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.
Optimize Devin Desktop (formerly Windsurf) licensing through current plan, seat, quota, and extra-usage analysis.
Install Windsurf Cost Tuning
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill windsurf-cost-tuning -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace windsurf-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/windsurf-cost-tuning .claude/skills/windsurf-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 "windsurf-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/windsurf-cost-tuning into .claude/skills/windsurf-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "windsurf-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/windsurf-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 windsurf-cost-tuning -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace windsurf-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/windsurf-cost-tuning .agents/skills/windsurf-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 "windsurf-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/windsurf-cost-tuning into .agents/skills/windsurf-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "windsurf-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 windsurf-cost-tuning -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace windsurf-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/windsurf-cost-tuning .cursor/skills/windsurf-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 "windsurf-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/windsurf-cost-tuning into .cursor/skills/windsurf-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "windsurf-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/windsurf-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 windsurf-cost-tuning -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace windsurf-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/windsurf-cost-tuning .gemini/skills/windsurf-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 "windsurf-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/windsurf-cost-tuning into .gemini/skills/windsurf-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "windsurf-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 windsurf-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 windsurf-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/windsurf-cost-tuning .github/skills/windsurf-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 "windsurf-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/windsurf-cost-tuning into .github/skills/windsurf-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "windsurf-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 windsurf-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 windsurf-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/windsurf-cost-tuning .opencode/skills/windsurf-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 "windsurf-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/windsurf-cost-tuning into .opencode/skills/windsurf-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "windsurf-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
windsurf-cost-tuning- GitHub stars
- 2.8k
- Token cost
- ~1.1k tokens
- SKILL.md length
- 507 words
- Files
- 2 (incl. references)
- Skills in repo
- 3,342
- Repo updated
- First seen
- Licence
- MIT
At a glance
Optimize Devin Desktop (formerly Windsurf) licensing through current plan, seat, quota, and extra-usage analysis.
- Works in 6 steps: Establish current terms → Classify members → Model seat allocation → …
- Right-sizing a team
- SKILL.md covers Overview, Prerequisites, Tool Use and Instructions, plus 5 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Windsurf Cost Tuning is an agent skill from jeremylongshore/tons-of-skills-marketplace. Optimize Devin Desktop (formerly Windsurf) licensing through current plan, seat, quota, and extra-usage analysis. Use when right-sizing a team, forecasting usage, or reducing spend. Trigger with "windsurf cost", "windsurf billing", "seat audit", "extra usage", or "windsurf budget".
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: Designed for Claude Code
It sits in Data & Analytics, covering Forecasting and time series. 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
- Right-sizing a team
- Forecasting usage
- With windsurf cost
- Windsurf billing
Example prompts
- “windsurf cost”
- “windsurf billing”
- “seat audit”
- “/windsurf-cost-tuning”
Requirements
- Compatibility (from SKILL.md): Designed for Claude Code
- Pre-approved tools (allowed-tools): Read, Grep
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:
ReadGrep
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.devin.aiwindsurf.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
Windsurf Cost Tuning loads about 1.1k tokens when it runs, and up to ~1.2k if it reads all its reference files. Until then it costs about 76 tokens; SKILL.md has 507 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). 507 words, ~1,135 tokens.
Download SKILL.mdSave it as
.claude/skills/windsurf-cost-tuning/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- windsurf-cost-tuning
- description
- Optimize Devin Desktop (formerly Windsurf) licensing through current plan, seat, quota, and extra-usage analysis. Use when right-sizing a team, forecasting usage, or reducing spend. Trigger with "windsurf cost", "windsurf billing", "seat audit", "extra usage", or "windsurf budget".
- allowed-tools
- Read, Grep
- compatibility
- Designed for Claude Code
- argument-hint
- [team size, plan, and usage period]
- version
- 1.12.0
- license
- MIT
- author
- Jeremy Longshore <jeremy@intentsolutions.io>
- tags
- saas, windsurf, cost-optimization, licensing, teams
Devin Desktop Cost Tuning
Overview
Devin Desktop is the current name for Windsurf. Optimize the combined Devin subscription using current plan terms, full and flex seats, included daily or weekly quota, and approved on-demand or extra usage.
Prerequisites
- Current plan and invoice period
- Member roster with full or flex seat assignment
- Usage observations for a representative four-week period
- Billing-owner approval for any plan, seat, or spending-limit change
Tool Use
- Use
Readto inspect only the repository files and configuration needed for the request. - Use
Grepto locate relevant settings, rules, logs, or code without broad collection.
Instructions
Step 1: Establish current terms
Open the current plan page and record the observation date. Do not copy a static price table into durable policy; grandfathered and enterprise contracts can differ from public self-serve plans.
Step 2: Classify members
For each member, capture role, eligible surfaces, active days, included-quota use, on-demand use, and business-critical workflows. Avoid judging value from prompt volume alone.
Step 3: Model seat allocation
- Use a full seat for regular users who need Devin Desktop and included quota.
- Use a flex seat only where current plan terms support the required surfaces and occasional usage.
- Remove or reassign seats for departed or persistently inactive members through the documented admin workflow.
- Preserve minimum commitments and contract constraints in the calculation.
Step 4: Control variable usage
- Set approved on-demand or extra-usage limits.
- Use lower-cost SWE-family models for routine work.
- Start focused sessions instead of carrying irrelevant context.
- Reserve frontier and fast variants for work whose value justifies their cost.
- Review exceptions with the billing owner rather than silently disabling productive users.
