Reduce OneNote integration waste across requests, workers, storage, and downstream processing without inventing API pricing.

MITAuto-check passedDevOps & Cloud

Install Onenote Cost Tuning

skills CLI
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill onenote-cost-tuning -a claude-code

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

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace onenote-cost-tuning --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/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/.curated/onenote-cost-tuning .claude/skills/onenote-cost-tuning && 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/

Facts

Skill name
onenote-cost-tuning
GitHub stars
2.8k
Token cost
~1k tokens
SKILL.md length
413 words
Files
2 (incl. references)
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

Reduce OneNote integration waste across requests, workers, storage, and downstream processing without inventing API pricing.

  • Works in 6 steps: Define the owner, measurement window,… → Measure requests by operation, outcome,… → Find all-pages scans, unused fields,… → …
  • Synchronization workload is expensive
  • SKILL.md covers Overview, Prerequisites, Current Contract and Authentication, plus 8 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Onenote Cost Tuning is an agent skill from jeremylongshore/tons-of-skills-marketplace. Reduce OneNote integration waste across requests, workers, storage, and downstream processing without inventing API pricing. Use when a polling or synchronization workload is expensive or noisy. Trigger with "reduce OneNote cost", "audit OneNote request waste", or "tune OneNote polling".

Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/official-docs.md`). Compatibility notes: Designed for Claude Code; live OneNote actions require network access, delegated authentication, and explicit approval

It sits in DevOps & Cloud. The repository describes itself as: Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com. The licence is MIT.

When your agent uses it

  • Synchronization workload is expensive
  • With reduce OneNote cost
  • Audit OneNote request waste
  • Tune OneNote polling

Example prompts

  • “reduce OneNote cost”
  • “audit OneNote request waste”
  • “tune OneNote polling”
  • “/onenote-cost-tuning”

Requirements

  • Compatibility (from SKILL.md): Designed for Claude Code; live OneNote actions require network access, delegated authentication, and explicit approval
  • Pre-approved tools (allowed-tools): Read, Glob, Grep, Write, Edit

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. Define the owner, measurement window, freshness objective, and cost allocation boundaries.
  2. Measure requests by operation, outcome, location, page count, bytes, retry, and worker time.
  3. Find all-pages scans, unused fields, redundant hierarchy calls, duplicate retries, and overlapping pollers.
  4. Model savings from section scoping, field selection, expansion, caching, batching, and slower polling.
  5. Canary one change while measuring completeness, latency, throttling, and downstream backlog.
  6. Adopt only verified savings with rollback thresholds and a recurring regression owner.

What it can do on your machine

Read from SKILL.md and the folder at commit cfae287. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read
    • Glob
    • Grep
    • Write
    • Edit

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    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.

  • Compatibility

    Designed for Claude Code; live OneNote actions require network access, delegated authentication, and explicit approval

    From compatibility in the SKILL.md frontmatter.

Context cost

Onenote Cost Tuning loads about 1k tokens when it runs, and up to ~1.7k if it reads all its reference files. Until then it costs about 77 tokens; SKILL.md has 413 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~77
When it runs · the whole SKILL.md, loaded when a task matches
~1k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~1.7k

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 jeremylongshore/tons-of-skills-marketplace at commit cfae287, republished under its MIT licence (© jeremylongshore). 413 words, ~1,011 tokens.

Download SKILL.mdSave it as .claude/skills/onenote-cost-tuning/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
onenote-cost-tuning
description
Reduce OneNote integration waste across requests, workers, storage, and downstream processing without inventing API pricing. Use when a polling or synchronization workload is expensive or noisy. Trigger with "reduce OneNote cost", "audit OneNote request waste", or "tune OneNote polling".
allowed-tools
Read, Glob, Grep, Write, Edit
compatibility
Designed for Claude Code; live OneNote actions require network access, delegated authentication, and explicit approval
argument-hint
<workload> <measurement-window> <freshness-objective>
version
1.7.0
license
MIT
author
Jeremy Longshore <jeremy@intentsolutions.io>
tags
saas, onenote, cost
model
inherit
effort
high

OneNote Workload Cost and Waste Review

Overview

Reduce OneNote integration waste across requests, workers, storage, and downstream processing without inventing API pricing.. This workflow produces an auditable decision or artifact before any live action.

Prerequisites

  • Current first-party Microsoft Graph OneNote documentation and the selected integration's tested contract.
  • Named identity, content, workload, security, and operations owners appropriate to the requested scope.
  • Synthetic or approved non-production fixtures with secrets and real notebook content removed.

Current Contract

Microsoft publishes service limits, not a universal per-request OneNote price. Cost analysis must separate Microsoft licensing from application compute, queues, storage, observability, retries, and downstream processors. Recheck the dated evidence map before relying on mutable permissions, limits, SDK behavior, supported resources, or cloud availability.

Authentication

Use aggregated content-free telemetry under a delegated-user alias. Do not export page titles, bodies, tokens, or tenant identifiers to a cost tool without data-owner approval.

