Analyze and reduce avoidable Attio integration cost and load by measuring request volume, query complexity, synchronization churn, and retained data before changing architecture.

MITAuto-check passedBackend & APIs

Install Attio Cost Tuning

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

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

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace attio-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/attio-cost-tuning .claude/skills/attio-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
attio-cost-tuning
GitHub stars
2.8k
Token cost
~976 tokens
SKILL.md length
365 words
Files
2 (incl. references)
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

Analyze and reduce avoidable Attio integration cost and load by measuring request volume, query complexity, synchronization churn, and retained data before changing architecture.

  • Works in 6 steps: Establish request volume, retry… → Identify calls that fetch unused fields,… → Separate offset/cursor traversal costs… → …
  • An Attio workload is wasteful
  • SKILL.md covers Overview, Prerequisites, Tool Discipline and Current Contract, plus 7 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Attio Cost Tuning is an agent skill from jeremylongshore/tons-of-skills-marketplace. Analyze and reduce avoidable Attio integration cost and load by measuring request volume, query complexity, synchronization churn, and retained data before changing architecture. Use when an Attio workload is wasteful or operationally expensive. Trigger with "Attio cost", "reduce Attio API usage", or "Attio sync efficiency".

Its SKILL.md is about 980 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

It sits in Backend & APIs. 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

  • An Attio workload is wasteful
  • Operationally expensive
  • With Attio cost
  • Reduce Attio API usage

Example prompts

  • “Attio cost”
  • “reduce Attio API usage”
  • “Attio sync efficiency”
  • “/attio-cost-tuning”

Requirements

  • Compatibility (from SKILL.md): Designed for Claude Code
  • Pre-approved tools (allowed-tools): Read, Glob, Grep, WebFetch, Write, Edit

Workflow steps

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

  1. Establish request volume, retry amplification, polling frequency, and duplicate-write baseline.
  2. Identify calls that fetch unused fields, repeat stable discovery, or write unchanged values.
  3. Separate offset/cursor traversal costs by endpoint and inspect expensive record or entry filters.
  4. Model candidate changes: cached schema discovery, change detection, bounded concurrency, webhook-assisted sync, or shorter retention.
  5. Quantify impact with ranges and state freshness, reliability, and complexity tradeoffs.
  6. Implement one reversible change and compare it with the same measurement window.

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
    • WebFetch
    • 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

    Links to these hosts (documentation or services it may open):

    • docs.attio.com

    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

    From compatibility in the SKILL.md frontmatter.

Context cost

Attio Cost Tuning loads about 976 tokens when it runs, and up to ~1.5k if it reads all its reference files. Until then it costs about 86 tokens; SKILL.md has 365 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~86
When it runs · the whole SKILL.md, loaded when a task matches
~976
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). 365 words, ~976 tokens.

Download SKILL.mdSave it as .claude/skills/attio-cost-tuning/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
attio-cost-tuning
description
Analyze and reduce avoidable Attio integration cost and load by measuring request volume, query complexity, synchronization churn, and retained data before changing architecture. Use when an Attio workload is wasteful or operationally expensive. Trigger with "Attio cost", "reduce Attio API usage", or "Attio sync efficiency".
allowed-tools
Read, Glob, Grep, WebFetch, Write, Edit
compatibility
Designed for Claude Code
argument-hint
[repository-path] [measurement-window]
version
1.8.0
author
Jeremy Longshore <jeremy@intentsolutions.io>
license
MIT
tags
saas, attio, optimization
model
inherit
effort
high

Attio Workload Cost Review

Overview

This skill optimizes application-controlled workload rather than guessing at plan prices. It converts observed traffic and synchronization behavior into a ranked change proposal.

Prerequisites

  • A representative measurement window and environment
  • Request counts grouped by endpoint, method, status, and caller
  • Query shapes, pagination behavior, and retry counts
  • Current account terms for any commercial decision

Tool Discipline

Use Read, Glob, and Grep to locate polling loops, duplicate writes, query construction, caches, and telemetry. Use WebFetch only for current official Attio documentation. Use Write or Edit after a measured baseline and rollback plan exist.

