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.
Build and troubleshoot Python AI applications involving model APIs, local LLMs, retrieval, tools, agents, prompts, evaluation, or AI dependencies.
Install Python AI
$ npx skills add ChrisTitusTech/titus-ai --skill python-ai -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ChrisTitusTech/titus-ai python-ai --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/ChrisTitusTech/titus-ai.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/python-ai .claude/skills/python-ai && 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 "python-ai" agent skill from https://github.com/ChrisTitusTech/titus-ai/tree/main/.agents/skills/python-ai into .claude/skills/python-ai/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "python-ai", 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/ChrisTitusTech/titus-ai/tree/main/.agents/skills/python-aiType 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 ChrisTitusTech/titus-ai --skill python-ai -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ChrisTitusTech/titus-ai python-ai --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ChrisTitusTech/titus-ai.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/python-ai .agents/skills/python-ai && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "python-ai" agent skill from https://github.com/ChrisTitusTech/titus-ai/tree/main/.agents/skills/python-ai into .agents/skills/python-ai/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "python-ai", 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 ChrisTitusTech/titus-ai --skill python-ai -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ChrisTitusTech/titus-ai python-ai --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ChrisTitusTech/titus-ai.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/python-ai .cursor/skills/python-ai && 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 "python-ai" agent skill from https://github.com/ChrisTitusTech/titus-ai/tree/main/.agents/skills/python-ai into .cursor/skills/python-ai/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "python-ai", 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/ChrisTitusTech/titus-ai.git --path .agents/skills/python-ai--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 ChrisTitusTech/titus-ai --skill python-ai -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ChrisTitusTech/titus-ai python-ai --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ChrisTitusTech/titus-ai.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/python-ai .gemini/skills/python-ai && 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 "python-ai" agent skill from https://github.com/ChrisTitusTech/titus-ai/tree/main/.agents/skills/python-ai into .gemini/skills/python-ai/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "python-ai", 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 ChrisTitusTech/titus-ai python-aiInstalls 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 ChrisTitusTech/titus-ai --skill python-ai -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ChrisTitusTech/titus-ai.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/python-ai .github/skills/python-ai && 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 "python-ai" agent skill from https://github.com/ChrisTitusTech/titus-ai/tree/main/.agents/skills/python-ai into .github/skills/python-ai/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "python-ai", 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 ChrisTitusTech/titus-ai --skill python-ai -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ChrisTitusTech/titus-ai python-ai --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ChrisTitusTech/titus-ai.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/python-ai .opencode/skills/python-ai && 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 "python-ai" agent skill from https://github.com/ChrisTitusTech/titus-ai/tree/main/.agents/skills/python-ai into .opencode/skills/python-ai/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "python-ai", 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
python-ai- GitHub stars
- 145
- Token cost
- ~601 tokens
- SKILL.md length
- 278 words
- Files
- 3 (incl. references)
- Skills in repo
- 17
- Repo updated
- First seen
- Licence
- None found
At a glance
Build and troubleshoot Python AI applications involving model APIs, local LLMs, retrieval, tools, agents, prompts, evaluation, or AI dependencies.
- Works in 5 steps: Inspect the affected provider, model,… → Determine privacy, latency, cost, and… → Preserve existing rollback paths. Add… → …
- AI & LLM Engineering work in your project
- SKILL.md covers Workflow, Diagnostics, Safety Rules and Validation
- Calls uv
What it does
Python AI is an agent skill from ChrisTitusTech/titus-ai. Build and troubleshoot Python AI applications involving model APIs, local LLMs, retrieval, tools, agents, prompts, evaluation, or AI dependencies.
Its SKILL.md is about 600 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `agents/openai.yaml` and `references/openai-migrations.md`).
It sits in AI & LLM Engineering. It works with Python and OpenAI.
When your agent uses it
- AI & LLM Engineering work in your project
Example prompts
- “/python-ai”
Requirements
- Python 3
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Inspect the affected provider, model, dependencies, prompts, tools, and data
- Determine privacy, latency, cost, and reliability impact.
- Preserve existing rollback paths. Add feature flags or provider fallbacks
- Implement the smallest model, prompt, retrieval, or tool change.
- Validate deterministic code paths and representative AI behavior.
What it can do on your machine
Read from SKILL.md and the folder at commit 162d624. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
Shell commands in SKILL.md call:
uv
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use uv, which can reach the network depending on how they are called.
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.
