TimesFM Forecasting
google-research/timesfm
Forecasts any univariate time series zero-shot with Google's TimesFM model, returning point forecasts and calibrated prediction intervals without training.
Govern Bright Data usage with product-aware units, workload attribution, budgets, and abort thresholds without hard-coded prices.
Install Brightdata Cost Tuning
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill brightdata-cost-tuning -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace brightdata-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/brightdata-cost-tuning .claude/skills/brightdata-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 "brightdata-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/brightdata-cost-tuning into .claude/skills/brightdata-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brightdata-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/brightdata-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 brightdata-cost-tuning -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace brightdata-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/brightdata-cost-tuning .agents/skills/brightdata-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 "brightdata-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/brightdata-cost-tuning into .agents/skills/brightdata-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brightdata-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 brightdata-cost-tuning -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace brightdata-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/brightdata-cost-tuning .cursor/skills/brightdata-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 "brightdata-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/brightdata-cost-tuning into .cursor/skills/brightdata-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brightdata-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/brightdata-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 brightdata-cost-tuning -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace brightdata-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/brightdata-cost-tuning .gemini/skills/brightdata-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 "brightdata-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/brightdata-cost-tuning into .gemini/skills/brightdata-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brightdata-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 brightdata-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 brightdata-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/brightdata-cost-tuning .github/skills/brightdata-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 "brightdata-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/brightdata-cost-tuning into .github/skills/brightdata-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brightdata-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 brightdata-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 brightdata-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/brightdata-cost-tuning .opencode/skills/brightdata-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 "brightdata-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/brightdata-cost-tuning into .opencode/skills/brightdata-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brightdata-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
brightdata-cost-tuning- GitHub stars
- 2.8k
- Token cost
- ~952 tokens
- SKILL.md length
- 363 words
- Files
- 2 (incl. references)
- Skills in repo
- 3,342
- Repo updated
- First seen
- Licence
- MIT
At a glance
Govern Bright Data usage with product-aware units, workload attribution, budgets, and abort thresholds without hard-coded prices.
- Works in 4 steps: Map cost-driving units → Attribute every operation → Forecast scenarios → …
- Reducing collection spend
- SKILL.md covers Overview, Prerequisites, Instructions and Tool Discipline, plus 4 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Brightdata Cost Tuning is an agent skill from jeremylongshore/tons-of-skills-marketplace. Govern Bright Data usage with product-aware units, workload attribution, budgets, and abort thresholds without hard-coded prices. Use when forecasting or reducing collection spend. Trigger with: "estimate Bright Data cost", "add a Bright Data budget", "reduce Bright Data usage".
Its SKILL.md is about 950 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 current account usage data, approved workload ownership, and finance-defined budget thresholds
It sits in Data & Analytics, covering Forecasting and time series. It works with Bright Data. 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
- Reducing collection spend
- With: estimate Bright Data cost
- Add a Bright Data budget
- Reduce Bright Data usage
Example prompts
- “estimate Bright Data cost”
- “add a Bright Data budget”
- “reduce Bright Data usage”
- “/brightdata-cost-tuning”
Requirements
- Compatibility (from SKILL.md): Requires current account usage data, approved workload ownership, and finance-defined budget thresholds
- Pre-approved tools (allowed-tools): Read, Grep, Write, Edit
Workflow steps
4 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.
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.brightdata.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 current account usage data, approved workload ownership, and finance-defined budget thresholds
From compatibility in the SKILL.md frontmatter.
Context cost
Brightdata Cost Tuning loads about 952 tokens when it runs, and up to ~1.1k if it reads all its reference files. Until then it costs about 76 tokens; SKILL.md has 363 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). 363 words, ~952 tokens.
Download SKILL.mdSave it as
.claude/skills/brightdata-cost-tuning/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- brightdata-cost-tuning
- description
- Govern Bright Data usage with product-aware units, workload attribution, budgets, and abort thresholds without hard-coded prices. Use when forecasting or reducing collection spend. Trigger with: "estimate Bright Data cost", "add a Bright Data budget", "reduce Bright Data usage".
- allowed-tools
- Read, Grep, Write, Edit
- compatibility
- Requires current account usage data, approved workload ownership, and finance-defined budget thresholds
- version
- 2.0.0
- argument-hint
- [workload-or-usage-export]
- model
- inherit
- effort
- high
- license
- MIT
- author
- Jeremy Longshore <jeremy@intentsolutions.io>
- tags
- saas, web-data, bright-data, cost-tuning, operations
Bright Data Cost and Usage Governance
Overview
Translate an approved workload into measurable provider and internal units, attribute them to an owner, and stop work before cost or scope escapes. Read current account and contract data at decision time; do not encode volatile prices in source.
Prerequisites
- A workload manifest with owner, purpose, target, fields, product, and schedule
- Current Bright Data usage or billing export and contract terms
- Finance-approved forecast, alert, and abort thresholds
Instructions
Step 1: Map cost-driving units
Read usage evidence and Grep the implementation for product choice, attempts, retries, concurrency, bytes, browser time, snapshot records, downloads, delivery, storage, and downstream processing. Label provider-reported units separately from local estimates.