Current Contract

  • Do not encode fixed prices, entitlements, or savings claims in code or durable guidance.
  • Read and write requests have different published rate-limit tiers; record and entry queries can also incur score-based limits.
  • A lower request count is not automatically better if it increases query complexity or stale-data risk.
  • Webhooks can replace some polling, but delivery is at least once and requires deduplication.

Authentication

Use the existing least-privilege Bearer credential for observation. Cost analysis never requires broader scopes than the workload already uses.

Show full SKILL.md (185 more words)Show less

Instructions

  1. Establish request volume, retry amplification, polling frequency, and duplicate-write baseline.
  2. Identify calls that fetch unused fields, repeat stable discovery, or write unchanged values.
  3. Separate offset/cursor traversal costs by endpoint and inspect expensive record or entry filters.
  4. Model candidate changes: cached schema discovery, change detection, bounded concurrency, webhook-assisted sync, or shorter retention.
  5. Quantify impact with ranges and state freshness, reliability, and complexity tradeoffs.
  6. Implement one reversible change and compare it with the same measurement window.

Approval Boundaries

Do not change commercial plans, delete retained data, reduce audit history, or replace polling with webhooks without owner review of reliability and recovery behavior.

Output

Return baseline metrics, top cost or load drivers, ranked proposals, assumptions, selected change, rollback trigger, and post-change comparison.

Error Handling

ConditionResponse
No reliable telemetryInstrument first; label estimates as unverified.
Provider pricing is neededConsult the current account and official commercial source.
Optimization increases 429sReduce concurrency or query complexity and roll back.
Fewer calls create stale dataRestore the prior freshness boundary.

Examples

Input:

text
window=seven representative days; symptom=repeated object-schema reads

Expected handoff:

text
baseline=measured; change=bounded schema cache; freshness=preserved; rollback=defined

Resources

© 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/attio-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

Attio 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.

Attio Cost Tuning compared with similar skills
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Sub2API AdminWei-Shaw/sub2api44k1 repos~717Automated safety check: PassLGPL-3.0
Firecrawl Build Onboardingfirecrawl/firecrawl190k1 repos~1.4kAutomated safety check: NotesISC
Obsidian BasesAtmosphere/atmosphere3.8k22 repos~3.2kAutomated safety check: PassApache-2.0

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Categories

Questions about Attio Cost Tuning

What does Attio Cost Tuning do?

Analyze and reduce avoidable Attio integration cost and load by measuring request volume, query complexity, synchronization churn, and retained data before changing architecture. Attio Cost Tuning is an agent skill from jeremylongshore/tons-of-skills-marketplace. Analyze and reduce avoidable Attio integration cost and load by measuring request volume, query complexity, synchronization churn, and retained data before changing architecture.

When should I use Attio Cost Tuning?

Attio Cost Tuning fits situations like: an Attio workload is wasteful; operationally expensive; with Attio cost; reduce Attio API usage.

How do I install Attio Cost Tuning in Claude Code?

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

How do I install Attio Cost Tuning in Codex?

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

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

What does Attio Cost Tuning need to run?

SKILL.md names no scripts, command-line tools or credentials: Attio Cost Tuning is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Glob, Grep, WebFetch, Write, Edit. Compatibility (from SKILL.md): Designed for Claude Code.

Does Attio Cost Tuning access the network?

SKILL.md names 1 domain. As links in the text: docs.attio.com. This is read from the text; nothing was executed.

Is Attio 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 Attio Cost Tuning use?

Attio 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 Attio Cost Tuning use?

About 976 tokens (SKILL.md is roughly 3.9k 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 528 tokens, read only when the agent opens those files.

What are the alternatives to Attio Cost Tuning?

Skills that share tags, products or a category with Attio Cost Tuning: Configuring Horizon (coollabsio/coolify, 63k stars), Nestjs Best Practices (rolling-scopes/rsschool-app, 10k stars), Sub2API Admin (Wei-Shaw/sub2api, 44k stars) and Firecrawl Build Onboarding (firecrawl/firecrawl, 190k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Attio 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.