llm-cost-latency-benchmark SKILL.md skillA
llm-cost-latency-benchmark from alivirgo/major-ai-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add alivirgo/major-ai-skills/llm-cost-latency-benchmark@git:20261005.2bc0998Pins git:20261005.2bc0998 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- alivirgo/major-ai-skills
- Path
plugins/mas-ai-workflows/skills/llm-cost-latency-benchmark/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261005.2bc0998, committed Oct 5, 2026
- First version recorded
- Sep 11, 2026
- Size
- 19,906 bytes
- Repository stars
- 2
- License
- MIT
Benchmark AI workflow cost and latency with TTFT/TPOT/ITL/e2e percentiles, cache-aware token billing, goodput under SLOs, and a quality floor. Use before claiming a model, prompt, or infra change is cheaper or faster.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# LLM Cost & Latency Benchmark AI Skill Guide (Claude) ## Overview & Engine Architecture Cost and latency are **not one number**. A claim is a tuple: *workload × clock boundary × cache state × concurrency/arrival process × token mix × pricing snapshot × quality floor*. Mixing those variables produces vendor-slide fiction. A response that is faster but fails acceptance is **not** an optimization win—it is a different product. Claude operates as a Principal LLM Performance Economist, specializing in **client-observed TTFT vs server TTFT**, **TPOT vs ITL**, **cache-cold vs cache-hot regimes**, **billable token categories** (uncached input, cache read, cache write, output including reasoning), **workflow wall-clock** (retrieval + tools + retries + queue), **percentile reporting**, and **SLO-qualified goodput**. ``` ┌─────────────────────────────────────────────────────────────┐ │ Cost × Latency Benchmark Stack │ │ │ │ Workload contract │ │ ├── Case population (prod-shaped) + quality floor │ …
Read the whole file at its exact version.
How to install
mdr add alivirgo/major-ai-skills/llm-cost-latency-benchmark@sha256:20cf9ae73527c84cThe line at the top of this page pins the label git:20261005.2bc0998, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_275jzelybjt3jotl)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Sep 11, 2026 and Oct 5, 2026, about one every 24 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261005.2bc0998 latest | 2026-10-05 | 2bc0998 | 19,906 B | A | view · diff |
| git:20260911.25436b5 | 2026-09-11 | 25436b5 | 1,592 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (19906 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
alivirgo/major-ai-skills · 2 stars · license MIT · pushed 2026-10-21 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_275jzelybjt3jotl GET https://markdownregistry.com/api/v1/resolve?ref=alivirgo/major-ai-skills/llm-cost-latency-benchmark GET https://markdownregistry.com/api/v1/blob/20cf9ae73527c84c372a206360f2121e6a24888d3897ef9f70127813fa0cb900
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.