SQL To Business Logic
nimrodfisher/data-analytics-skills
Translate SQL queries into plain language business logic. An agent skill from nimrodfisher/data-analytics-skills.
Translates a plain-English question into a single, safe, read-only SQL query against a known schema, with assumptions made explicit.
Install SQL Translator
$ npx skills add criptogus/agent-evolve-network --skill sql-translator -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install criptogus/agent-evolve-network sql-translator --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/criptogus/agent-evolve-network.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/sql-translator .claude/skills/sql-translator && 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 "sql-translator" agent skill from https://github.com/criptogus/agent-evolve-network/tree/main/skills/sql-translator into .claude/skills/sql-translator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sql-translator", 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/criptogus/agent-evolve-network/tree/main/skills/sql-translatorType 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 criptogus/agent-evolve-network --skill sql-translator -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install criptogus/agent-evolve-network sql-translator --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/criptogus/agent-evolve-network.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/sql-translator .agents/skills/sql-translator && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "sql-translator" agent skill from https://github.com/criptogus/agent-evolve-network/tree/main/skills/sql-translator into .agents/skills/sql-translator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sql-translator", 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 criptogus/agent-evolve-network --skill sql-translator -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install criptogus/agent-evolve-network sql-translator --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/criptogus/agent-evolve-network.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/sql-translator .cursor/skills/sql-translator && 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 "sql-translator" agent skill from https://github.com/criptogus/agent-evolve-network/tree/main/skills/sql-translator into .cursor/skills/sql-translator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sql-translator", 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/criptogus/agent-evolve-network.git --path skills/sql-translator--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 criptogus/agent-evolve-network --skill sql-translator -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install criptogus/agent-evolve-network sql-translator --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/criptogus/agent-evolve-network.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/sql-translator .gemini/skills/sql-translator && 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 "sql-translator" agent skill from https://github.com/criptogus/agent-evolve-network/tree/main/skills/sql-translator into .gemini/skills/sql-translator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sql-translator", 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 criptogus/agent-evolve-network sql-translatorInstalls 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 criptogus/agent-evolve-network --skill sql-translator -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/criptogus/agent-evolve-network.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/sql-translator .github/skills/sql-translator && 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 "sql-translator" agent skill from https://github.com/criptogus/agent-evolve-network/tree/main/skills/sql-translator into .github/skills/sql-translator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sql-translator", 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 criptogus/agent-evolve-network --skill sql-translator -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install criptogus/agent-evolve-network sql-translator --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/criptogus/agent-evolve-network.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/sql-translator .opencode/skills/sql-translator && 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 "sql-translator" agent skill from https://github.com/criptogus/agent-evolve-network/tree/main/skills/sql-translator into .opencode/skills/sql-translator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sql-translator", 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
sql-translator- GitHub stars
- 288
- Token cost
- ~735 tokens
- SKILL.md length
- 229 words
- Files
- 1
- Skills in repo
- 107
- Repo updated
- First seen
- Licence
- CC-BY-SA-4.0
At a glance
Translates a plain-English question into a single, safe, read-only SQL query against a known schema, with assumptions made explicit.
- The user asks for natural-language to sql work
- SKILL.md covers Instructions, Always, Never and Examples, plus 1 more section
- Calls npx
- Tasks that involve SQL
What it does
SQL Translator is an agent skill from criptogus/agent-evolve-network. Translates a plain-English question into a single, safe, read-only SQL query against a known schema, with assumptions made explicit. Use when the user asks for natural-language to sql work, or mentions sql, translator.
Its SKILL.md is about 740 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 Databases, covering SQL, Translation and Plain language and style rules. It works with SQL. The licence is CC-BY-SA-4.0.
When your agent uses it
- The user asks for natural-language to sql work
- Tasks that involve SQL
- Tasks that involve Translation
Example prompts
- “Use the sql-translator skill to translate a plain-English question into a single, safe, read-only SQL query against a known schema, with assumptions…”
- “/sql-translator”
Requirements
- Node.js
What it can do on your machine
Read from SKILL.md and the folder at commit d19b920. 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:
npx
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):
superagentskill.com
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
SQL Translator loads about 735 tokens when it runs. Until then it costs about 58 tokens; SKILL.md has 229 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 criptogus/agent-evolve-network at commit d19b920, republished under its CC-BY-SA-4.0 licence (© criptogus). 229 words, ~735 tokens.
Download SKILL.mdSave it as
.claude/skills/sql-translator/SKILL.md (or your agent's skills folder).- name
- sql-translator
- description
- Translates a plain-English question into a single, safe, read-only SQL query against a known schema, with assumptions made explicit. Use when the user asks for natural-language to sql work, or mentions sql, translator.
- version
- 0.1.0
- license
- CC-BY-SA-4.0
- homepage
- https://superagentskill.com/marketplace/sql-translator
- source
- Super Agent Skill (SAK)
Natural-language to SQL
Use this skill when a user asks a data question against a known schema and you want a safe SELECT they can run as-is. The skill emits exactly one SELECT, qualifies every column, and lists the assumptions it made (date ranges, NULL handling, dedup keys) so the user can audit them.
Instructions
You are a careful data analyst. You receive a plain-English question, a schema description (DDL or compact form), and a SQL dialect (default postgres). Produce exactly one SELECT statement — never INSERT, UPDATE, DELETE, or DDL. Qualify every column with its table or alias. Use SELECT * only when the intent is an explicit "preview". Then list every assumption made: date range interpretation, NULL handling, dedup key, timezone. Never invent columns that aren't in the schema.
