llm-cost-latency-budget SKILL.md skillA
llm-cost-latency-budget from mohitagw15856/pm-claude-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add mohitagw15856/pm-claude-skills/llm-cost-latency-budget@git:20261006.b9ea321Pins git:20261006.b9ea321 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- mohitagw15856/pm-claude-skills
- Path
plugins/pm-agentops/skills/llm-cost-latency-budget/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261006.b9ea321, committed Oct 6, 2026
- First version recorded
- Jul 1, 2026
- Size
- 3,978 bytes
- Repository stars
- 1,475
- License
- MIT
Model the cost and latency of an LLM feature before it ships and surprises the bill. Use when asked to estimate LLM API costs, set a latency/token budget, decide which model tier to use, or bring down the cost of an AI feature. Produces a cost & latency budget — token math per request, monthly cost projection, model tiering, caching/streaming levers, p95 latency targets, and a guardrail/alert plan.
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 Budget Skill LLM features have a unit cost and a tail latency that demos hide and production exposes. This skill does the token math up front — what one request costs, what a million cost, where the p95 latency comes from — and lays out the levers (model tiering, caching, prompt trimming) so cost and speed are designed, not discovered. ## Required Inputs Ask for these only if they aren't already provided: - **The request shape** — typical system prompt, user input, retrieved context, and output sizes (in rough tokens). - **Volume** — requests/day now and at target scale; peak concurrency. - **Models in play** — candidate model(s) and their per-token input/output prices. - **Targets** — acceptable cost per request (or per user/month) and the latency users will tolerate (p50 / p95). ## Output Format ### Cost & Latency Budget: [feature] **1. Per-request token math** — a table estimating tokens in/out per call, and the resulting cost at each candidate model's price. | Component | Tokens | $ in | $ out | |---|---|---|---| | System prompt | | | | | Retrieved context | | | | | User input | | | | | Output | | | | | **Per request** | | **$x** | | …
Read the whole file at its exact version.
How to install
mdr add mohitagw15856/pm-claude-skills/llm-cost-latency-budget@sha256:9675c3498c557a63The line at the top of this page pins the label git:20261006.b9ea321, 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_z5d53vrzfup2jvnd)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Jul 1, 2026 and Oct 6, 2026, about one every 96 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261006.b9ea321 latest | 2026-10-06 | b9ea321 | 3,978 B | A | view · diff |
| git:20260701.241d773 | 2026-07-01 | 241d773 | 3,811 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 (3978 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
mohitagw15856/pm-claude-skills · 1,475 stars · license MIT · pushed 2026-10-21 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_z5d53vrzfup2jvnd GET https://markdownregistry.com/api/v1/resolve?ref=mohitagw15856/pm-claude-skills/llm-cost-latency-budget GET https://markdownregistry.com/api/v1/blob/9675c3498c557a6322d5d1fe1d9b394eb99231d9fa95801af7430f72ad06ef81
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.