Step 2: Attribute every operation
Write or Edit a usage envelope containing workload ID, owner, environment, product, target class, maximum attempts, maximum bytes or records, schedule, retention, and approved destination. Reject unattributed operations.
Step 3: Forecast scenarios
Calculate baseline, expected, and worst-authorized cases from current contract inputs. Model retries and duplicate processing explicitly, but do not assume a global provider request limit or a universal price.
Step 4: Enforce and reconcile
Add preflight budgets, in-run alerts, hard abort thresholds, and post-run reconciliation against provider evidence. Investigate variance by product, target, failure class, byte volume, and duplicate work before raising a budget.
Show full SKILL.md (151 more words)Show less
Tool Discipline
Use Read and Grep for usage, billing, and implementation inspection. Use Write and Edit for the usage envelope, forecast, alerts, tests, and reconciliation record. This skill does not change a plan, purchase capacity, or run collection traffic.
Output
- Product-aware unit and ownership map
- Three-scenario forecast with sourced inputs
- Alert, abort, reconciliation, and variance controls
Examples
A batch has a maximum snapshot-record count, transfer-byte ceiling, retry budget, storage retention, and owner tag. The run stops at its authorized boundary and reconciles provider usage before the next schedule is approved.
Error Handling
| Failure | Meaning | Response |
|---|---|---|
| Current contract inputs are unavailable | Forecast lacks an authority | Mark cost unknown and block expansion |
| Usage has no workload owner | Spend is unattributed | Quarantine the schedule until ownership is assigned |
| Variance comes from duplicate delivery | Processing is not idempotent | Fix deduplication before increasing the budget |
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/brightdata-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
Brightdata 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 |
|---|---|---|---|---|---|---|
| Brightdata Cost Tuning this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~952 | Automated safety check: Pass | MIT | |
| TimesFM Forecastinggoogle-research/timesfm | 34k | — | ~4.7k | Automated safety check: Pass | Apache-2.0 | |
| StatsmodelszLanqing/codex-claude-academic-skills | 4.7k | 15 repos | ~4.9k | Automated safety check: Pass | BSD-3-Clause | |
| Timesfm ForecastingzLanqing/codex-claude-academic-skills | 4.7k | 3 repos | ~7.5k | Automated safety check: Notes | Apache-2.0 | |
| Find Hypertable Candidatestimescale/pg-aiguide | 1.9k | 1 repos | ~2.6k | Automated safety check: Pass | Apache-2.0 | |
| Pensieve Searcharkohut/pensieve | 1.4k | — | ~8.2k | Automated safety check: Pass | Apache-2.0 |
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Related
Works with
Categories
Questions about Brightdata Cost Tuning
What does Brightdata Cost Tuning do?
Govern Bright Data usage with product-aware units, workload attribution, budgets, and abort thresholds without hard-coded prices. Brightdata Cost Tuning is an agent skill from jeremylongshore/tons-of-skills-marketplace. Govern Bright Data usage with product-aware units, workload attribution, budgets, and abort thresholds without hard-coded prices.
When should I use Brightdata Cost Tuning?
Brightdata Cost Tuning fits situations like: reducing collection spend; with: estimate Bright Data cost; add a Bright Data budget; reduce Bright Data usage.
How do I install Brightdata Cost Tuning in Claude Code?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill brightdata-cost-tuning -a claude-code`. Or copy the skill folder (skills/.curated/brightdata-cost-tuning in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/brightdata-cost-tuning in your project. Claude Code loads it when a task matches its description.
How do I install Brightdata Cost Tuning in Codex?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill brightdata-cost-tuning -a codex`. Or copy the skill folder (skills/.curated/brightdata-cost-tuning in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/brightdata-cost-tuning in your project. Codex loads it when a task matches its description.
Can I use Brightdata 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 brightdata-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/brightdata-cost-tuning, .gemini/skills/brightdata-cost-tuning, .github/skills/brightdata-cost-tuning and .opencode/skills/brightdata-cost-tuning in your project.
What does Brightdata Cost Tuning need to run?
SKILL.md names no scripts, command-line tools or credentials: Brightdata Cost Tuning is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Grep, Write, Edit. Compatibility (from SKILL.md): Requires current account usage data, approved workload ownership, and finance-defined budget thresholds.
Does Brightdata Cost Tuning access the network?
SKILL.md names 1 domain. As links in the text: docs.brightdata.com. This is read from the text; nothing was executed.
Is Brightdata 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 Brightdata Cost Tuning use?
Brightdata 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 Brightdata Cost Tuning use?
About 952 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 184 tokens, read only when the agent opens those files.
What are the alternatives to Brightdata Cost Tuning?
Skills that share tags, products or a category with Brightdata Cost Tuning: TimesFM Forecasting (google-research/timesfm, 34k stars), Statsmodels (zLanqing/codex-claude-academic-skills, 4.7k stars), Timesfm Forecasting (zLanqing/codex-claude-academic-skills, 4.7k stars) and Find Hypertable Candidates (timescale/pg-aiguide, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Brightdata 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.