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Agent skill

Notion Cost Tuning

by jeremylongshore in jeremylongshore/tons-of-skills-marketplace

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

MITAuto-check passedBackend & APIs

Install Notion Cost Tuning

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

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

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace notion-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/notion-cost-tuning .claude/skills/notion-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
notion-cost-tuning
GitHub stars
2.8k
Token cost
~957 tokens
SKILL.md length
390 words
Files
2 (incl. references)
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

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

  • Works in 6 steps: Establish the workload owner,… → Count requests by operation, outcome,… → Identify full scans, duplicate reads,… → …
  • A workload is noisy
  • 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

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

Its SKILL.md is about 960 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 Notion actions require network access and explicit approval

It sits in Backend & APIs. It works with Notion. 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

  • A workload is noisy
  • Infrastructure-heavy
  • With reduce Notion cost
  • Audit Notion request waste

Example prompts

  • “reduce Notion cost”
  • “audit Notion request waste”
  • “tune Notion polling”
  • “/notion-cost-tuning”

Requirements

  • Compatibility (from SKILL.md): Designed for Claude Code; live Notion actions require network access 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. Establish the workload owner, measurement window, freshness objective, and current cost allocation.
  2. Count requests by operation, outcome, tenant, retry, page, and bytes without high-cardinality content labels.
  3. Identify full scans, duplicate reads, unused fields, failed retries, polling overlap, and repeated transformations.
  4. Model filtered queries, cursor checkpoints, webhook signals plus reconciliation, caching, and batching.
  5. Rank changes by saved work, correctness risk, implementation effort, and rollback speed.
  6. Pilot one change with freshness, completeness, error, and cost guardrails.

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 Notion actions require network access and explicit approval

    From compatibility in the SKILL.md frontmatter.

Context cost

Notion Cost Tuning loads about 957 tokens when it runs, and up to ~1.5k if it reads all its reference files. Until then it costs about 74 tokens; SKILL.md has 390 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~74
When it runs · the whole SKILL.md, loaded when a task matches
~957
With references · SKILL.md plus every file in references/, read only if the agent opens them
~1.5k

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). 390 words, ~957 tokens.

Download SKILL.mdSave it as .claude/skills/notion-cost-tuning/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
notion-cost-tuning
description
Reduce Notion integration waste across requests, workers, storage, and downstream processing without inventing API pricing. Use when a workload is noisy, slow, or infrastructure-heavy. Trigger with "reduce Notion cost", "audit Notion request waste", or "tune Notion polling".
allowed-tools
Read, Glob, Grep, Write, Edit
compatibility
Designed for Claude Code; live Notion actions require network access and explicit approval
argument-hint
<workload> <measurement-window> <objective>
version
1.40.0
license
MIT
author
Jeremy Longshore <jeremy@intentsolutions.io>
tags
saas, notion, cost
model
inherit
effort
high

Notion Workload Cost and Waste Review

Overview

Reduce Notion 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 Notion documentation and the selected integration's tested API-version contract.
  • A named workspace owner, content or data owner, and operation owner.
  • Synthetic or approved non-production fixtures with secrets and workspace content removed.

Current Contract

Notion publishes operational limits, not a universal per-request price contract. Measure application infrastructure, queue, storage, observability, and downstream processor costs separately from Notion plan terms. Recheck the dated evidence map before relying on mutable fields, endpoints, versions, limits, or delivery behavior.

Authentication

Use read-only telemetry and redacted request classes. Do not expose content or tokens to cost-analysis systems.

Instructions

  1. Establish the workload owner, measurement window, freshness objective, and current cost allocation.
  2. Count requests by operation, outcome, tenant, retry, page, and bytes without high-cardinality content labels.
  3. Identify full scans, duplicate reads, unused fields, failed retries, polling overlap, and repeated transformations.
  4. Model filtered queries, cursor checkpoints, webhook signals plus reconciliation, caching, and batching.
  5. Rank changes by saved work, correctness risk, implementation effort, and rollback speed.
  6. Pilot one change with freshness, completeness, error, and cost guardrails.

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, credentials, workspace content, user data, file transfer, deployment, capability or sharing changes, writes, spend, or deletion.

Show full SKILL.md (134 more words)Show less

Approval Boundaries

Require data-owner approval for caching content, reducing freshness, changing retention, adding webhooks, or sharing telemetry with a vendor.

Error Handling

  • Do not call an unpriced API request free.
  • Do not reduce reconciliation until completeness evidence exists.
  • Never cache sensitive page content merely to lower compute cost.

Output

Return the baseline, cost boundaries, waste ledger, ranked changes, expected range, pilot result, and rollback threshold. Identify assumptions, owners, expirations, and evidence gaps explicitly.

Examples

  • Replace redundant full scans with cursor-based reconciliation.
  • Reduce retries that repeat permanent validation failures.

Validation

Exercise and record these paths with expected and observed results:

  • cost attribution
  • freshness
  • completeness
  • cache isolation
  • error rate
  • rollback threshold

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 Notion 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/notion-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

Notion Cost Tuning 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.

Notion Cost Tuning compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Notion Cost Tuning this skilljeremylongshore/tons-of-skills-marketplace2.8k—~957Automated safety check: PassMIT
Notion Worker Third-Party Auth Guidemakenotion/workers-template4391 repos~3.5kAutomated safety check: NotesMIT
Add OAuth Providersuperdesigndev/treg5k—~2.5kAutomated safety check: PassCustom licence
Notion Worker Sync Scaffoldmakenotion/workers-template4391 repos~4.6kAutomated safety check: NotesMIT
Notion Workers Sync Guidemakenotion/workers-template4391 repos~3kAutomated safety check: PassMIT
Notion APIintellectronica/agent-skills2951 repos~3.7kAutomated safety check: PassCC0-1.0

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Works with

Categories

Questions about Notion Cost Tuning

What does Notion Cost Tuning do?

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

When should I use Notion Cost Tuning?

Notion Cost Tuning fits situations like: A workload is noisy; infrastructure-heavy; with reduce Notion cost; audit Notion request waste.

How do I install Notion Cost Tuning in Claude Code?

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

How do I install Notion Cost Tuning in Codex?

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

Can I use Notion 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 notion-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/notion-cost-tuning, .gemini/skills/notion-cost-tuning, .github/skills/notion-cost-tuning and .opencode/skills/notion-cost-tuning in your project.

What does Notion Cost Tuning need to run?

SKILL.md names no scripts, command-line tools or credentials: Notion 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 Notion actions require network access and explicit approval.

Does Notion 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 Notion 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 Notion Cost Tuning use?

Notion 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 Notion Cost Tuning use?

About 957 tokens (SKILL.md is roughly 3.8k 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 548 tokens, read only when the agent opens those files.

What are the alternatives to Notion Cost Tuning?

Skills that share tags, products or a category with Notion Cost Tuning: Notion Worker Third-Party Auth Guide (makenotion/workers-template, 439 stars), Add OAuth Provider (superdesigndev/treg, 5k stars), Notion Worker Sync Scaffold (makenotion/workers-template, 439 stars) and Notion Workers Sync Guide (makenotion/workers-template, 439 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Notion 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.