Context cost
Python AI loads about 601 tokens when it runs, and up to ~1.1k if it reads all its reference files. Until then it costs about 39 tokens; SKILL.md has 278 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 278 words (~601 tokens).
“flow. Use the project's existing environment and test commands.”
- name
- python-ai
Files
SKILL.md and 2 other files (references) in .agents/skills/python-ai of ChrisTitusTech/titus-ai.
- SKILL.md
- agents/openai.yaml
- references/openai-migrations.md
Open the folder on GitHubat commit 162d624
Compare with similar skills
Python AI 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 |
|---|---|---|---|---|---|---|
| Python AI this skillChrisTitusTech/titus-ai | 145 | — | ~601 | Automated safety check: Pass | None | |
| Chroma Vector DatabaseOrchestra-Research/AI-Research-SKILLs | 13k | 8 repos | ~2.3k | Automated safety check: Pass | MIT | |
| Agent Squad Python Guide2FastLabs/agent-squad | 7.8k | — | ~4.7k | Automated safety check: Pass | Apache-2.0 | |
| Azure AI Projects Python SDKmicrosoft/skills | 3.1k | 6 repos | ~2.8k | Automated safety check: Pass | MIT | |
| Add Example AgentGetBindu/Bindu | 10k | — | ~1.1k | Automated safety check: Notes | Custom licence | |
| Kiln Check Finetune DeprecationKiln-AI/Kiln | 5.2k | — | ~1.9k | Automated safety check: Notes | Custom licence |
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Agent Squad Python Guide
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- Official
Azure AI Projects Python SDK
microsoft/skills
Reference for building on Microsoft Foundry with the azure-ai-projects Python SDK: project clients, versioned agents, evaluations, connections, datasets and indexes.
Add Example Agent
GetBindu/Bindu
Add a new self-contained example agent under examples/. An agent skill from GetBindu/Bindu.
Kiln Check Finetune Deprecation
Kiln-AI/Kiln
Check Kiln's fine-tunable model list for deprecated or unsupported base models.
Upgrade Stripe
kanchengw/cnllm
Guide for upgrading Stripe API versions and SDKs. An agent skill from kanchengw/cnllm.
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Related
Categories
Questions about Python AI
What does Python AI do?
Build and troubleshoot Python AI applications involving model APIs, local LLMs, retrieval, tools, agents, prompts, evaluation, or AI dependencies. Python AI is an agent skill from ChrisTitusTech/titus-ai. Build and troubleshoot Python AI applications involving model APIs, local LLMs, retrieval, tools, agents, prompts, evaluation, or AI dependencies.
When should I use Python AI?
Python AI fits situations like: AI & LLM Engineering work in your project.
How do I install Python AI in Claude Code?
Run `npx skills add ChrisTitusTech/titus-ai --skill python-ai -a claude-code`. Or copy the skill folder (.agents/skills/python-ai in ChrisTitusTech/titus-ai) into .claude/skills/python-ai in your project. Claude Code loads it when a task matches its description.
How do I install Python AI in Codex?
Run `npx skills add ChrisTitusTech/titus-ai --skill python-ai -a codex`. Or copy the skill folder (.agents/skills/python-ai in ChrisTitusTech/titus-ai) into .agents/skills/python-ai in your project. Codex loads it when a task matches its description.
Can I use Python AI 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 ChrisTitusTech/titus-ai --skill python-ai -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/python-ai, .gemini/skills/python-ai, .github/skills/python-ai and .opencode/skills/python-ai in your project.
What does Python AI need to run?
Going by SKILL.md and its folder, Python AI needs the command-line tools its instructions call (uv). Our summary lists: Python 3.
Does Python AI access the network?
SKILL.md contains no URLs. Its commands use uv, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Python AI 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 Python AI use?
No licence was found for Python AI or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Python AI use?
About 601 tokens (SKILL.md is roughly 2.4k 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 547 tokens, read only when the agent opens those files.
What are the alternatives to Python AI?
Skills that share tags, products or a category with Python AI: Chroma Vector Database (Orchestra-Research/AI-Research-SKILLs, 13k stars), Agent Squad Python Guide (2FastLabs/agent-squad, 7.8k stars), Azure AI Projects Python SDK (microsoft/skills, 3.1k stars) and Add Example Agent (GetBindu/Bindu, 10k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Python AI?
ChrisTitusTech (a GitHub user) maintains it in ChrisTitusTech/titus-ai, which has 145 GitHub stars. The repository holds 17 skills in this directory. The repository was last updated on October 6, 2026.
Source: ChrisTitusTech/titus-ai on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.