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Agent skill

Together CI Integration

by jeremylongshore in jeremylongshore/tons-of-skills-marketplace

Gate Together AI client, batch, fine-tuning, and deployment changes with offline contract tests plus a protected bounded live lane.

MITAuto-check passedAI & LLM Engineering

Install Together CI Integration

skills CLI
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill together-ci-integration -a claude-code

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

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace together-ci-integration --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/together-ci-integration .claude/skills/together-ci-integration && 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
together-ci-integration
GitHub stars
2.8k
Token cost
~1k tokens
SKILL.md length
388 words
Files
2 (incl. references)
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

Gate Together AI client, batch, fine-tuning, and deployment changes with offline contract tests plus a protected bounded live lane.

  • Works in 6 steps: Inventory direct SDK calls, model… → Add offline contract fixtures for… → Test model-policy fallbacks, batch ID… → …
  • Adding CI for a Together-backed repository
  • SKILL.md covers Overview, Prerequisites, Tool Discipline and Current Contract, plus 7 more sections
  • Needs TOGETHER_API_KEY

What it does

Together CI Integration is an agent skill from jeremylongshore/tons-of-skills-marketplace. Gate Together AI client, batch, fine-tuning, and deployment changes with offline contract tests plus a protected bounded live lane. Use when adding CI for a Together-backed repository. Trigger with "Together CI", "test Together integration", or "Together contract tests".

Its SKILL.md is about 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; live CI requires a protected Together AI development project key

It sits in AI & LLM Engineering, covering Integration testing and Fine-tuning. It works with Together 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

  • Adding CI for a Together-backed repository
  • With Together CI
  • Test Together integration
  • Together contract tests

Example prompts

  • “Together CI”
  • “test Together integration”
  • “Together contract tests”
  • “/together-ci-integration”

Requirements

  • Python 3
  • A credential in TOGETHER_API_KEY
  • Compatibility (from SKILL.md): Designed for Claude Code; live CI requires a protected Together AI development project key
  • 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. Inventory direct SDK calls, model constants, retry paths, async jobs, and deployment commands.
  2. Add offline contract fixtures for response shapes, dynamic headers, terminal states, and errors.
  3. Test model-policy fallbacks, batch ID reconciliation, key redaction, and bounded retry behavior.
  4. Separate the live job behind a protected environment and trusted event/branch condition.
  5. Limit live execution to a catalog/model-list probe or one small chat request with a hard budget.
  6. Publish test evidence and cost while scrubbing prompts, responses, headers, and credentials.

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.together.ai
    • github.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • TOGETHER_API_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

  • Compatibility

    Designed for Claude Code; live CI requires a protected Together AI development project key

    From compatibility in the SKILL.md frontmatter.

Context cost

Together CI Integration loads about 1k tokens when it runs, and up to ~1.8k if it reads all its reference files. Until then it costs about 74 tokens; SKILL.md has 388 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~74
When it runs · the whole SKILL.md, loaded when a task matches
~1k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~1.8k

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). 388 words, ~1,001 tokens.

Download SKILL.mdSave it as .claude/skills/together-ci-integration/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
together-ci-integration
description
Gate Together AI client, batch, fine-tuning, and deployment changes with offline contract tests plus a protected bounded live lane. Use when adding CI for a Together-backed repository. Trigger with "Together CI", "test Together integration", or "Together contract tests".
allowed-tools
Read, Glob, Grep, WebFetch, Write, Edit
compatibility
Designed for Claude Code; live CI requires a protected Together AI development project key
argument-hint
[repository-path] [live-test-environment]
version
1.9.0
author
Jeremy Longshore <jeremy@intentsolutions.io>
license
MIT
tags
saas, together-ai, ci
model
inherit
effort
high

Together AI Continuous Integration

Overview

This skill keeps ordinary pull-request gates deterministic and secretless while retaining a separately protected live lane for provider-contract drift.

Prerequisites

  • The repository's CI platform, test runner, and provider adapter
  • Sanitized fixtures for success, streaming, errors, limits, and asynchronous jobs
  • A protected environment and development-only Together project key for live testing
  • Explicit request, token, cost, concurrency, and timeout ceilings

Tool Discipline

Use Read, Glob, and Grep to inspect workflows, manifests, adapters, tests, and secret references. Use WebFetch for current SDK and API contracts. Use Write or Edit only after confirming the CI file and fork-secret boundary.

Current Contract

  • Pull requests run schema, adapter, fixture, retry, reconciliation, and redaction tests without a live credential.
  • A live lane is opt-in or trusted-branch-only, uses a development project, and sends one bounded non-sensitive request.
  • Fork workflows never receive TOGETHER_API_KEY or a workflow token able to retrieve it.
  • Paid batch, fine-tuning, and dedicated-capacity actions are plan/contract tests unless separately approved.

