Rl Env From Description
adithya-s-k/FineEnvs
Turns a user's plain-English description of an RL training environment into runnable code across the four target frameworks — OpenEnv, OpenReward (ORS), Verifiers, and NeMo Gym.
Reference for all AI tools available in DBX Studio's AI chat system.
$ npx skills add Dbxstudio/dbx-studio --skill ai-tools -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Dbxstudio/dbx-studio ai-tools --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/Dbxstudio/dbx-studio.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/ai-tools .claude/skills/ai-tools && 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 "ai-tools" agent skill from https://github.com/Dbxstudio/dbx-studio/tree/main/skills/ai-tools into .claude/skills/ai-tools/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-tools", 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/Dbxstudio/dbx-studio/tree/main/skills/ai-toolsType 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 Dbxstudio/dbx-studio --skill ai-tools -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Dbxstudio/dbx-studio ai-tools --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Dbxstudio/dbx-studio.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/ai-tools .agents/skills/ai-tools && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ai-tools" agent skill from https://github.com/Dbxstudio/dbx-studio/tree/main/skills/ai-tools into .agents/skills/ai-tools/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-tools", 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 Dbxstudio/dbx-studio --skill ai-tools -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Dbxstudio/dbx-studio ai-tools --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Dbxstudio/dbx-studio.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/ai-tools .cursor/skills/ai-tools && 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 "ai-tools" agent skill from https://github.com/Dbxstudio/dbx-studio/tree/main/skills/ai-tools into .cursor/skills/ai-tools/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-tools", 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/Dbxstudio/dbx-studio.git --path skills/ai-tools--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 Dbxstudio/dbx-studio --skill ai-tools -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Dbxstudio/dbx-studio ai-tools --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Dbxstudio/dbx-studio.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/ai-tools .gemini/skills/ai-tools && 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 "ai-tools" agent skill from https://github.com/Dbxstudio/dbx-studio/tree/main/skills/ai-tools into .gemini/skills/ai-tools/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-tools", 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 Dbxstudio/dbx-studio ai-toolsInstalls 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 Dbxstudio/dbx-studio --skill ai-tools -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Dbxstudio/dbx-studio.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/ai-tools .github/skills/ai-tools && 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 "ai-tools" agent skill from https://github.com/Dbxstudio/dbx-studio/tree/main/skills/ai-tools into .github/skills/ai-tools/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-tools", 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 Dbxstudio/dbx-studio --skill ai-tools -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Dbxstudio/dbx-studio ai-tools --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Dbxstudio/dbx-studio.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/ai-tools .opencode/skills/ai-tools && 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 "ai-tools" agent skill from https://github.com/Dbxstudio/dbx-studio/tree/main/skills/ai-tools into .opencode/skills/ai-tools/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-tools", 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.
ai-toolsReference for all AI tools available in DBX Studio's AI chat system.
AI Tools is an agent skill from Dbxstudio/dbx-studio. Reference for all AI tools available in DBX Studio's AI chat system. Use when adding, modifying, or debugging AI tool definitions, tool execution, or provider integrations.
Its SKILL.md is about 640 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in AI & LLM Engineering, covering Structured output and tool calling. It works with SQL. The repository describes itself as: Free Open-source AI SQL client that helps developers and data teams explore databases using natural language. The licence is Apache-2.0.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 9592eb7. 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.
No scripts in the folder and no shell commands in SKILL.md (its code samples are typescript).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
AI Tools loads about 643 tokens when it runs. Until then it costs about 45 tokens; SKILL.md has 176 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); files beside SKILL.md are not scanned.
The full file from Dbxstudio/dbx-studio at commit 9592eb7, republished under its Apache-2.0 licence (© Dbxstudio). 176 words, ~643 tokens.
.claude/skills/ai-tools/SKILL.md (or your agent's skills folder).apps/api/src/orpc/routers/ai/tools.ts
apps/api/src/orpc/routers/ai/toolExecutor.ts
| Tool Name | Purpose | Required Params |
|---|---|---|
read_schema | Get all tables and structure from schema store | schema_name |
get_table_data | Preview rows from a table (generates SELECT) | table_name |
execute_query | Run a SELECT/WITH query | sql |
generate_chart | Create chart config (bar/line/pie/scatter/area/histogram) | chart_type, title, data_query |
describe_table | Get table metadata from schemaTables DB table | table_name |
get_table_stats | Get statistics summary for a table | table_name |
| Service ID | Provider | File |
|---|---|---|
| 1 | AWS Bedrock | ai-stream.ts (streaming) + providersWithTools.ts |
| 2 | OpenAI | providersWithTools.ts → callOpenAIWithTools |
| 3 | Anthropic | providersWithTools.ts → callAnthropicWithTools |
| 4 | Qwen | index.ts |
| 5 | Ollama | index.ts |
| 6 | Gemini | index.ts |
| 7 | Groq | index.ts |
| 8 | DBX Agent | External → MAIN_SERVER_URL |
// Anthropic format
getAnthropicTools() → { name, description, input_schema }
// OpenAI format
getOpenAITools() → { type: 'function', function: { name, description, parameters } }
// Bedrock format (in ai-stream.ts)
{ toolSpec: { name, description, inputSchema: { json: input_schema } } }AI_TOOLS array in tools.tstoolExecutor.ts → executeTool switchexecuteMyNewTool(input, context)getAnthropicTools() and getOpenAITools() will pick it up automaticallyai-stream.ts is also automaticMain streaming system prompt: apps/api/src/routes/ai-stream.ts around line 132–172
oRPC chat system prompt: apps/api/src/orpc/routers/ai/providersWithTools.ts — SYSTEM_PROMPT_WITH_TOOLS constant
© Dbxstudio, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/ai-tools of Dbxstudio/dbx-studio.
