Agent skill

Refresh JSON Data

by rajbos in rajbos/ai-engineering-fluency

Refresh token estimator and model pricing JSON files with latest data from AI model providers

MITAuto-check passedDevelopment

Install Refresh JSON Data

skills CLI

$ npx skills add rajbos/ai-engineering-fluency --skill refresh-json-data -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI

$ gh skill install rajbos/ai-engineering-fluency refresh-json-data --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy

$ git clone --depth 1 https://github.com/rajbos/ai-engineering-fluency.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/refresh-json-data .claude/skills/refresh-json-data && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Paste into Claude Code

Install the "refresh-json-data" agent skill from https://github.com/rajbos/ai-engineering-fluency/tree/main/.claude/skills/refresh-json-data into .claude/skills/refresh-json-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "refresh-json-data", then confirm the skill loads.

Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

$skill-installer

$skill-installer install https://github.com/rajbos/ai-engineering-fluency/tree/main/.claude/skills/refresh-json-data

Type this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.

skills CLI

$ npx skills add rajbos/ai-engineering-fluency --skill refresh-json-data -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install rajbos/ai-engineering-fluency refresh-json-data --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/rajbos/ai-engineering-fluency.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/refresh-json-data .agents/skills/refresh-json-data && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "refresh-json-data" agent skill from https://github.com/rajbos/ai-engineering-fluency/tree/main/.claude/skills/refresh-json-data into .agents/skills/refresh-json-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "refresh-json-data", then confirm the skill loads.

Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add rajbos/ai-engineering-fluency --skill refresh-json-data -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install rajbos/ai-engineering-fluency refresh-json-data --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/rajbos/ai-engineering-fluency.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/refresh-json-data .cursor/skills/refresh-json-data && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "refresh-json-data" agent skill from https://github.com/rajbos/ai-engineering-fluency/tree/main/.claude/skills/refresh-json-data into .cursor/skills/refresh-json-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "refresh-json-data", then confirm the skill loads.

Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

gemini skills install

$ gemini skills install https://github.com/rajbos/ai-engineering-fluency.git --path .claude/skills/refresh-json-data

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add rajbos/ai-engineering-fluency --skill refresh-json-data -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install rajbos/ai-engineering-fluency refresh-json-data --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/rajbos/ai-engineering-fluency.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/refresh-json-data .gemini/skills/refresh-json-data && rm -rf skills-src

Use ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.

Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/

Paste into Gemini CLI

Install the "refresh-json-data" agent skill from https://github.com/rajbos/ai-engineering-fluency/tree/main/.claude/skills/refresh-json-data into .gemini/skills/refresh-json-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "refresh-json-data", then confirm the skill loads.

Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

GitHub CLI

$ gh skill install rajbos/ai-engineering-fluency refresh-json-data

Installs for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).

skills CLI

$ npx skills add rajbos/ai-engineering-fluency --skill refresh-json-data -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/rajbos/ai-engineering-fluency.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/refresh-json-data .github/skills/refresh-json-data && rm -rf skills-src

Use ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.

GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/

Paste into GitHub Copilot

Install the "refresh-json-data" agent skill from https://github.com/rajbos/ai-engineering-fluency/tree/main/.claude/skills/refresh-json-data into .github/skills/refresh-json-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "refresh-json-data", then confirm the skill loads.

GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add rajbos/ai-engineering-fluency --skill refresh-json-data -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install rajbos/ai-engineering-fluency refresh-json-data --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/rajbos/ai-engineering-fluency.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/refresh-json-data .opencode/skills/refresh-json-data && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "refresh-json-data" agent skill from https://github.com/rajbos/ai-engineering-fluency/tree/main/.claude/skills/refresh-json-data into .opencode/skills/refresh-json-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "refresh-json-data", then confirm the skill loads.

OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

Facts

Skill name: refresh-json-data
GitHub stars: 115
Token cost: ~1.4k tokens
SKILL.md length: 545 words
Files: 1
Skills in repo: 22
Repo updated: Oct 6, 2026
First seen: Oct 7, 2026
Licence: MIT

At a glance

Refresh token estimator and model pricing JSON files with latest data from AI model providers

Works in 3 steps: Update tokenEstimators.json → Update modelPricing.json → Build and Test
Development work in your project
SKILL.md covers Overview, When to Use This Skill, Prerequisites and Step 1: Update…, plus 6 more sections
Calls npm and git; reaches json-schema.org

What it does

Refresh JSON Data is an agent skill from rajbos/ai-engineering-fluency. Refresh token estimator and model pricing JSON files with latest data from AI model providers

Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Development. The repository describes itself as: Extension that shows information about the estimated token usage and more of AI in editors/CLI's. The licence is MIT.

When your agent uses it

Development work in your project

Example prompts

“/refresh-json-data”

Requirements

Node.js

Workflow steps

3 steps, taken from the step headings in SKILL.md.

Update tokenEstimators.json
Update modelPricing.json
Build and Test

What it can do on your machine

Read from SKILL.md and the folder at commit 6933e2a. It shows what the files ask for, not the result of running them.

Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
- npm
- git
From the folder's file list and the shell code blocks in SKILL.md.
Network
Hosts in commands or code, which the agent is likely to contact:
- json-schema.org
Also links to:
- openrouter.ai
- docs.github.com
- openai.com
- anthropic.com
- platform.claude.com
- ai.google.dev
- x.ai
- pricepertoken.com
- ai-pricing.info
- code.visualstudio.com
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Refresh JSON Data loads about 1.4k tokens when it runs. Until then it costs about 28 tokens; SKILL.md has 545 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~28
When it runs · the whole SKILL.md, loaded when a task matches: ~1.4k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from rajbos/ai-engineering-fluency at commit 6933e2a, republished under its MIT licence (© rajbos). 545 words, ~1,447 tokens.

Download SKILL.mdSave it as .claude/skills/refresh-json-data/SKILL.md (or your agent's skills folder).

name: refresh-json-data
description: Refresh token estimator and model pricing JSON files with latest data from AI model providers

Refresh JSON Data Skill

This skill helps you update the token estimation ratios and model pricing data in the AI Engineering Fluency extension.

Overview

The extension uses two JSON data files that need periodic updates:

tokenEstimators.json - Character-to-token ratio estimators for AI models
modelPricing.json - Pricing information per million tokens for various AI models

These files are located in src/ directory and are bundled into the extension at build time.

When to Use This Skill

Use this skill when you need to:

Add support for new AI models
Update token estimation ratios based on new benchmarks
Refresh pricing information from provider APIs
Keep model data current with latest releases

Prerequisites

Before updating these files, ensure you have:

Access to official pricing documentation from AI providers
Token estimation benchmarks or documentation
The repository cloned locally
Node.js and npm installed

Step 1: Update tokenEstimators.json

Location

src/tokenEstimators.json

Structure

json

{
  "$schema": "http://json-schema.org/draft-07/schema#",
  "description": "Character-to-token ratio estimators for different AI models.",
  "estimators": {
    "model-name": 0.25
  }
}

Update Process

Research token ratios for new or updated models:
- Look at the existing ratios for that provider's other models in tokenEstimators.json and match the pattern; verify with an actual tokenizer if unsure
Add or update entries in the estimators object:
json
```
"new-model-name": 0.25
```
Validation:
- Ensure JSON syntax is valid
- Keep ratio values between 0.20 and 0.30
- Use consistent formatting

Step 2: Update modelPricing.json

Location

src/modelPricing.json

Structure

json

{
  "$schema": "http://json-schema.org/draft-07/schema#",
  "description": "Model pricing data - costs per million tokens",
  "metadata": {
    "lastUpdated": "YYYY-MM-DD",
    "sources": [
      {
        "name": "Provider Name",
        "url": "https://pricing-url",
        "retrievedDate": "YYYY-MM-DD"
      }
    ],
    "disclaimer": "..."
  },
  "pricing": {
    "model-name": {
      "inputCostPerMillion": 1.25,
      "outputCostPerMillion": 10.0,
      "category": "Model category"
    }
  }
}

Update Process

Check official pricing pages:
- OpenAI: https://openai.com/api/pricing/
- Anthropic: https://www.anthropic.com/pricing (also https://platform.claude.com/docs/en/about-claude/pricing)
- Google Gemini: https://ai.google.dev/gemini-api/docs/pricing
- xAI Grok: https://x.ai/api
- Mistral AI: https://pricepertoken.com/pricing-page/provider/mistral-ai (aggregator, updated ~daily)
  - Cross-reference with https://openrouter.ai/mistralai and https://ai-pricing.info/mistral
  - Note: Mistral does not publish a single stable pricing page; use aggregators
- GitHub Copilot Models: https://docs.github.com/en/copilot/reference/ai-models/supported-models
- GitHub Copilot Premium Requests: https://docs.github.com/en/copilot/managing-copilot/monitoring-usage-and-entitlements/about-premium-requests
- OpenRouter (cross-provider verification): https://openrouter.ai

Update pricing entries in the pricing object:

json

"model-name": {
  "inputCostPerMillion": 1.25,
  "outputCostPerMillion": 10.0,
  "category": "Provider models"
}

Update metadata:
- Set metadata.lastUpdated to current date (YYYY-MM-DD format)
- Add or update source URLs and retrieval dates
- Keep the disclaimer intact
Pricing guidelines:
- Costs are per million tokens
- Input costs are typically lower than output costs
- Group models by category (e.g., "GPT-4 models", "Claude models")
- Verify pricing is in USD
Validation:
- Ensure JSON syntax is valid
- Verify pricing values are positive numbers
- Check that all required fields are present

Show full SKILL.md (198 more words)Show less

Step 3: Build and Test

Validate JSON syntax, run npm run compile && npm run test:node (do not launch VS Code or the Extension Development Host — that is a manual, human-only debugging step; see .github/copilot-instructions.md), review with git diff, then commit/push as usual.