Instructions

  1. Define the owner, measurement window, freshness objective, and cost allocation boundaries.
  2. Measure requests by operation, outcome, location, page count, bytes, retry, and worker time.
  3. Find all-pages scans, unused fields, redundant hierarchy calls, duplicate retries, and overlapping pollers.
  4. Model savings from section scoping, field selection, expansion, caching, batching, and slower polling.
  5. Canary one change while measuring completeness, latency, throttling, and downstream backlog.
  6. Adopt only verified savings with rollback thresholds and a recurring regression owner.

Tool Discipline

Use Read, Glob, and Grep to inspect documentation, configuration, code, fixtures, and evidence. Use Write and Edit only for approved repository artifacts. Invocation alone does not authorize network access, delegated credentials, tenant or notebook content, consent, file transfer, deployment, writes, spend, sharing changes, or deletion.

Show full SKILL.md (142 more words)Show less

Approval Boundaries

Require the data owner before adding telemetry dimensions or caches. Require workload-owner approval before changing freshness objectives or retention.

Error Handling

  • Do not claim savings from unverified Microsoft plan pricing.
  • Do not optimize by sharding across identities to evade limits.
  • Reject any change that reduces reconciliation completeness.

Output

Return the baseline, waste map, cost model, proposed controls, canary evidence, verified savings range, and rollback triggers. Identify assumptions, owners, expirations, and evidence gaps explicitly.

Examples

  • Replace a broad pages scan with section-scoped reads and selected fields.
  • Measure whether expansion reduces calls without creating oversized responses.

Validation

Exercise and record these paths with expected and observed results:

  • full scan
  • duplicate retry
  • cache miss
  • poll overlap
  • backlog
  • rollback

Resources

  • Current first-party evidence map — recheck dated sources before relying on mutable behavior.
  • Treat observed tenant behavior as environment-specific evidence, never a universal OneNote guarantee.

© jeremylongshore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 1 other file (references) in skills/.curated/onenote-cost-tuning of jeremylongshore/tons-of-skills-marketplace.

  • SKILL.md
  • references/official-docs.md

Open the folder on GitHubat commit cfae287

Compare with similar skills

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Vercel Optimize Auditvercel-labs/agent-skills32k8 repos~4.3kAutomated safety check: PassNone
Analyze GitHub Action Logswithastro/astro63k1 repos~1.3kAutomated safety check: PassCustom licence
Openclaw Live Updateropenclaw/openclaw392k—~3.7kAutomated safety check: PassMIT

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Categories

Questions about Onenote Cost Tuning

What does Onenote Cost Tuning do?

Reduce OneNote integration waste across requests, workers, storage, and downstream processing without inventing API pricing. Onenote Cost Tuning is an agent skill from jeremylongshore/tons-of-skills-marketplace. Reduce OneNote integration waste across requests, workers, storage, and downstream processing without inventing API pricing.

When should I use Onenote Cost Tuning?

Onenote Cost Tuning fits situations like: synchronization workload is expensive; with reduce OneNote cost; audit OneNote request waste; tune OneNote polling.

How do I install Onenote Cost Tuning in Claude Code?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill onenote-cost-tuning -a claude-code`. Or copy the skill folder (skills/.curated/onenote-cost-tuning in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/onenote-cost-tuning in your project. Claude Code loads it when a task matches its description.

How do I install Onenote Cost Tuning in Codex?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill onenote-cost-tuning -a codex`. Or copy the skill folder (skills/.curated/onenote-cost-tuning in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/onenote-cost-tuning in your project. Codex loads it when a task matches its description.

Can I use Onenote Cost Tuning 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 jeremylongshore/tons-of-skills-marketplace --skill onenote-cost-tuning -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/onenote-cost-tuning, .gemini/skills/onenote-cost-tuning, .github/skills/onenote-cost-tuning and .opencode/skills/onenote-cost-tuning in your project.

What does Onenote Cost Tuning need to run?

SKILL.md names no scripts, command-line tools or credentials: Onenote Cost Tuning is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Glob, Grep, Write, Edit. Compatibility (from SKILL.md): Designed for Claude Code; live OneNote actions require network access, delegated authentication, and explicit approval.

Does Onenote Cost Tuning access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Onenote Cost Tuning 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 Onenote Cost Tuning use?

Onenote Cost Tuning is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Onenote Cost Tuning use?

About 1k tokens (SKILL.md is roughly 4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 675 tokens, read only when the agent opens those files.

What are the alternatives to Onenote Cost Tuning?

Skills that share tags, products or a category with Onenote Cost Tuning: Monitor CI (nrwl/nx, 29k stars), Terraform and OpenTofu Guide (agentscope-ai/QwenPaw, 36k stars), Vercel Optimize Audit (vercel-labs/agent-skills, 32k stars) and Analyze GitHub Action Logs (withastro/astro, 63k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Onenote Cost Tuning?

jeremylongshore (a GitHub user) maintains it in jeremylongshore/tons-of-skills-marketplace, which has 2,827 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 10, 2026.

Source: jeremylongshore/tons-of-skills-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.