Always
- Emit exactly one SELECT statement.
- Qualify every column with its table or alias.
- List every assumption made.
Never
- Use INSERT, UPDATE, DELETE, or any DDL.
- Invent columns absent from the schema.
Examples
Top customers last quarter
Input:
question: "Top 5 customers by revenue last quarter"
schema: "orders(id, customer_id, amount_cents, paid_at)"
dialect: "postgres"Expected output:
SELECT o.customer_id, SUM(o.amount_cents)/100.0 AS revenue
FROM orders o
WHERE o.paid_at >= date_trunc('quarter', now()) - interval '3 months'
AND o.paid_at < date_trunc('quarter', now())
GROUP BY o.customer_id
ORDER BY revenue DESC
LIMIT 5;
Assumptions: ["last quarter = previous calendar quarter", "amount_cents non-null", "timezone = server default"]Daily signups
Input:
question: "How many signups per day in the last 30 days?"
schema: "users(id, created_at)"
dialect: "postgres"Expected output:
SELECT date_trunc('day', u.created_at) AS day, COUNT(*) AS signups
FROM users u
WHERE u.created_at >= now() - interval '30 days'
GROUP BY 1
ORDER BY 1;
Assumptions: ["created_at is signup timestamp", "timezone = server default"]Trust & telemetry
This skill is graded on the Super Agent Skill network: format, substance and adversarial (prompt-injection) testing produce a public Trust Score.
- Trust Score & evidence: https://superagentskill.com/marketplace/trust/sql-translator
- Skill page: https://superagentskill.com/marketplace/sql-translator
- Live version (always current) via MCP: https://superagentskill.com/api/mcp
Reinstall or update with npx skills update, or pull the live graded version with
npx super-agent install sql-translator.
© criptogus, CC-BY-SA-4.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in skills/sql-translator of criptogus/agent-evolve-network.
Open the folder on GitHubat commit d19b920
Compare with similar skills
SQL Translator 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 |
|---|---|---|---|---|---|---|
| SQL Translator this skillcriptogus/agent-evolve-network | 288 | — | ~735 | Automated safety check: Pass | CC-BY-SA-4.0 | |
| SQL To Business Logicnimrodfisher/data-analytics-skills | 465 | — | ~636 | Automated safety check: Pass | MIT | |
| Query Pipelinedotnet/efcore | 15k | — | ~194 | Automated safety check: Pass | MIT | |
| 511 Frameworks Micronaut Jdbcjabrena/plinth | 446 | — | ~872 | Automated safety check: Pass | Apache-2.0 | |
| SQL TranslationMicrock/ordinary-claude-skills | 403 | — | ~1.3k | Automated safety check: Pass | Custom licence | |
| Forge Codegen Crudyaomindong1996/forge-admin | 125 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 |
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SQL Explainer
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Paste a SQL query and get a plain English explanation of what it does.
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Related
Works with
Categories
Questions about SQL Translator
What does SQL Translator do?
Translates a plain-English question into a single, safe, read-only SQL query against a known schema, with assumptions made explicit. SQL Translator is an agent skill from criptogus/agent-evolve-network. Translates a plain-English question into a single, safe, read-only SQL query against a known schema, with assumptions made explicit.
When should I use SQL Translator?
SQL Translator fits situations like: the user asks for natural-language to sql work; tasks that involve SQL; tasks that involve Translation.
How do I install SQL Translator in Claude Code?
Run `npx skills add criptogus/agent-evolve-network --skill sql-translator -a claude-code`. Or copy the skill folder (skills/sql-translator in criptogus/agent-evolve-network) into .claude/skills/sql-translator in your project. Claude Code loads it when a task matches its description.
How do I install SQL Translator in Codex?
Run `npx skills add criptogus/agent-evolve-network --skill sql-translator -a codex`. Or copy the skill folder (skills/sql-translator in criptogus/agent-evolve-network) into .agents/skills/sql-translator in your project. Codex loads it when a task matches its description.
Can I use SQL Translator 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 criptogus/agent-evolve-network --skill sql-translator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/sql-translator, .gemini/skills/sql-translator, .github/skills/sql-translator and .opencode/skills/sql-translator in your project.
What does SQL Translator need to run?
Going by SKILL.md and its folder, SQL Translator needs the command-line tools its instructions call (npx). Our summary lists: Node.js.
Does SQL Translator access the network?
SKILL.md names 1 domain. As links in the text: superagentskill.com. This is read from the text; nothing was executed.
Is SQL Translator 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 SQL Translator use?
SQL Translator is published under the CC-BY-SA-4.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does SQL Translator use?
About 735 tokens (SKILL.md is roughly 2.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to SQL Translator?
Skills that share tags, products or a category with SQL Translator: SQL To Business Logic (nimrodfisher/data-analytics-skills, 465 stars), Query Pipeline (dotnet/efcore, 15k stars), 511 Frameworks Micronaut Jdbc (jabrena/plinth, 446 stars) and SQL Translation (Microck/ordinary-claude-skills, 403 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains SQL Translator?
criptogus (a GitHub user) maintains it in criptogus/agent-evolve-network, which has 288 GitHub stars. The repository holds 107 skills in this directory. The repository was last updated on September 9, 2026.
Source: criptogus/agent-evolve-network on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.