an output.
Validate a finished document against rules AND against its source - first grounds every claim via the grounding CLI, then checks tone, style, length, format, focus and custom rules. Produces a validation/ folder with grounding report, compliance checklist, summary, and a best-effort corrected copy. Use when asked to validate a document, validate against rules, check compliance and grounding, or audit a document against a source.
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You ask Claude to "improve error handling." Claude says "Fixed it." Two files changed, no tests run, edge cases broken. Or it ships an SVG infographic with overlapping text and contrast failures. Or it passes a document past a reviewer who'd tear it apart.
This marketplace makes Claude work like a disciplined engineer instead. Each plugin enforces a specific discipline: research before implement, validate before ship, ground every claim, audit every iteration.
# Force Claude through research, plan, test, review, and audit before claiming done
/autobuild:run improve error handling in the API layer
# -> writes PROGRAM.md (objective + scope)
# -> writes BENCHMARK.md (measurable score)
# -> asks for your approval
# -> implements
# -> runs tests
# -> reviews against the benchmark
# -> records evidence in YAML audit log
/plugin marketplace add stellarshenson/claude-code-plugins
/plugin install autobuild@stellarshenson-marketplace
Read the long-form articles: Your AI Agent Will Cut Corners. Here's How to Stop It and Stop Fixing Your AI's SVGs. For real examples (60+ production SVGs, 4 worked devils-advocate analyses, 3 autobuild iteration trajectories, a 1.0-CV grounding result), see showcase/.
autobuild is the spear. The same forcing-function logic powers five more plugins, each enforcing a different kind of discipline on Claude. Install them individually or as a bundle.
| Plugin | What it solves |
|---|---|
| autobuild | Executes code and artefact builds toward an objective with iterations driven by a calculated outcome benchmark - enforces structured phases with multi-agent review |
| devils-advocate | Produces high-quality documents for a specific audience using a scientific, measured, iterative approach - quantified critique with Fibonacci risk scoring and per-iteration residual measurement |
| svg-infographics | Produces high-quality standardised SVG infographics - grid-first design, theme-driven styling, dark/light mode, 5 routing modes (straight/L/L-chamfer/spline/manifold) with A* auto-routing, callout placement solver, chart generation, and 6 automated checkers |
| datascience | Produces high-quality data science projects and notebooks following consistent standards - scaffolds projects from copier templates, enforces notebook structure, applies rich output styling, and supports prompt engineering techniques |
| document-processing | Processes documents according to user requests with grounding in source materials - source tracing, compliance checking, PDF automation |
| journal | Produces a work journal marking key changes, implementations, and decisions - append-only audit trail with continuous numbering, archiving, and deterministic journal-tools CLI for validation, sorting, and word-count enforcement |
Runs structured multi-iteration development cycles where each iteration passes through a full phase lifecycle with quality gates. A program defines what to build, a benchmark measures progress, and the engine enforces the workflow until the objective is met or iterations are exhausted.
Autonomous build iteration orchestrator. Runs structured improvement cycles with multi-agent review, FSM-driven phase lifecycle, per-phase gates, and YAML-configured workflows.
Critical document analysis with persona-driven risk scoring, iterative scorecard evaluation, and versioned corrections.
Project journal management - create entries, update existing entries, and archive older entries. Enforces append-only format, continuous numbering, and entry verification.
Data science project standards, notebook scaffolding, rich output styling, project creation via copier, and compliance review.
SVG infographic creation with grid-first design, CSS theme classes, dark/light mode, validation tools, and 60+ reference examples. Create card grids, timelines, flowcharts, banners, stats panels, and creative diagrams.
npx claudepluginhub stellarshenson/claude-code-plugins --plugin document-processingComplete creative writing suite with 10 specialized agents covering the full writing process: research gathering, character development, story architecture, world-building, dialogue coaching, editing/review, outlining, content strategy, believability auditing, and prose style/voice analysis. Includes genre-specific guides, templates, and quality checklists.
Comprehensive skill pack with 66 specialized skills for full-stack developers: 12 language experts (Python, TypeScript, Go, Rust, C++, Swift, Kotlin, C#, PHP, Java, SQL, JavaScript), 10 backend frameworks, 6 frontend/mobile, plus infrastructure, DevOps, security, and testing. Features progressive disclosure architecture for 50% faster loading.
Tools to maintain and improve CLAUDE.md files - audit quality, capture session learnings, and keep project memory current.
Unity Development Toolkit - Expert agents for scripting/refactoring/optimization, script templates, and Agent Skills for Unity C# development
Comprehensive .NET development skills for modern C#, ASP.NET, MAUI, Blazor, Aspire, EF Core, Native AOT, testing, security, performance optimization, CI/CD, and cloud-native applications
Complete collection of battle-tested Claude Code configs from an Anthropic hackathon winner - agents, skills, hooks, and rules evolved over 10+ months of intensive daily use