Open the folder on GitHubat commit 9592eb7
We found 3 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 2 other GitHub owners. This page covers the copy in Dbxstudio/dbx-studio, which our catalogue first saw on October 7, 2026.
AI Tools 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 |
|---|---|---|---|---|---|---|
| AI Tools this skillDbxstudio/dbx-studio | 103 | 2 repos | ~643 | Automated safety check: Pass | Apache-2.0 | |
| Rl Env From Descriptionadithya-s-k/FineEnvs | 443 | — | ~2.3k | Automated safety check: Notes | Apache-2.0 | |
| Building Agentsericrisco/rsc-harness | 167 | — | ~5k | Automated safety check: Pass | MIT | |
| Planning With Filesjarrodwatts/claude-code-config | 1.1k | 5 repos | ~967 | Automated safety check: Pass | None | |
| Tool Use Data Synthesissunny-glow/Auto-BenchMax | 1.3k | — | ~3.3k | Automated safety check: Pass | None | |
| Agent Harness ConstructionKartikLabhshetwar/mind-mentor | 147 | 7 repos | ~500 | Automated safety check: Pass | Apache-2.0 |
adithya-s-k/FineEnvs
Turns a user's plain-English description of an RL training environment into runnable code across the four target frameworks — OpenEnv, OpenReward (ORS), Verifiers, and NeMo Gym.
ericrisco/rsc-harness
A skill your agent uses when building or restructuring an LLM agent — provider adapter, tool calling, structured output, RAG, agent loop, eval gate, cost routing, tracing, MCP server —…
jarrodwatts/claude-code-config
Transforms workflow to use Manus-style persistent markdown files for planning, progress tracking, and knowledge storage.
sunny-glow/Auto-BenchMax
Synthesize training data for ANY tool-use / agentic benchmark, in ANY repo.
KartikLabhshetwar/mind-mentor
Design and optimize AI agent action spaces, tool definitions, and observation formatting for higher completion rates.
wshobson/agents
Reference for designing and tuning production LLM prompts: few-shot examples, chain-of-thought, structured outputs, templates and system prompts.
Dbxstudio/dbx-studio
Systematic database and table profiling for DBX Studio. An agent skill from Dbxstudio/dbx-studio.
Dbxstudio/dbx-studio
Chart and visualization generation for DBX Studio. An agent skill from Dbxstudio/dbx-studio.
Dbxstudio/dbx-studio
Expert SQL query generation for DBX Studio. An agent skill from Dbxstudio/dbx-studio.
Dbxstudio/dbx-studio
Edit or improve the AI system prompt used in DBX Studio's AI chat.
Works with
Categories
Reference for all AI tools available in DBX Studio's AI chat system. AI Tools is an agent skill from Dbxstudio/dbx-studio. Reference for all AI tools available in DBX Studio's AI chat system.
AI Tools fits situations like: debugging AI tool definitions; provider integrations.
Run `npx skills add Dbxstudio/dbx-studio --skill ai-tools -a claude-code`. Or copy the skill folder (skills/ai-tools in Dbxstudio/dbx-studio) into .claude/skills/ai-tools in your project. Claude Code loads it when a task matches its description.
Run `npx skills add Dbxstudio/dbx-studio --skill ai-tools -a codex`. Or copy the skill folder (skills/ai-tools in Dbxstudio/dbx-studio) into .agents/skills/ai-tools 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 Dbxstudio/dbx-studio --skill ai-tools -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ai-tools, .gemini/skills/ai-tools, .github/skills/ai-tools and .opencode/skills/ai-tools in your project.
SKILL.md names no scripts, command-line tools or credentials: AI Tools is instructions for the agent only.
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.
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.
AI Tools is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 643 tokens (SKILL.md is roughly 2.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with AI Tools: Rl Env From Description (adithya-s-k/FineEnvs, 443 stars), Building Agents (ericrisco/rsc-harness, 167 stars), Planning With Files (jarrodwatts/claude-code-config, 1.1k stars) and Tool Use Data Synthesis (sunny-glow/Auto-BenchMax, 1.3k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Dbxstudio (a GitHub organization) maintains it in Dbxstudio/dbx-studio, which has 103 GitHub stars. The repository holds 5 skills in this directory. The repository was last updated on August 3, 2026.
Source: Dbxstudio/dbx-studio on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.