vpc-drift

vpc-drift is a skill for Claude Code from fjpulidop/specrails-core. It costs 50 tokens per session (3,867 once invoked), scanned A, original, MIT.

A product-alignment analysis that compares defined user personas with the product backlog, implemented features, and agent memory. A persona is a description of a typical user, including their goals, problems, and desired benefits.

In plain words
What is it for?
Use it to check all personas or selected ones, see which goals or problems are no longer aligned, and receive recommendations for updating the persona definitions.
Why use it?
It shows when the product is drifting away from what its intended users need or what the product promises to deliver.

Skill for Claude Code

Written for Claude Code: $ARGUMENTS substitution. Also seen: reads .claude/ paths; mentions CLAUDE.md.

Part of the specrails plugin — 28 skills, 14 agents shipped together

Good fit Use it to check all personas or selected ones, see which goals or problems are no longer aligned, and receive recommendations for updating the persona definitions.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/fjpulidop/specrails-core/vpc-drift
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add fjpulidop/specrails-core --skill vpc-drift
Clone the repo
git clone --depth 1 https://github.com/fjpulidop/specrails-core

Made for: Claude Code.

Or install specrails, the plugin that ships this one along with the rest of its 28 skills, 14 agents.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for vpc-drift

README.md
[![agentmods](https://agentmods.dev/badge/skills/fjpulidop/specrails-core/vpc-drift.svg)](https://agentmods.dev/skills/fjpulidop/specrails-core/vpc-drift)
Your own site
<a href="https://agentmods.dev/skills/fjpulidop/specrails-core/vpc-drift"><img src="https://agentmods.dev/badge/skills/fjpulidop/specrails-core/vpc-drift.svg" alt="Measured on agentmods" height="20"></a>
Per session 50 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,867 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00050 $0.03867
Opus 5 $0.00025 $0.01934
Sonnet 5 $0.00010 $0.00773
Haiku 4.5 $0.00005 $0.00387

Measured 8d ago against content hash 7e0a8d0791d2, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

vpc-drift scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

specrails-plugin/skills/vpc-drift/SKILL.md · 411 lines

How it starts

The opening of the file, as written. The whole thing — 411 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Analyze this project (read name from CLAUDE.md or package.json) for VPC persona drift — gaps between what persona definitions promise and what the product actually delivers. Produces a per-persona alignment score, drifted attributes, and concrete VPC update recommendations.

Input: $ARGUMENTS — optional flags:

  • --persona <names> — comma-separated persona names to analyze. Default: all personas.
  • --verbose — show full attribute lists in output (default: summarized).
  • --format json — emit the drift report as JSON instead of Markdown.

Phase 0: Argument Parsing

Parse $ARGUMENTS to set runtime variables.

Variables to set:

  • PERSONA_FILTER — array of lowercased persona names, or "all". Default: "all".
  • VERBOSE — boolean. Default: false.
  • FORMAT"markdown" or "json". Default: "markdown".

Parsing rules:

  1. Scan $ARGUMENTS for --persona <names>. If found, split <names> on commas, lowercase each, set PERSONA_FILTER=<array>. Strip from arguments.
  2. Scan for --verbose. If found, set VERBOSE=true. Strip from arguments.
  3. Scan for --format <value>. If found and value is json, set FORMAT="json". Any other value: print Error: unknown format "<value>". Valid: markdown, json and stop.

Print active configuration:

Analyzing personas: <all | comma-separated list>
Format: <markdown|json>
Verbose: <yes|no>

Phase 1: Load VPC Personas

Read the persona files to extract the VPC attribute definitions.

Step 1a: Discover persona files

Glob for persona files using these paths in order (use the first that yields results):

  1. .claude/agents/ — look for .md files whose content includes a ## Value Proposition Canvas section.
  2. {{PERSONA_DIR}}/ — project-level persona directory (set by installer).

If no persona files are found in either location:

Error: No VPC persona files found.
Expected locations (check both): `.specrails/personas/*.md` and `.claude/agents/personas/*.md`
Each persona file must contain a ## Value Proposition Canvas section.
Run /specrails:setup to generate persona files from templates.

Read the full file on GitHub · 411 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 8d ago First seen · 411 lines · 50 tokens per session scan A 7e0a8d0791d2

Subscribe to this mod's changes

vpc-drift is a skill published in the GitHub repository fjpulidop/specrails-core (9 stars, last pushed today), licensed MIT. It adds 50 tokens to every session and 3,867 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Related

Other skills, from other repositories

local-execution-planner

Plan a repository task for execution by a small local coding model, then hand the plan to the local executor over MCP. Inspect the codebase, decompose the work into self-contained sequential prompts, define deterministic eval gates, validate the manifest, and submit it for execution. Never implement the task.

kangwa/penny · 65 tokens

taiyi-evolve

A workflow skill that compares the implemented code with the frozen design after development and testing. It records architecture changes and proposes updates to DESIGN.md, the document describing the intended system structure.

Dong90/oh-my-taiyiforge · 37 tokens

taiyi-diagram-c4

A code-scanning tool that builds C4 architecture documents from a repository. It separates facts observed in the code from conclusions inferred about the design and uses Mermaid diagrams as the source format.

Dong90/oh-my-taiyiforge · 48 tokens

security-review

Perform a focused security review of pending git changes to identify high-confidence security vulnerabilities with real exploitation potential. Use this skill when the user asks for a security review, security audit, vulnerability scan, or wants to check pending changes on a branch for security issues before merging.…

waybarrios/opencode-power-pack · 64 tokens

huggingface-llm-trainer

Train or fine-tune language models with TRL or Unsloth on Hugging Face Jobs, including SFT, DPO, GRPO, reward models, and GGUF conversion. Use for cloud LLM training; use huggingface-vision-trainer for vision tasks.

waybarrios/opencode-power-pack · 65 tokens

memstack-business-gdpr

Use this skill when the user says 'GDPR', 'data protection', 'privacy compliance', 'DPA', 'DSAR', 'data subject request', 'cookie consent', 'privacy audit', 'CCPA', or asks 'do I need GDPR for this repo'. Scans the repository to detect what personal data is collected, classifies sensitivity, determines whether GDPR…

cwinvestments/memstack · 121 tokens