How do I install the 823 Real Batch Results 1a6d339b skill?

Run npx skillmds@latest add tools-only/823-real-batch-results-1a6d339b in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

What does the 823 Real Batch Results 1a6d339b skill do?

📊 Real Batch API Results It is listed under Integrations & APIs on SkillMD.

Is 823 Real Batch Results 1a6d339b safe to use?

This skill has not completed SkillMD's automated safety review yet. Independent scanners report: SkillSpector: PASS, Skill Scanner: PASS. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with 823 Real Batch Results 1a6d339b?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is 823 Real Batch Results 1a6d339b free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published 823 Real Batch Results 1a6d339b?

tools-only (@tools-only) published this skill. Their other Agent Skills are listed on their SkillMD profile.

823 Real Batch Results 1a6d339b by tools-only

Name: 823 Real Batch Results 1a6d339b
Author: tools-only

File contents

📊 Real Batch API Results

Actual API usage data from Washin Village's content generation system

Source File

msgbatch_xxxxx_results.jsonl

Usage Summary

Metric	Value
Total Requests	3
Input Tokens	3,612
Output Tokens	6,016
Cache Creation	1,782 tokens (first request)
Cache Read	3,564 tokens (subsequent requests)
Service Tier	`batch` ✅

Cost Calculation

Without Optimization

Input:  (3,612 + 1,782 + 3,564) × $3.00/MTok  = $0.0269
Output: 6,016 × $15.00/MTok                   = $0.0902
─────────────────────────────────────────────────────
Total:                                         $0.1171

With Batch API + Prompt Caching

Input (batch):      3,612 × $1.50/MTok  = $0.0054
Cache write:        1,782 × $3.75/MTok  = $0.0067
Cache read:         3,564 × $0.30/MTok  = $0.0011
Output (batch):     6,016 × $7.50/MTok  = $0.0451
─────────────────────────────────────────────────────
Total:                                   $0.0583

Savings

╔═══════════════════════════════════════════╗
║  Without optimization:  $0.1171           ║
║  With Batch + Cache:    $0.0583           ║
║  ─────────────────────────────────────    ║
║  💰 Saved: $0.0588 (50.2%)                ║
╚═══════════════════════════════════════════╝

Projection at Scale

Requests	Without Opt	With Opt	Savings
100	$3.90	$1.94	$1.96
1,000	$39.03	$19.43	$19.60
10,000	$390.30	$194.30	$196.00

Evidence

Request #1 (Cache Write)

{
  "input_tokens": 1204,
  "cache_creation_input_tokens": 1782,
  "cache_read_input_tokens": 0,
  "output_tokens": 1986,
  "service_tier": "batch"
}

Request #2 (Cache Hit!)

{
  "input_tokens": 1204,
  "cache_creation_input_tokens": 0,
  "cache_read_input_tokens": 1782,  // ← 90% off!
  "output_tokens": 2016,
  "service_tier": "batch"
}

Request #3 (Cache Hit!)

{
  "input_tokens": 1204,
  "cache_creation_input_tokens": 0,
  "cache_read_input_tokens": 1782,  // ← 90% off!
  "output_tokens": 2014,
  "service_tier": "batch"
}

Key Observations

Cache Hit Rate: 66% (2 out of 3 requests used cached prompt)
Batch API confirmed via service_tier: "batch"
Combined savings: ~50% from both techniques

Data collected: January 2026 System: Washin Village Content Generation

---name: 823-real-batch-results-1a6d339bdescription: 📊 Real Batch API Results---# 📊 Real Batch API Results> Actual API usage data from Washin Village's content generation system## Source File```msgbatch_xxxxx_results.jsonl```## Usage Summary| Metric | Value ||--------|-------|| **Total Requests** | 3 || **Input Tokens** | 3,612 || **Output Tokens** | 6,016 || **Cache Creation** | 1,782 tokens (first request) || **Cache Read** | 3,564 tokens (subsequent requests) || **Service Tier** | `batch` ✅ |## Cost Calculation### Without Optimization```Input: (3,612 + 1,782 + 3,564) × $3.00/MTok = $0.0269Output: 6,016 × $15.00/MTok = $0.0902─────────────────────────────────────────────────────Total: $0.1171```### With Batch API + Prompt Caching```Input (batch): 3,612 × $1.50/MTok = $0.0054Cache write: 1,782 × $3.75/MTok = $0.0067Cache read: 3,564 × $0.30/MTok = $0.0011Output (batch): 6,016 × $7.50/MTok = $0.0451─────────────────────────────────────────────────────Total: $0.0583```### Savings```╔═══════════════════════════════════════════╗║ Without optimization: $0.1171 ║║ With Batch + Cache: $0.0583 ║║ ───────────────────────────────────── ║║ 💰 Saved: $0.0588 (50.2%) ║╚═══════════════════════════════════════════╝```## Projection at Scale| Requests | Without Opt | With Opt | Savings ||----------|-------------|----------|---------|| 100 | $3.90 | $1.94 | $1.96 || 1,000 | $39.03 | $19.43 | $19.60 || 10,000 | $390.30 | $194.30 | **$196.00** |## Evidence### Request #1 (Cache Write)```json{ "input_tokens": 1204, "cache_creation_input_tokens": 1782, "cache_read_input_tokens": 0, "output_tokens": 1986, "service_tier": "batch"}```### Request #2 (Cache Hit!)```json{ "input_tokens": 1204, "cache_creation_input_tokens": 0, "cache_read_input_tokens": 1782, // ← 90% off! "output_tokens": 2016, "service_tier": "batch"}```### Request #3 (Cache Hit!)```json{ "input_tokens": 1204, "cache_creation_input_tokens": 0, "cache_read_input_tokens": 1782, // ← 90% off! "output_tokens": 2014, "service_tier": "batch"}```---## Key Observations1. **Cache Hit Rate: 66%** (2 out of 3 requests used cached prompt)2. **Batch API confirmed** via `service_tier: "batch"`3. **Combined savings: ~50%** from both techniques---*Data collected: January 2026**System: Washin Village Content Generation*

Frequently asked questions

823 Real Batch Results 1a6d339b