Codebase Exploration
giancarloerra/SocratiCode
Explore and understand codebases using SocratiCode semantic search, dependency graphs, and context artifacts.
Encapsulate Together AI SDK v2 behind a typed adapter with catalog-resolved models, bounded retries, streaming normalization, usage capture, and OpenAI-compatible migration seams.
Install Together SDK Patterns
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill together-sdk-patterns -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace together-sdk-patterns --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/together-sdk-patterns .claude/skills/together-sdk-patterns && 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 "together-sdk-patterns" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/together-sdk-patterns into .claude/skills/together-sdk-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "together-sdk-patterns", 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/together-sdk-patternsType 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 together-sdk-patterns -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace together-sdk-patterns --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/together-sdk-patterns .agents/skills/together-sdk-patterns && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "together-sdk-patterns" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/together-sdk-patterns into .agents/skills/together-sdk-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "together-sdk-patterns", 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 together-sdk-patterns -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace together-sdk-patterns --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/together-sdk-patterns .cursor/skills/together-sdk-patterns && 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 "together-sdk-patterns" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/together-sdk-patterns into .cursor/skills/together-sdk-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "together-sdk-patterns", 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/together-sdk-patterns--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 together-sdk-patterns -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace together-sdk-patterns --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/together-sdk-patterns .gemini/skills/together-sdk-patterns && 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 "together-sdk-patterns" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/together-sdk-patterns into .gemini/skills/together-sdk-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "together-sdk-patterns", 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 together-sdk-patternsInstalls 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 together-sdk-patterns -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/together-sdk-patterns .github/skills/together-sdk-patterns && 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 "together-sdk-patterns" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/together-sdk-patterns into .github/skills/together-sdk-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "together-sdk-patterns", 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 together-sdk-patterns -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 together-sdk-patterns --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/together-sdk-patterns .opencode/skills/together-sdk-patterns && 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 "together-sdk-patterns" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/together-sdk-patterns into .opencode/skills/together-sdk-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "together-sdk-patterns", 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
together-sdk-patterns- GitHub stars
- 2.8k
- Token cost
- ~1k tokens
- SKILL.md length
- 382 words
- Files
- 2 (incl. references)
- Skills in repo
- 3,342
- Repo updated
- First seen
- Licence
- MIT
At a glance
Encapsulate Together AI SDK v2 behind a typed adapter with catalog-resolved models, bounded retries, streaming normalization, usage capture, and OpenAI-compatible migration seams.
- Works in 6 steps: Inventory direct Together and… → Define typed request/result/error… → Centralize base URL, timeouts, model… → …
- Building a reusable Together client layer
- SKILL.md covers Overview, Prerequisites, Tool Discipline and Current Contract, plus 7 more sections
- Reaches api.together.ai; needs TOGETHER_API_KEY
What it does
Together SDK Patterns is an agent skill from jeremylongshore/tons-of-skills-marketplace. Encapsulate Together AI SDK v2 behind a typed adapter with catalog-resolved models, bounded retries, streaming normalization, usage capture, and OpenAI-compatible migration seams. Use when building a reusable Together client layer. Trigger with "Together SDK pattern", "Together client wrapper", or "OpenAI compatibility on Together".
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 calls require network access and a Together AI project key
It sits in Databases, covering Database schema design. It works with OpenAI and 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
- Building a reusable Together client layer
- With Together SDK pattern
- Together client wrapper
- OpenAI compatibility on Together
Example prompts
- “Together SDK pattern”
- “Together client wrapper”
- “OpenAI compatibility on Together”
- “/together-sdk-patterns”
Requirements
- Python 3
- A credential in TOGETHER_API_KEY
- Compatibility (from SKILL.md): Designed for Claude Code; live calls require network access and a Together AI 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.
- Inventory direct Together and OpenAI-compatible calls, consumed fields, and retry behavior.
- Define typed request/result/error interfaces owned by the application.
- Centralize base URL, timeouts, model policy, request bounds, and credential injection.
- Normalize full and streaming responses without discarding finish reason, usage, warnings, or request metadata.
- Retry only bounded transient classes with jitter; surface auth, billing, validation, and model errors immediately.