Step 5: Calculate scenarios
Compare the status quo with at least two alternatives. For each scenario include recurring seats, plan minimums, expected variable usage, migration cost, productivity risk, and confidence level.
Show full SKILL.md (203 more words)Show less
Step 6: Pilot and verify
Apply changes to a small cohort for one billing cycle. Compare delivery, incident, and satisfaction signals alongside usage; roll back allocations that create operational harm.
Output
Deliver a dated cost-and-usage brief with current plan assumptions, full and flex seat allocation, included quota utilization, on-demand or extra-usage exposure, scenario totals, confidence, and prioritized actions. Link current pricing instead of freezing mutable amounts.
Error Handling
| Problem | Response |
|---|---|
| Invoice and public pricing disagree | Treat the invoice or contract as authoritative and note grandfathering |
| Usage data is incomplete | Report coverage and avoid annualizing a partial period without a range |
| Member appears inactive | Confirm role, leave, and alternate surfaces before changing access |
| Savings reduce delivery quality | Restore the prior allocation and document the failed hypothesis |
Never expose member-level activity outside the authorized audience.
Examples
Recommendation: "Keep 18 full seats for daily users, test flex seats for 6 occasional users, cap shared on-demand usage, and review after one full billing cycle. Expected savings are a range because enterprise terms were not supplied."
Resources
- Focused first-party references
- Current self-serve plans
- Usage accounting
- Quota-based usage
- Manage plan
Related Skill
Use windsurf-observability to define trustworthy adoption, latency, quota, and outcome evidence for the next recurring cost review.
© 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/windsurf-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
Windsurf 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 |
|---|---|---|---|---|---|---|
| Windsurf Cost Tuning this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~1.1k | 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 |
Similar skills
Statsmodels
zLanqing/codex-claude-academic-skills
Statistical models library for Python. An agent skill from zLanqing/codex-claude-academic-skills.
Timesfm Forecasting
zLanqing/codex-claude-academic-skills
Zero-shot time series forecasting with Google's TimesFM foundation model.
Find Hypertable Candidates
timescale/pg-aiguide
A skill your agent uses to analyze an existing PostgreSQL database and identify which tables should be converted to Timescale/TimescaleDB hypertables.
Pensieve Search
arkohut/pensieve
Search the user's local Pensieve screenshot archive by text, app, or time range.
Alphaear Predictor
ninehills/skills
Market prediction skill using Kronos. An agent skill from ninehills/skills.
More from jeremylongshore/tons-of-skills-marketplace
All 3,342 skills in this repoPerforming Security Code Review
jeremylongshore/tons-of-skills-marketplace
Execute this skill enables AI assistant to conduct a security-focused code review using the security-agent plugin.
Adapting Transfer Learning Models
jeremylongshore/tons-of-skills-marketplace
Build this skill automates the adaptation of pre-trained machine learning models using transfer learning techniques.
Agent Context Loader
jeremylongshore/tons-of-skills-marketplace
Execute proactive auto-loading: automatically detects and loads agents.md files.
Aggregating Performance Metrics
jeremylongshore/tons-of-skills-marketplace
Aggregate and centralize performance metrics from applications, systems, databases, caches, and services.
Analyzing Capacity Planning
jeremylongshore/tons-of-skills-marketplace
Execute this skill enables AI assistant to analyze capacity requirements and plan for future growth.
Analyzing Database Indexes
jeremylongshore/tons-of-skills-marketplace
Process use when you need to work with database indexing. An agent skill from jeremylongshore/tons-of-skills-marketplace.
Related
Categories
Questions about Windsurf Cost Tuning
What does Windsurf Cost Tuning do?
Optimize Devin Desktop (formerly Windsurf) licensing through current plan, seat, quota, and extra-usage analysis. Windsurf Cost Tuning is an agent skill from jeremylongshore/tons-of-skills-marketplace. Optimize Devin Desktop (formerly Windsurf) licensing through current plan, seat, quota, and extra-usage analysis.
When should I use Windsurf Cost Tuning?
Windsurf Cost Tuning fits situations like: right-sizing a team; forecasting usage; with windsurf cost; windsurf billing.
How do I install Windsurf Cost Tuning in Claude Code?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill windsurf-cost-tuning -a claude-code`. Or copy the skill folder (skills/.curated/windsurf-cost-tuning in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/windsurf-cost-tuning in your project. Claude Code loads it when a task matches its description.
How do I install Windsurf Cost Tuning in Codex?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill windsurf-cost-tuning -a codex`. Or copy the skill folder (skills/.curated/windsurf-cost-tuning in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/windsurf-cost-tuning in your project. Codex loads it when a task matches its description.
Can I use Windsurf 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 windsurf-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/windsurf-cost-tuning, .gemini/skills/windsurf-cost-tuning, .github/skills/windsurf-cost-tuning and .opencode/skills/windsurf-cost-tuning in your project.
What does Windsurf Cost Tuning need to run?
SKILL.md names no scripts, command-line tools or credentials: Windsurf Cost Tuning is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Grep. Compatibility (from SKILL.md): Designed for Claude Code.
Does Windsurf Cost Tuning access the network?
SKILL.md names 2 domains. As links in the text: docs.devin.ai and windsurf.com. This is read from the text; nothing was executed.
Is Windsurf 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 Windsurf Cost Tuning use?
Windsurf 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 Windsurf Cost Tuning use?
About 1.1k tokens (SKILL.md is roughly 4.5k 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 81 tokens, read only when the agent opens those files.
What are the alternatives to Windsurf Cost Tuning?
Skills that share tags, products or a category with Windsurf 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 Windsurf 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.