Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add inho-team/qe-mcp --skill qsql-progit clone --depth 1 https://github.com/inho-team/qe-mcpWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/inho-team/qe-mcp/qsql-pro)<a href="https://agentmods.dev/skills/inho-team/qe-mcp/qsql-pro"><img src="https://agentmods.dev/badge/skills/inho-team/qe-mcp/qsql-pro/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/inho-team/qe-mcp/qsql-pro"><img src="https://agentmods.dev/badge/skills/inho-team/qe-mcp/qsql-pro.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00116 | $0.01584 |
| Opus 5.5 | $0.00046 | $0.00634 |
| Sonnet 5.5 | $0.00023 | $0.00317 |
| Haiku 4.5 | $0.00012 | $0.00158 |
Grade A, and why
Qsql-pro scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 156 lines — stays where its author put it; the contents beside it link to each section on GitHub.
SQL Pro
Core Workflow
- Schema Analysis - Review database structure, indexes, query patterns, performance bottlenecks
- Design - Create set-based operations using CTEs, window functions, appropriate joins
- Optimize - Analyze execution plans, implement covering indexes, eliminate table scans
- Verify - Run
EXPLAIN ANALYZEand confirm no sequential scans on large tables; if query does not meet sub-100ms target, iterate on index selection or query rewrite before proceeding - Document - Provide query explanations, index rationale, performance metrics
Reference Guide
Load detailed guidance based on context:
| Topic | Reference | Load When |
|---|---|---|
| Query Patterns | references/query-patterns.md |
JOINs, CTEs, subqueries, recursive queries |
| Window Functions | references/window-functions.md |
ROW_NUMBER, RANK, LAG/LEAD, analytics |
| Optimization | references/optimization.md |
EXPLAIN plans, indexes, statistics, tuning |
| Database Design | references/database-design.md |
Normalization, keys, constraints, schemas |
| Dialect Differences | references/dialect-differences.md |
PostgreSQL vs MySQL vs SQL Server specifics |
Code Patterns
Basic: SELECT with JOIN
-- Purpose: Retrieve customer orders with inline total calculation
-- Parameters: order_date must be parameterized (?1) to prevent SQL injection
-- Expected output: customer_name, order_id, total_amount (sum of line items)
SELECT
c.name AS customer_name,
o.order_id,
SUM(li.quantity * li.unit_price) AS total_amount
FROM customers c
INNER JOIN orders o ON c.customer_id = o.customer_id
LEFT JOIN line_items li ON o.order_id = li.order_id
WHERE o.order_date > ?1
GROUP BY c.customer_id, c.name, o.order_id;
Error Handling: Transaction with SAVEPOINT
-- Purpose: Safely process fund transfers with rollback on constraint violation
-- Rollback: ROLLBACK TO sp_transfer; handles duplicate key or insufficient funds
BEGIN TRANSACTION;
SAVEPOINT sp_transfer;
UPDATE accounts SET balance = balance - ?1 WHERE account_id = ?2;
UPDATE accounts SET balance = balance + ?1 WHERE account_id = ?3;
-- Constraint violation triggers automatic rollback to savepoint
IF @@ERROR <> 0 ROLLBACK TRANSACTION;
COMMIT TRANSACTION;
What ships with it
5 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 156 lines · 116 tokens per session scan A 55fd49449671
Qsql-pro is a skill published in the GitHub repository inho-team/qe-mcp (0 stars, last pushed 7d ago), licensed MIT. It adds 116 tokens to every session and 1,584 once invoked, about $0.0005 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-01.
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