Important Notes

Bundled at build time: These JSON files are bundled into the extension during compilation via esbuild.js
Rebuild required: Always run npm run compile after changes
Pricing disclaimer: GitHub Copilot pricing may differ from direct API usage
Estimation nature: Token counts are estimates based on character ratios
Documentation: See src/README.md for additional details

Reference Resources

VS Code extension development: https://code.visualstudio.com/api
Token estimation methodology: Character-to-token ratios based on model tokenizers
Cost calculation: Uses 50/50 split between input and output tokens for estimates

Troubleshooting

Extension not loading updated data:

Confirm you ran npm run compile
Confirm npm run test:node passes
Check the build output for errors

Additional Context

The extension reads these files at compile time via:

typescript

import tokenEstimatorsData from './tokenEstimators.json';
import modelPricingData from './modelPricing.json';

The data is then used in the CopilotTokenTracker class:

tokenEstimators - Used for token estimation from character counts
modelPricing - Used for cost calculations in the details panel

Both files must maintain their structure to ensure the extension compiles and runs correctly.

Files

Just SKILL.md in .claude/skills/refresh-json-data of rajbos/ai-engineering-fluency.

Open the folder on GitHubat commit 6933e2a

Compare with similar skills

Refresh JSON Data next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Refresh JSON Data compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Refresh JSON Data this skillrajbos/ai-engineering-fluency	115	—	~1.4k	Automated safety check: Pass	MIT	yesterday
Finishing a Development Branchobra/superpowers	296k	5 repos	~1.9k	Automated safety check: Pass	MIT	yesterday
Typescript Advanced Typesrolling-scopes/rsschool-app	10k	24 repos	~4.2k	Automated safety check: Pass	MPL-2.0	3 days ago
PR Babysitteropeninterpreter/openinterpreter	69k	3 repos	~4.2k	Automated safety check: Pass	Apache-2.0	yesterday
Code Review ChecklistshareAI-lab/learn-claude-code	78k	5 repos	~1.1k	Automated safety check: Pass	MIT	9 days ago
Greplooponyx-dot-app/onyx	32k	4 repos	~3.3k	Automated safety check: Pass	MIT	today

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Questions about Refresh JSON Data

What does Refresh JSON Data do?

Refresh token estimator and model pricing JSON files with latest data from AI model providers. Refresh JSON Data is an agent skill from rajbos/ai-engineering-fluency.

When should I use Refresh JSON Data?

Refresh JSON Data fits situations like: development work in your project.

How do I install Refresh JSON Data in Claude Code?

Run `npx skills add rajbos/ai-engineering-fluency --skill refresh-json-data -a claude-code`. Or copy the skill folder (.claude/skills/refresh-json-data in rajbos/ai-engineering-fluency) into .claude/skills/refresh-json-data in your project. Claude Code loads it when a task matches its description.

How do I install Refresh JSON Data in Codex?

Run `npx skills add rajbos/ai-engineering-fluency --skill refresh-json-data -a codex`. Or copy the skill folder (.claude/skills/refresh-json-data in rajbos/ai-engineering-fluency) into .agents/skills/refresh-json-data in your project. Codex loads it when a task matches its description.

Can I use Refresh JSON Data in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add rajbos/ai-engineering-fluency --skill refresh-json-data -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/refresh-json-data, .gemini/skills/refresh-json-data, .github/skills/refresh-json-data and .opencode/skills/refresh-json-data in your project.

What does Refresh JSON Data need to run?

Going by SKILL.md and its folder, Refresh JSON Data needs the command-line tools its instructions call (npm and git). Our summary lists: Node.js.

Does Refresh JSON Data access the network?

SKILL.md names 11 domains. In commands or code: json-schema.org; the agent is likely to contact it when it follows the instructions. As links in the text: openrouter.ai, docs.github.com, openai.com, anthropic.com, platform.claude.com, ai.google.dev, x.ai, pricepertoken.com, ai-pricing.info and code.visualstudio.com. This is read from the text; nothing was executed.

Is Refresh JSON Data safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Refresh JSON Data use?

Refresh JSON Data is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Refresh JSON Data use?

About 1.4k tokens (SKILL.md is roughly 5.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Refresh JSON Data?

Skills that share tags, products or a category with Refresh JSON Data: Finishing a Development Branch (obra/superpowers, 296k stars), Typescript Advanced Types (rolling-scopes/rsschool-app, 10k stars), PR Babysitter (openinterpreter/openinterpreter, 69k stars) and Code Review Checklist (shareAI-lab/learn-claude-code, 78k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Refresh JSON Data?

rajbos (a GitHub user) maintains it in rajbos/ai-engineering-fluency, which has 115 GitHub stars. The repository holds 22 skills in this directory. The repository was last updated on October 6, 2026.

Source: rajbos/ai-engineering-fluency on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.

Install Refresh JSON Data

Facts

At a glance

What it does

When your agent uses it

Example prompts

Requirements

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

Refresh JSON Data Skill

Overview

When to Use This Skill

Prerequisites

Step 1: Update tokenEstimators.json

Location

Structure

Update Process

Step 2: Update modelPricing.json

Location

Structure

Update Process

Step 3: Build and Test

Important Notes

Reference Resources

Troubleshooting

Additional Context

Files

Compare with similar skills

Similar skills

More from rajbos/ai-engineering-fluency

Related

Questions about Refresh JSON Data