Instructor Structured LLM Outputs
Orchestra-Research/AI-Research-SKILLs
Shows how to pull validated, typed data out of LLM responses with Instructor and Pydantic models, including retries on failure and partial streaming.
Call the free Agnes text model API for chat completions, streaming answers, coding help, tool-calling experiments, and OpenAI-compatible text generation.
$ npx skills add kangarooking/agnes-free-model-skills --skill agnes-free-text -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install kangarooking/agnes-free-model-skills agnes-free-text --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/kangarooking/agnes-free-model-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/agnes-free-text .claude/skills/agnes-free-text && 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 "agnes-free-text" agent skill from https://github.com/kangarooking/agnes-free-model-skills/tree/main/agnes-free-text into .claude/skills/agnes-free-text/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agnes-free-text", 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/kangarooking/agnes-free-model-skills/tree/main/agnes-free-textType 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 kangarooking/agnes-free-model-skills --skill agnes-free-text -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install kangarooking/agnes-free-model-skills agnes-free-text --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kangarooking/agnes-free-model-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/agnes-free-text .agents/skills/agnes-free-text && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "agnes-free-text" agent skill from https://github.com/kangarooking/agnes-free-model-skills/tree/main/agnes-free-text into .agents/skills/agnes-free-text/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agnes-free-text", 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 kangarooking/agnes-free-model-skills --skill agnes-free-text -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install kangarooking/agnes-free-model-skills agnes-free-text --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kangarooking/agnes-free-model-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/agnes-free-text .cursor/skills/agnes-free-text && 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 "agnes-free-text" agent skill from https://github.com/kangarooking/agnes-free-model-skills/tree/main/agnes-free-text into .cursor/skills/agnes-free-text/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agnes-free-text", 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/kangarooking/agnes-free-model-skills.git --path agnes-free-text--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 kangarooking/agnes-free-model-skills --skill agnes-free-text -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install kangarooking/agnes-free-model-skills agnes-free-text --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kangarooking/agnes-free-model-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/agnes-free-text .gemini/skills/agnes-free-text && 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 "agnes-free-text" agent skill from https://github.com/kangarooking/agnes-free-model-skills/tree/main/agnes-free-text into .gemini/skills/agnes-free-text/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agnes-free-text", 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 kangarooking/agnes-free-model-skills agnes-free-textInstalls 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 kangarooking/agnes-free-model-skills --skill agnes-free-text -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/kangarooking/agnes-free-model-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/agnes-free-text .github/skills/agnes-free-text && 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 "agnes-free-text" agent skill from https://github.com/kangarooking/agnes-free-model-skills/tree/main/agnes-free-text into .github/skills/agnes-free-text/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agnes-free-text", 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 kangarooking/agnes-free-model-skills --skill agnes-free-text -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install kangarooking/agnes-free-model-skills agnes-free-text --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kangarooking/agnes-free-model-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/agnes-free-text .opencode/skills/agnes-free-text && 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 "agnes-free-text" agent skill from https://github.com/kangarooking/agnes-free-model-skills/tree/main/agnes-free-text into .opencode/skills/agnes-free-text/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agnes-free-text", 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.
agnes-free-textCall the free Agnes text model API for chat completions, streaming answers, coding help, tool-calling experiments, and OpenAI-compatible text generation.
Agnes Free Text is an agent skill from kangarooking/agnes-free-model-skills. Call the free Agnes text model API for chat completions, streaming answers, coding help, tool-calling experiments, and OpenAI-compatible text generation. Use when the user asks for 免费文本, 免费的文本模型, free text API, Agnes text, Agnes-2.0-Flash, free LLM calls, or wants to use a free chat/completion model through an Agent skill.
Its SKILL.md is about 630 tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including scripts and reference files (for example `agents/openai.yaml`, `references/api.md` and `scripts/agnes_text.py`).
It sits in AI & LLM Engineering, covering LLM API integration and Structured output and tool calling. It works with OpenAI. The repository describes itself as: Agnes AI 免费文本、图片、视频模型的 Codex/Agent Skills. The licence is MIT.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit f5cb579. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python3From the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
apihub.agnes-ai.comFrom URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
AGNES_API_KEYAGNES_TOKENFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Agnes Free Text loads about 630 tokens when it runs, and up to ~1.4k if it reads all its reference files. Until then it costs about 85 tokens; SKILL.md has 211 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.
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); the scripts in this folder are not scanned.
The full file from kangarooking/agnes-free-model-skills at commit f5cb579, republished under its MIT licence (© kangarooking). 211 words, ~630 tokens.
.claude/skills/agnes-free-text/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.Use this skill to call Sapiens AI's Agnes-2.0-Flash text model through the Agnes API.
Read the API key from the environment. Do not hardcode keys in prompts, scripts, skill files, commits, or shell history.
Preferred variable:
export AGNES_API_KEY="..."The helper also accepts AGNES_TOKEN as a fallback.