Authentication

Inject a development-only project key into the protected live job as TOGETHER_API_KEY. Mask it, restrict environment access, and prevent execution of untrusted code in any secret-bearing workflow.

Instructions

  1. Inventory direct SDK calls, model constants, retry paths, async jobs, and deployment commands.
  2. Add offline contract fixtures for response shapes, dynamic headers, terminal states, and errors.
  3. Test model-policy fallbacks, batch ID reconciliation, key redaction, and bounded retry behavior.
  4. Separate the live job behind a protected environment and trusted event/branch condition.
  5. Limit live execution to a catalog/model-list probe or one small chat request with a hard budget.
  6. Publish test evidence and cost while scrubbing prompts, responses, headers, and credentials.
Show full SKILL.md (116 more words)Show less

Approval Boundaries

Do not expose secrets to fork code or let CI submit fine-tunes, batches, provisioned capacity, or dedicated replicas without a distinct approval boundary and teardown.

Output

Return offline coverage, fixture provenance, live-lane eligibility/result, secret boundary, request budget, cost, and any provider drift.

Error Handling

ConditionResponse
No approved live keyMark live verification skipped; keep offline gates authoritative.
Fork event requests secretsRefuse the secret-bearing job.
Live model disappearsRefresh catalog/deprecations and fail visibly.
Credential appears in logsCancel publication, rotate the key, and scrub artifacts.

Examples

The example below shows the minimum redacted evidence expected from a successful invocation of this operator workflow.

text
offline=pass; live=skipped(untrusted-event); paid-actions=disabled; secrets=not-exposed

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/together-ci-integration of jeremylongshore/tons-of-skills-marketplace.

  • SKILL.md
  • references/official-docs.md

Open the folder on GitHubat commit cfae287

Compare with similar skills

Together CI Integration 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.

Together CI Integration compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Together CI Integration this skilljeremylongshore/tons-of-skills-marketplace2.8k—~1kAutomated safety check: PassMIT
Safactory WorkflowsAI45Lab/SAfactory236—~1.8kAutomated safety check: PassNone
Kiln Check Finetune DeprecationKiln-AI/Kiln5.2k—~1.9kAutomated safety check: NotesCustom licence
Sentence-Transformers Training Routerhuggingface/skills11k1 repos~2.6kAutomated safety check: PassApache-2.0
Train RlOpenPipe/ART11k—~2.4kAutomated safety check: PassApache-2.0
Qwopus27b Rl TrainingR6410418/Jackrong-llm-finetuning-guide1.7k—~830Automated safety check: PassApache-2.0

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Works with

Categories

Questions about Together CI Integration

What does Together CI Integration do?

Gate Together AI client, batch, fine-tuning, and deployment changes with offline contract tests plus a protected bounded live lane. Together CI Integration is an agent skill from jeremylongshore/tons-of-skills-marketplace. Gate Together AI client, batch, fine-tuning, and deployment changes with offline contract tests plus a protected bounded live lane.

When should I use Together CI Integration?

Together CI Integration fits situations like: adding CI for a Together-backed repository; with Together CI; test Together integration; together contract tests.

How do I install Together CI Integration in Claude Code?

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

How do I install Together CI Integration in Codex?

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

Can I use Together CI Integration 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 together-ci-integration -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/together-ci-integration, .gemini/skills/together-ci-integration, .github/skills/together-ci-integration and .opencode/skills/together-ci-integration in your project.

What does Together CI Integration need to run?

Going by SKILL.md and its folder, Together CI Integration needs credentials named TOGETHER_API_KEY. Our summary lists: Python 3; A credential in TOGETHER_API_KEY. Its frontmatter pre-approves these tools: Read, Glob, Grep, WebFetch, Write, Edit. Compatibility (from SKILL.md): Designed for Claude Code; live CI requires a protected Together AI development project key.

Does Together CI Integration access the network?

SKILL.md names 2 domains. As links in the text: docs.together.ai and github.com. This is read from the text; nothing was executed.

Is Together CI Integration 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 Together CI Integration use?

Together CI Integration 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 Together CI Integration use?

About 1k tokens (SKILL.md is roughly 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 758 tokens, read only when the agent opens those files.

What are the alternatives to Together CI Integration?

Skills that share tags, products or a category with Together CI Integration: Safactory Workflows (AI45Lab/SAfactory, 236 stars), Kiln Check Finetune Deprecation (Kiln-AI/Kiln, 5.2k stars), Sentence-Transformers Training Router (huggingface/skills, 11k stars) and Train Rl (OpenPipe/ART, 11k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Together CI Integration?

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.