Source profileQuality 71/100

wshobson/agents/plugins/conductor/skills/context-driven-development/SKILL.md

context-driven-development

Creates and maintains project context artifacts (product.md, tech-stack.md, workflow.md, tracks.md) in a `conductor/` directory. Scaffolds new projects from scratch, extracts context from existing codebases, validates artifact consistency before implementation, and synchronizes documents as the project evolves. Use when setting up a project, creating or updating product docs, managing a tech stack file, defining development workflows, tracking work units, onboarding to an existing codebase, or r

Source repository stars
38,313
Declared platforms
0
Static risk flags
1
Last source update
2026-07-22
Source checked
2026-07-28

Decision brief

What it does—and where it fits

Guide for implementing and maintaining context as a managed artifact alongside code, enabling consistent AI interactions and team alignment through structured project documentation.

Best for

  • Setting up new projects with Conductor
  • Understanding the relationship between context artifacts
  • Maintaining consistency across AI-assisted development sessions

Not for

  • Tasks that require unconfirmed production actions or broad system permissions.
  • Environments where the pinned source and install steps cannot be inspected.

Compatibility matrix

Platform support, with evidence labels

PlatformStatusEvidenceWhat to check
CodexNot declaredNo explicit evidencePortability before use
Claude CodeNot declaredNo explicit evidencePortability before use
CursorNot declaredNo explicit evidencePortability before use
Gemini CLINot declaredNo explicit evidencePortability before use
Open the compatibility checker

Installation

Inspect first. Install second.

The source command is displayed only when detected. A safe inspection prompt is always available so your agent can explain every action before execution.

Source-detected install commandSource
npx skills add https://github.com/wshobson/agents --skill "plugins/conductor/skills/context-driven-development"
Safe inspection promptEditorial

Inspect the Agent Skill "context-driven-development" from https://github.com/wshobson/agents/blob/c4b82b0ad771190355eb8e204b1329732a18449a/plugins/conductor/skills/context-driven-development/SKILL.md at commit c4b82b0ad771190355eb8e204b1329732a18449a. List every install step, command, network request, credential, file read/write, external action, and rollback step. Explain whether it fits my task. Do not install or execute anything until I approve.

Workflow

What the source asks the agent to do

  1. 01

    When to Use This Skill

    Setting up new projects with Conductor

    Setting up new projects with ConductorUnderstanding the relationship between context artifactsMaintaining consistency across AI-assisted development sessions
  2. 02

    Detailed patterns and worked examples

    Detailed pattern documentation lives in references/details.md. Read that file when the navigation tier above is insufficient.

    Detailed pattern documentation lives in references/details.md. Read that file when the navigation tier above is insufficient.
  3. 03

    Best Practices

    1. Read context first: Always read relevant artifacts before starting work 2. Small updates: Make incremental context changes, not massive rewrites 3. Link decisions: Reference context when making implementation choices 4. Version context: Commit context changes alongside code c…

    Read context first: Always read relevant artifacts before starting workSmall updates: Make incremental context changes, not massive rewritesLink decisions: Reference context when making implementation choices

Permission review

Static risk signals and limitations

Reads files

low · line 16

The documentation asks the agent to read local files, directories, or repositories.

Detailed pattern documentation lives in `references/details.md`. Read that file when the navigation tier above is insufficient.

Evidence record

Why each signal appears

EvidenceSourceComputedTestedEditorial
SignalValueEvidence typeMeaning
Quality score71/100ComputedDocumentation, specificity, maintenance, and trust rules
Repository stars38,313SourceRepository attention, not individual Skill quality
Compatibility0 platformsSourceDeclared in the catalog source record
Usage guideautomated source guideEditorialGenerated or reviewed according to the visible evidence level

Pinned source

Provenance and original SKILL.md

Repository
wshobson/agents
Skill path
plugins/conductor/skills/context-driven-development/SKILL.md
Commit
c4b82b0ad771190355eb8e204b1329732a18449a
License
MIT
Collected
2026-07-28
Default branch
main
View the original SKILL.md

Context-Driven Development

Guide for implementing and maintaining context as a managed artifact alongside code, enabling consistent AI interactions and team alignment through structured project documentation.

When to Use This Skill

  • Setting up new projects with Conductor
  • Understanding the relationship between context artifacts
  • Maintaining consistency across AI-assisted development sessions
  • Onboarding team members to an existing Conductor project
  • Deciding when to update context documents
  • Managing greenfield vs brownfield project contexts

Detailed patterns and worked examples

Detailed pattern documentation lives in references/details.md. Read that file when the navigation tier above is insufficient.

Best Practices

  1. Read context first: Always read relevant artifacts before starting work
  2. Small updates: Make incremental context changes, not massive rewrites
  3. Link decisions: Reference context when making implementation choices
  4. Version context: Commit context changes alongside code changes
  5. Review context: Include context artifact reviews in code reviews
  6. Validate regularly: Run context validation checklist before major work
  7. Communicate changes: Notify team when context artifacts change significantly
  8. Preserve history: Use git to track context evolution over time
  9. Question staleness: If context feels wrong, investigate and update
  10. Keep it actionable: Every context item should inform a decision or behavior

Alternatives

Compare before choosing

Computed 9731,966

K-Dense-AI/scientific-agent-skills

biopython

Comprehensive molecular biology toolkit. Use for sequence manipulation, file parsing (FASTA/GenBank/PDB), phylogenetics, and programmatic NCBI/PubMed access (Bio.Entrez). Best for batch processing, custom bioinformatics pipelines, BLAST automation. For quick lookups use gget; for multi-service integration use bioservices.

Computed 9531,966

K-Dense-AI/scientific-agent-skills

markdown-mermaid-writing

Comprehensive markdown and Mermaid diagram writing skill. Use when creating any scientific document, report, analysis, or visualization. Establishes text-based diagrams as the default documentation standard with full style guides (markdown + mermaid), 24 diagram type references, and 9 document templates.

Computed 9510,762

Jeffallan/claude-skills

fastapi-expert

Use when building high-performance async Python APIs with FastAPI and Pydantic V2. Invoke to create REST endpoints, define Pydantic models, implement authentication flows, set up async SQLAlchemy database operations, add JWT authentication, build WebSocket endpoints, or generate OpenAPI documentation. Trigger terms: FastAPI, Pydantic, async Python, Python API, REST API Python, SQLAlchemy async, JWT authentication, OpenAPI, Swagger Python.

Computed 9438,313

wshobson/agents

brand-landingpage

Brand-first landing page designer — runs a brand-identity interview (colors, typography, shape language), then generates and iterates on a polished landing page via Stitch with deployment-ready HTML. Use when the user asks to create, design, or build a landing page, homepage, or marketing page and has no established visual direction. Skip when they have a design mockup, need a dashboard or app UI, are working at component level, building a multi-page app, or restyling with known design tokens —