- Add fake-transport contract tests and one opt-in live compatibility probe.
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:
ReadGlobGrepWebFetchWriteEdit
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
Hosts in commands or code, which the agent is likely to contact:
api.together.ai
Also links to:
docs.together.aigithub.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 calls require network access and a Together AI project key
From compatibility in the SKILL.md frontmatter.
Context cost
Together SDK Patterns loads about 1k tokens when it runs, and up to ~1.8k if it reads all its reference files. Until then it costs about 89 tokens; SKILL.md has 382 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). 382 words, ~1,005 tokens.
Download SKILL.mdSave it as
.claude/skills/together-sdk-patterns/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- together-sdk-patterns
- description
- Encapsulate Together AI SDK v2 behind a typed adapter with catalog-resolved models, bounded retries, streaming normalization, usage capture, and OpenAI-compatible migration seams. Use when building a reusable Together client layer. Trigger with "Together SDK pattern", "Together client wrapper", or "OpenAI compatibility on Together".
- allowed-tools
- Read, Glob, Grep, WebFetch, Write, Edit
- compatibility
- Designed for Claude Code; live calls require network access and a Together AI project key
- argument-hint
- [repository-path] [python|typescript]
- version
- 1.9.0
- author
- Jeremy Longshore <jeremy@intentsolutions.io>
- license
- MIT
- tags
- saas, together-ai, sdk
- model
- inherit
- effort
- high
Together AI SDK Patterns
Overview
This skill creates an application-owned boundary around Together's native v2 client or OpenAI-compatible surface so provider changes do not leak through every caller.
Prerequisites
- The repository's language, dependency manager, and existing client abstractions
- Required capabilities such as chat, streaming, embeddings, batch, or fine-tuning
- Latency, retry, token, and spend budgets
- A policy for model selection and deprecation response
Tool Discipline
Use Read, Glob, and Grep to map existing provider calls and error handling. Use WebFetch for current SDK and API contracts. Use Write or Edit only to implement the approved adapter and focused tests.
Current Contract
- Prefer the Together Python v2 client for Together-native features; v1 is maintenance-only.
- OpenAI clients require both the Together project key and
base_url="https://api.together.ai/v1". - Together model IDs use provider/model names; OpenAI-native model strings return
404. - Normalize streaming chunks defensively and capture both ordinary usage and nested reasoning/cached-token fields when present.
Authentication
Construct clients from runtime-injected TOGETHER_API_KEY. Keep the key out of adapter configuration objects that may be logged or serialized. REST and OpenAI-compatible clients send it as a Bearer token.
Instructions
- Inventory direct Together and OpenAI-compatible calls, consumed fields, and retry behavior.
- Define typed request/result/error interfaces owned by the application.
- Centralize base URL, timeouts, model policy, request bounds, and credential injection.
- Normalize full and streaming responses without discarding finish reason, usage, warnings, or request metadata.
- Retry only bounded transient classes with jitter; surface auth, billing, validation, and model errors immediately.
- Add fake-transport contract tests and one opt-in live compatibility probe.
Show full SKILL.md (128 more words)Show less
Approval Boundaries
Do not change the default model, retry amplification, or OpenAI-to-Together routing globally without latency, quality, and cost evidence plus a rollback.
Output
Return the adapter interface, runtime configuration contract, normalized result/error shapes, retry policy, model policy, and test evidence.
Error Handling
| Condition | Response |
|---|---|
OpenAI model ID returns 404 | Resolve a Together model ID; do not rewrite the error as transient. |
| Stream chunk has no choices | Skip safely and continue until terminal evidence. |
| SDK major mismatch | Stop and apply the v2 migration contract before feature work. |
| Retry budget exhausted | Return the last redacted status and retry metadata. |
Examples
The example below shows the minimum redacted evidence expected from a successful invocation of this operator workflow.
adapter=typed; sdk=together-v2; model=catalog-resolved; retries=bounded; usage=normalizedResources
© 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-sdk-patterns of jeremylongshore/tons-of-skills-marketplace.