Run a normal chat completion:
python3 scripts/agnes_text.py chat \
--prompt "用三句话解释 Agent 为什么需要工具调用"Use a system prompt and save the raw response JSON:
python3 scripts/agnes_text.py chat \
--system "You are a concise technical writer." \
--prompt "Explain tool calling for a beginner." \
--output-json ./outputs/agnes-free-text/response.jsonPass tool definitions from JSON:
python3 scripts/agnes_text.py chat \
--prompt "Decide whether a weather tool is needed." \
--tools-json ./tools.json \
--tool-choice autoValidate the request shape without calling the API:
python3 scripts/agnes_text.py chat \
--prompt "Write a short product intro." \
--max-tokens 300 \
--dry-runscripts/agnes_text.py for repeatable calls. Prefer --dry-run first when parameters are complex.agnes-2.0-flash unless the API docs are updated.--message role:content values instead of flattening the conversation into one prompt.--tools-json as either an inline JSON array or a path to a JSON file.POST https://apihub.agnes-ai.com/v1/chat/completionsagnes-2.0-flashAGNES_API_KEY first.Read references/api.md when you need endpoint details, response fields, tool-calling shape, or streaming examples.
© kangarooking, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 3 other files (scripts, references) in agnes-free-text of kangarooking/agnes-free-model-skills.
Open the folder on GitHubat commit f5cb579
Agnes Free Text 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 |
|---|---|---|---|---|---|---|
| Agnes Free Text this skillkangarooking/agnes-free-model-skills | 199 | — | ~630 | Automated safety check: Pass | MIT | |
| Instructor Structured LLM OutputsOrchestra-Research/AI-Research-SKILLs | 13k | 6 repos | ~4.2k | Automated safety check: Pass | MIT | |
| Venice Chatveniceai/skills | 143 | — | ~5.9k | Automated safety check: Pass | MIT | |
| Azure Openai To Responsesmicrosoft/ai-agents-for-beginners | 77k | — | ~6k | Automated safety check: Notes | MIT | |
| Afmscouzi1966/maclocal-api | 346 | — | ~1.2k | Automated safety check: Pass | MIT | |
| Azure Openai To Responsesmicrosoft/ai-agents-for-beginners | 77k | — | ~6k | Automated safety check: Notes | MIT |
Orchestra-Research/AI-Research-SKILLs
Shows how to pull validated, typed data out of LLM responses with Instructor and Pydantic models, including retries on failure and partial streaming.
veniceai/skills
Call POST /chat/completions on Venice. An agent skill from veniceai/skills.
microsoft/ai-agents-for-beginners
Migrate Python apps from Azure OpenAI Chat Completions to the Responses API.
scouzi1966/maclocal-api
Maintain and extend AFM (maclocal-api), a Swift OpenAI-compatible local LLM server and CLI for Apple Foundation Models, MLX models, API gateway proxying, and Vision OCR.
microsoft/ai-agents-for-beginners
Shift Python apps dem from Azure OpenAI Chat Completions go Responses API.
coco-research/coco
A skill your agent uses when implementing GPT chat, streaming, function calling, embeddings for RAG, images, audio or batch jobs, or troubleshooting 429 rate limits and API or TypeScript errors.
kangarooking/agnes-free-model-skills
Generate free images with Agnes Image 2.1 Flash through the Agnes API, including text-to-image, image-to-image, high-density visual prompts, URL results, and local downloads.
kangarooking/agnes-free-model-skills
Create free Agnes video generation tasks and retrieve video results through Agnes-Video-V2.0, including text-to-video, image-to-video, multi-image video, keyframe animation, async polling, and video…
Works with
Categories
Call the free Agnes text model API for chat completions, streaming answers, coding help, tool-calling experiments, and OpenAI-compatible text generation. Agnes Free Text is an agent skill from kangarooking/agnes-free-model-skills. Call the free Agnes text model API for chat completions, streaming answers, coding help, tool-calling experiments, and OpenAI-compatible text generation.
Agnes Free Text fits situations like: the user asks for 免费文本; agnes-2.0-Flash; wants to use a free chat/completion model through an Agent skill.
Run `npx skills add kangarooking/agnes-free-model-skills --skill agnes-free-text -a claude-code`. Or copy the skill folder (agnes-free-text in kangarooking/agnes-free-model-skills) into .claude/skills/agnes-free-text in your project. Claude Code loads it when a task matches its description.
Run `npx skills add kangarooking/agnes-free-model-skills --skill agnes-free-text -a codex`. Or copy the skill folder (agnes-free-text in kangarooking/agnes-free-model-skills) into .agents/skills/agnes-free-text in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add kangarooking/agnes-free-model-skills --skill agnes-free-text -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/agnes-free-text, .gemini/skills/agnes-free-text, .github/skills/agnes-free-text and .opencode/skills/agnes-free-text in your project.
Going by SKILL.md and its folder, Agnes Free Text needs Python for the scripts in its folder, the command-line tools its instructions call (python3) and credentials named AGNES_API_KEY and AGNES_TOKEN. Our summary lists: Python 3; A credential in AGNES_API_KEY; A credential in AGNES_TOKEN.
SKILL.md names 1 domain. In commands or code: apihub.agnes-ai.com; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Agnes Free Text is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 630 tokens (SKILL.md is roughly 2.5k 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 723 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Agnes Free Text: Instructor Structured LLM Outputs (Orchestra-Research/AI-Research-SKILLs, 13k stars), Venice Chat (veniceai/skills, 143 stars), Azure Openai To Responses (microsoft/ai-agents-for-beginners, 77k stars) and Afm (scouzi1966/maclocal-api, 346 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
kangarooking (a GitHub user) maintains it in kangarooking/agnes-free-model-skills, which has 199 GitHub stars. The repository holds 3 skills in this directory. The repository was last updated on June 1, 2026.
Source: kangarooking/agnes-free-model-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.