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.
Control Mistral spend with live account rates, usage attribution, admission budgets, and quality-preserving experiments.
Install Mistral Cost Tuning
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill mistral-cost-tuning -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace mistral-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/mistral-cost-tuning .claude/skills/mistral-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 "mistral-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/mistral-cost-tuning into .claude/skills/mistral-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mistral-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/mistral-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 mistral-cost-tuning -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace mistral-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/mistral-cost-tuning .agents/skills/mistral-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 "mistral-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/mistral-cost-tuning into .agents/skills/mistral-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mistral-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 mistral-cost-tuning -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace mistral-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/mistral-cost-tuning .cursor/skills/mistral-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 "mistral-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/mistral-cost-tuning into .cursor/skills/mistral-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mistral-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/mistral-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 mistral-cost-tuning -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace mistral-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/mistral-cost-tuning .gemini/skills/mistral-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 "mistral-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/mistral-cost-tuning into .gemini/skills/mistral-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mistral-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 mistral-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 mistral-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/mistral-cost-tuning .github/skills/mistral-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 "mistral-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/mistral-cost-tuning into .github/skills/mistral-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mistral-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 mistral-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 mistral-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/mistral-cost-tuning .opencode/skills/mistral-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 "mistral-cost-tuning" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/mistral-cost-tuning into .opencode/skills/mistral-cost-tuning/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mistral-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
mistral-cost-tuning- GitHub stars
- 2.8k
- Token cost
- ~880 tokens
- SKILL.md length
- 359 words
- Files
- 2 (incl. references)
- Skills in repo
- 3,342
- Repo updated
- First seen
- Licence
- MIT
At a glance
Control Mistral spend with live account rates, usage attribution, admission budgets, and quality-preserving experiments.
- Works in 6 steps: Capture current rates, feature charges,… → Attribute requests, tokens, retries,… → Calculate unit cost and waste from… → …
- With optimize Mistral cost
- 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
Mistral Cost Tuning is an agent skill from jeremylongshore/tons-of-skills-marketplace. Control Mistral spend with live account rates, usage attribution, admission budgets, and quality-preserving experiments. Use when forecasting or reducing cost. Trigger with "optimize Mistral cost", "set a Mistral budget", or "explain Mistral spend".
Its SKILL.md is about 880 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 or external Mistral actions require network access and explicit approval
It sits in Data & Analytics, covering Forecasting and time series. It works with Mistral AI. 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
- With optimize Mistral cost
- Set a Mistral budget
- Explain Mistral spend
Example prompts
- “optimize Mistral cost”
- “set a Mistral budget”
- “explain Mistral spend”
- “/mistral-cost-tuning”
Requirements
- Compatibility (from SKILL.md): Designed for Claude Code; live or external Mistral 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.
- Capture current rates, feature charges, usage, caps, and evidence times from authorized views.
- Attribute requests, tokens, retries, files, batch, OCR, audio, and stateful work to operations.
- Calculate unit cost and waste from retries, abandonment, excessive context, and duplicates.
- Prioritize admission budgets, request bounds, deduplication, and scheduling.
- Evaluate model, batch, or routing changes against the same correctness and safety set.
- Alert on cap approach, cap reached, invoice failure, and unattributed use with fail-safe behavior.
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:
ReadGlobGrepWriteEdit
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 or external Mistral actions require network access and explicit approval
From compatibility in the SKILL.md frontmatter.
Context cost
Mistral Cost Tuning loads about 880 tokens when it runs, and up to ~1.1k if it reads all its reference files. Until then it costs about 67 tokens; SKILL.md has 359 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). 359 words, ~880 tokens.
Download SKILL.mdSave it as
.claude/skills/mistral-cost-tuning/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- mistral-cost-tuning
- description
- Control Mistral spend with live account rates, usage attribution, admission budgets, and quality-preserving experiments. Use when forecasting or reducing cost. Trigger with "optimize Mistral cost", "set a Mistral budget", or "explain Mistral spend".
- allowed-tools
- Read, Glob, Grep, Write, Edit
- compatibility
- Designed for Claude Code; live or external Mistral actions require network access and explicit approval
- argument-hint
- <workspace> <workload> <budget-period>
- version
- 1.14.0
- license
- MIT
- author
- Jeremy Longshore <jeremy@intentsolutions.io>
- tags
- saas, mistral, cost
- model
- inherit
- effort
- high
Mistral Spend and Usage Governance
Overview
Turn spend into an attributable operating signal. Use live billing/model evidence, distinguish attempted from completed work, and require quality and safety evaluation before workflow changes.