- SKILL.md
- references/official-docs.md
Open the folder on GitHubat commit cfae287
Compare with similar skills
Together SDK Patterns 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 |
|---|---|---|---|---|---|---|
| Together SDK Patterns this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~1k | Automated safety check: Pass | MIT | |
| Codebase Explorationgiancarloerra/SocratiCode | 3.3k | 1 repos | ~1.5k | Automated safety check: Pass | AGPL-3.0 | |
| Kiln Check Finetune DeprecationKiln-AI/Kiln | 5.2k | — | ~1.9k | Automated safety check: Notes | Custom licence | |
| Extracting Structured DataGAIK-project/gaik-toolkit | 100 | — | ~3.2k | Automated safety check: Pass | MIT | |
| Using Vector Databasesancoleman/ai-design-components | 525 | — | ~3.5k | Automated safety check: Pass | MIT | |
| Together Fireworksericrisco/rsc-harness | 180 | — | ~3.3k | Automated safety check: Pass | MIT |
Similar skills
Kiln Check Finetune Deprecation
Kiln-AI/Kiln
Check Kiln's fine-tunable model list for deprecated or unsupported base models.
Extracting Structured Data
GAIK-project/gaik-toolkit
Extracts structured data — fields, tables, line items — out of documents into a validated schema using the gaik toolkit, and designs schemas that stay inside provider limits and produce checkable…
Using Vector Databases
ancoleman/ai-design-components
Vector database implementation for AI/ML applications, semantic search, and RAG systems.
Together Fireworks
ericrisco/rsc-harness
A skill your agent uses when calling open-weight LLMs on Together AI or Fireworks AI's OpenAI-compatible endpoints — baseurl plus namespaced model id, the cheapest model that clears the bar…
Chroma Vector Database
Orchestra-Research/AI-Research-SKILLs
Shows how to store documents and embeddings in Chroma, query them by similarity with metadata filters, and persist them to disk for RAG and semantic search projects.
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
Works with
Categories
Questions about Together SDK Patterns
What does Together SDK Patterns do?
Encapsulate Together AI SDK v2 behind a typed adapter with catalog-resolved models, bounded retries, streaming normalization, usage capture, and OpenAI-compatible migration seams. Together SDK Patterns is an agent skill from jeremylongshore/tons-of-skills-marketplace. Encapsulate Together AI SDK v2 behind a typed adapter with catalog-resolved models, bounded retries, streaming normalization, usage capture, and OpenAI-compatible migration seams.
When should I use Together SDK Patterns?
Together SDK Patterns fits situations like: building a reusable Together client layer; with Together SDK pattern; together client wrapper; openAI compatibility on Together.
How do I install Together SDK Patterns in Claude Code?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill together-sdk-patterns -a claude-code`. Or copy the skill folder (skills/.curated/together-sdk-patterns in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/together-sdk-patterns in your project. Claude Code loads it when a task matches its description.
How do I install Together SDK Patterns in Codex?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill together-sdk-patterns -a codex`. Or copy the skill folder (skills/.curated/together-sdk-patterns in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/together-sdk-patterns in your project. Codex loads it when a task matches its description.
Can I use Together SDK Patterns 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-sdk-patterns -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-sdk-patterns, .gemini/skills/together-sdk-patterns, .github/skills/together-sdk-patterns and .opencode/skills/together-sdk-patterns in your project.
What does Together SDK Patterns need to run?
Going by SKILL.md and its folder, Together SDK Patterns 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 calls require network access and a Together AI project key.
Does Together SDK Patterns access the network?
SKILL.md names 3 domains. In commands or code: api.together.ai; the agent is likely to contact it when it follows the instructions. As links in the text: docs.together.ai and github.com. This is read from the text; nothing was executed.
Is Together SDK Patterns 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 SDK Patterns use?
Together SDK Patterns 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 SDK Patterns 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 SDK Patterns?
Skills that share tags, products or a category with Together SDK Patterns: Codebase Exploration (giancarloerra/SocratiCode, 3.3k stars), Kiln Check Finetune Deprecation (Kiln-AI/Kiln, 5.2k stars), Extracting Structured Data (GAIK-project/gaik-toolkit, 100 stars) and Using Vector Databases (ancoleman/ai-design-components, 525 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Together SDK Patterns?
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.