Sync Upstream
nyaruka/phonenumbers
Sync this Go port with a new upstream google/libphonenumber release — regenerate the embedded metadata and reconcile the ported Java logic.
Reduce unnecessary Flexport traffic and processing without making unsupported API pricing claims.
Install Flexport Cost Tuning
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill flexport-cost-tuning -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace flexport-cost-tuning --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ 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/flexport-cost-tuning .claude/skills/flexport-cost-tuning && rm -rf skills-srcUse ~/.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/
Install the "flexport-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/flexport-cost-tuning into .claude/skills/flexport-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flexport-cost-tuning", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/flexport-cost-tuningType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill flexport-cost-tuning -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace flexport-cost-tuning --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/.curated/flexport-cost-tuning .agents/skills/flexport-cost-tuning && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "flexport-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/flexport-cost-tuning into .agents/skills/flexport-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flexport-cost-tuning", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill flexport-cost-tuning -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace flexport-cost-tuning --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/.curated/flexport-cost-tuning .cursor/skills/flexport-cost-tuning && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "flexport-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/flexport-cost-tuning into .cursor/skills/flexport-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flexport-cost-tuning", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/jeremylongshore/tons-of-skills-marketplace.git --path skills/.curated/flexport-cost-tuning--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill flexport-cost-tuning -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace flexport-cost-tuning --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/.curated/flexport-cost-tuning .gemini/skills/flexport-cost-tuning && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "flexport-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/flexport-cost-tuning into .gemini/skills/flexport-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flexport-cost-tuning", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install jeremylongshore/tons-of-skills-marketplace flexport-cost-tuningInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill flexport-cost-tuning -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/.curated/flexport-cost-tuning .github/skills/flexport-cost-tuning && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "flexport-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/flexport-cost-tuning into .github/skills/flexport-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flexport-cost-tuning", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill flexport-cost-tuning -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace flexport-cost-tuning --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/.curated/flexport-cost-tuning .opencode/skills/flexport-cost-tuning && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "flexport-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/flexport-cost-tuning into .opencode/skills/flexport-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flexport-cost-tuning", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
flexport-cost-tuning- GitHub stars
- 2.8k
- Token cost
- ~1.1k tokens
- SKILL.md length
- 412 words
- Files
- 2 (incl. references)
- Skills in repo
- 3,342
- Repo updated
- First seen
- Licence
- MIT
At a glance
Reduce unnecessary Flexport traffic and processing without making unsupported API pricing claims.
- Works in 6 steps: Name the outcome → Set freshness classes → Use events as hints → …
- Payload expansion
- SKILL.md covers Overview, Prerequisites, Instructions and Authentication, plus 5 more sections
- Reaches api.flexport.com and mcp.flexport.com
What it does
Flexport Cost Tuning is an agent skill from jeremylongshore/tons-of-skills-marketplace. Reduce unnecessary Flexport traffic and processing without making unsupported API pricing claims. Use when tuning polling, pagination, payload expansion, cache freshness, or reconciliation volume. Trigger with: "optimize Flexport requests", "reduce Flexport polling", "tune shipment freshness".
Its SKILL.md is about 1.1k 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: Requires request metrics, business freshness objectives, and current endpoint pagination/expansion documentation.
It sits in Business, Finance & HR, covering Accounting and bookkeeping. 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
- Payload expansion
- Cache freshness
- Reconciliation volume
- With: optimize Flexport requests
Example prompts
- “optimize Flexport requests”
- “reduce Flexport polling”
- “tune shipment freshness”
- “/flexport-cost-tuning”
Requirements
- Compatibility (from SKILL.md): Requires request metrics, business freshness objectives, and current endpoint pagination/expansion documentation.
- Pre-approved tools (allowed-tools): Read, Grep, Write, Edit
Workflow steps
6 steps, taken from the step headings in SKILL.md.
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:
ReadGrepWriteEdit
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are yaml).
From the folder's file list and the shell code blocks in SKILL.md.
Network
Hosts in commands or code, which the agent is likely to contact:
api.flexport.commcp.flexport.com
Also links to:
developers.flexport.comapidocs.flexport.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
Requires request metrics, business freshness objectives, and current endpoint pagination/expansion documentation.
From compatibility in the SKILL.md frontmatter.
Context cost
Flexport Cost Tuning loads about 1.1k tokens when it runs, and up to ~1.3k if it reads all its reference files. Until then it costs about 79 tokens; SKILL.md has 412 words of instructions outside code blocks.
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). 412 words, ~1,096 tokens.
Download SKILL.mdSave it as
.claude/skills/flexport-cost-tuning/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- flexport-cost-tuning
- description
- Reduce unnecessary Flexport traffic and processing without making unsupported API pricing claims. Use when tuning polling, pagination, payload expansion, cache freshness, or reconciliation volume. Trigger with: "optimize Flexport requests", "reduce Flexport polling", "tune shipment freshness".
- allowed-tools
- Read, Grep, Write, Edit
- compatibility
- Requires request metrics, business freshness objectives, and current endpoint pagination/expansion documentation.
- version
- 2.0.0
- argument-hint
- [workload-freshness-objective]
- model
- inherit
- effort
- high
- license
- MIT
- author
- Jeremy Longshore <jeremy@intentsolutions.io>
- tags
- saas, flexport, optimization, operations
Flexport Request-Volume and Freshness Tuning
Overview
Optimize volume and latency against business freshness, not a fabricated per-request bill. Prefer event-driven invalidation plus bounded reconciliation and measured page/expansion choices.