Prerequisites
- Authorized billing/usage evidence with observation time.
- Operation-level usage, retry, caching, and business-outcome metrics.
- A spend owner, budget period, alerts, and evaluation set.
Current Contract
Billing, model rates, and workspace limits vary by plan and time. Do not hard-code a price table, context size, batch discount, or model recommendation.
Authentication
Billing review uses an authorized admin session; inference uses the server-side key. Receipts exclude credentials, prompts, responses, invoices, and personal billing details.
Instructions
- Capture current rates, feature charges, usage, caps, and evidence times from authorized views.
- Attribute requests, tokens, retries, files, batch, OCR, audio, and stateful work to operations.
- Calculate unit cost and waste from retries, abandonment, excessive context, and duplicates.
- Prioritize admission budgets, request bounds, deduplication, and scheduling.
- Evaluate model, batch, or routing changes against the same correctness and safety set.
- Alert on cap approach, cap reached, invoice failure, and unattributed use with fail-safe behavior.
Tool Discipline
Use Read, Glob, and Grep to inspect code, locks, configuration, tests, and evidence. Use Write and Edit only for approved repository changes. Invocation alone does not authorize network calls, paid usage, uploads, stateful resources, admin mutations, deployments, or deletion.
Show full SKILL.md (135 more words)Show less
Approval Boundaries
Spend-cap changes, purchases, model/endpoint substitution, batch conversion, and production routing require approval. Never raise a cap automatically.
Error Handling
- Lower unit price can raise total spend through output, retry, or failure changes.
- Batch economics and eligibility must be rechecked.
- Unattributed usage is an incident signal.
Output
Return dated rates and limits, attribution, unit economics, waste, evaluated options, controls, owner, and rollback. Separate observed facts from forecasts and assumptions.
Examples
- Reduce duplicate retries before evaluating a cheaper model.
- Alert on forecast budget crossing while preserving admission bounds.
Validation
Reconcile provider totals to app attribution, sample retry accounting, test cap-reached behavior, and preserve quality/safety/tenancy.
Resources
- Current first-party evidence map — recheck dated sources before relying on mutable endpoints, models, limits, prices, preview status, or retention.
- Record live account observations as environment-specific evidence, not universal Mistral guarantees.
© 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/mistral-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
Mistral 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 |
|---|---|---|---|---|---|---|
| Mistral Cost Tuning this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~880 | 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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Questions about Mistral Cost Tuning
What does Mistral Cost Tuning do?
Control Mistral spend with live account rates, usage attribution, admission budgets, and quality-preserving experiments. Mistral Cost Tuning is an agent skill from jeremylongshore/tons-of-skills-marketplace. Control Mistral spend with live account rates, usage attribution, admission budgets, and quality-preserving experiments.
When should I use Mistral Cost Tuning?
Mistral Cost Tuning fits situations like: with optimize Mistral cost; set a Mistral budget; explain Mistral spend.
How do I install Mistral Cost Tuning in Claude Code?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill mistral-cost-tuning -a claude-code`. Or copy the skill folder (skills/.curated/mistral-cost-tuning in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/mistral-cost-tuning in your project. Claude Code loads it when a task matches its description.
How do I install Mistral Cost Tuning in Codex?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill mistral-cost-tuning -a codex`. Or copy the skill folder (skills/.curated/mistral-cost-tuning in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/mistral-cost-tuning in your project. Codex loads it when a task matches its description.
Can I use Mistral 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 mistral-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/mistral-cost-tuning, .gemini/skills/mistral-cost-tuning, .github/skills/mistral-cost-tuning and .opencode/skills/mistral-cost-tuning in your project.
What does Mistral Cost Tuning need to run?
SKILL.md names no scripts, command-line tools or credentials: Mistral 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 or external Mistral actions require network access and explicit approval.
Does Mistral 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 Mistral 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 Mistral Cost Tuning use?
Mistral 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 Mistral Cost Tuning use?
About 880 tokens (SKILL.md is roughly 3.5k 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 235 tokens, read only when the agent opens those files.
What are the alternatives to Mistral Cost Tuning?
Skills that share tags, products or a category with Mistral 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 Mistral 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.