Prerequisites
- Baseline request counts by operation and outcome
- Business-approved freshness and recovery windows
- Metrics for pages read, expansions, cache hits, and reconciliation lag
Instructions
Step 1: Name the outcome
Tie each request to shipment tracking, trade document ingestion, invoice reconciliation, or booking—not generic synchronization.
Step 2: Set freshness classes
Define active-shipment, completed-shipment, invoice, and reference-data windows from operational need; do not hard-code invented provider change rates.
Step 3: Use events as hints
Let authenticated webhooks trigger targeted reads, then run bounded periodic reconciliation for missed deliveries.
Step 4: Trim reads
Stop pagination at the required window, request only supported expansions, and avoid expansion on invoice index calls where Flexport recommends against it.
Step 5: Cache safely
Cache read-only reference results under an explicit TTL and invalidate on evidence; never cache credentials, authorization decisions, or mutable booking approval.
Step 6: Prove the change
Compare request count, stale-result rate, reconciliation time, and provider errors before and after; roll back if correctness worsens.
Authentication
REST calls authenticate with a cached OAuth 2.0 client-credentials Bearer token using audience https://api.flexport.com, or an explicitly accepted broad API key. Use distinct credentials per workload and never log credentials or tokens. MCP calls use the authenticated connection to https://mcp.flexport.com/mcp and remain subject to each tool's documented account permissions.
Show full SKILL.md (174 more words)Show less
Tool Discipline
Use Read and Grep for discovery and evidence. Use Write or Edit only for the approved artifact, code, configuration, test, or receipt described by this workflow; do not make an unapproved Flexport-side change.
Output
- Scoped decision or implementation artifact
- Redacted operation and validation receipt
- Failure, rollback, and follow-up ownership record
Return a machine-reviewable receipt in this shape; adapt the operation values, but never place credentials or provider payloads in it:
surface: rest-v3
operation: shipment-read
decision: approved
outcome: verified
evidence:
release_sha: recorded-out-of-band
provider_reference: redacted
rollback_owner: logistics-platformExamples
A shipment dashboard refreshes active records from verified events and a bounded reconciler, while completed shipments use a longer application TTL. The report claims fewer requests, not undocumented Flexport cost savings.
Error Handling
| Failure | Response |
|---|---|
| Freshness objective absent | Stop optimization until the business owner defines acceptable staleness. |
| Cache serves stale critical state | Bypass and reconcile, then shorten or event-invalidate that class. |
| Expansion causes latency | Remove it from index calls and fetch detail only for selected records. |
| Volume drops but gaps rise | Roll back and restore the last proven reconciliation window. |
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/flexport-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
Flexport 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Flexport Cost Tuning this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Sync Upstreamnyaruka/phonenumbers | 1.6k | — | ~2.8k | Automated safety check: Pass | MIT | |
| Radiology Tablehuang-sir1/radiology-skills | 1.9k | — | ~1.3k | Automated safety check: Pass | Custom licence | |
| ERPClaw ERP Controlleravansaber/erpclaw | 116 | — | ~18k | Automated safety check: Pass | GPL-3.0 | |
| Odoo Agency Fleet Reviewerpipe-org/mcp-odoo | 421 | — | ~699 | Automated safety check: Pass | MIT | |
| Beancount Closebex-co/beancount-io | 297 | — | ~1.4k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Flexport Cost Tuning
What does Flexport Cost Tuning do?
Reduce unnecessary Flexport traffic and processing without making unsupported API pricing claims. Flexport Cost Tuning is an agent skill from jeremylongshore/tons-of-skills-marketplace. Reduce unnecessary Flexport traffic and processing without making unsupported API pricing claims.
When should I use Flexport Cost Tuning?
Flexport Cost Tuning fits situations like: payload expansion; cache freshness; reconciliation volume; with: optimize Flexport requests.
How do I install Flexport Cost Tuning in Claude Code?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill flexport-cost-tuning -a claude-code`. Or copy the skill folder (skills/.curated/flexport-cost-tuning in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/flexport-cost-tuning in your project. Claude Code loads it when a task matches its description.
How do I install Flexport Cost Tuning in Codex?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill flexport-cost-tuning -a codex`. Or copy the skill folder (skills/.curated/flexport-cost-tuning in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/flexport-cost-tuning in your project. Codex loads it when a task matches its description.
Can I use Flexport 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 flexport-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/flexport-cost-tuning, .gemini/skills/flexport-cost-tuning, .github/skills/flexport-cost-tuning and .opencode/skills/flexport-cost-tuning in your project.
What does Flexport Cost Tuning need to run?
SKILL.md names no scripts, command-line tools or credentials: Flexport Cost Tuning is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Grep, Write, Edit. Compatibility (from SKILL.md): Requires request metrics, business freshness objectives, and current endpoint pagination/expansion documentation..
Does Flexport Cost Tuning access the network?
SKILL.md names 4 domains. In commands or code: api.flexport.com and mcp.flexport.com; the agent is likely to contact these when it follows the instructions. As links in the text: developers.flexport.com and apidocs.flexport.com. This is read from the text; nothing was executed.
Is Flexport 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 Flexport Cost Tuning use?
Flexport 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 Flexport Cost Tuning use?
About 1.1k tokens (SKILL.md is roughly 4.4k 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 228 tokens, read only when the agent opens those files.
What are the alternatives to Flexport Cost Tuning?
Skills that share tags, products or a category with Flexport Cost Tuning: Sync Upstream (nyaruka/phonenumbers, 1.6k stars), Radiology Table (huang-sir1/radiology-skills, 1.9k stars), ERPClaw ERP Controller (avansaber/erpclaw, 116 stars) and Odoo Agency Fleet Review (erpipe-org/mcp-odoo, 421 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Flexport 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.