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 keodubo/PAW-Wiki --skill paw-persistence-layergit clone --depth 1 https://github.com/keodubo/PAW-WikiWrote 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/keodubo/paw-wiki/paw-persistence-layer)<a href="https://agentmods.dev/skills/keodubo/paw-wiki/paw-persistence-layer"><img src="https://agentmods.dev/badge/skills/keodubo/paw-wiki/paw-persistence-layer/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/keodubo/paw-wiki/paw-persistence-layer"><img src="https://agentmods.dev/badge/skills/keodubo/paw-wiki/paw-persistence-layer.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 | $0.00066 | $0.00862 |
| Opus 5 | $0.00033 | $0.00431 |
| Sonnet 5 | $0.00013 | $0.00172 |
| Haiku 4.5 | $0.00007 | $0.00086 |
Grade A, and why
paw-persistence-layer 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 10d 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 — 62 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Paw Persistence Layer
Overview
Use this for the persistence/ module. In TP1 it means schema, dialect scripts, JDBC DAOs, migrations, and persistence tests. In TPE2/TP2 it may mean JPA/Hibernate DAOs, ORM config, schema/data migrations, and generated SQL review after $paw-tp2-migration has set the migration plan.
Read references/layer-rules.md before editing persistence.
Workflow
- Inspect
PersistenceConfig, schema scripts, DAO contracts, and existing DAO/test style. - Resolve stage: TP1 uses JDBC; TP2 uses JPA/Hibernate only when the user is in that stage or explicitly asks for migration.
- Keep schema and migrations in
persistence, notwebapp. - Update
schema-base.sql,schema-postgres.sql, andschema-hsqldb.sqltogether when the TP1 schema changes. - Write or adjust DAO/persistence tests before relying on service/web behavior.
- In TP1, implement SQL with explicit columns, joins, filters, ordering, and pagination in the database. In TP2, inspect generated SQL/fetches and avoid hidden N+1.
- Run targeted persistence tests, then a wider Maven check if contracts changed.
JDBC Rules
java.sqlbelongs only in this layer.- RowMappers are
private static final, not created per method call. SimpleJdbcInsertis initialized once, usually in the constructor.- Avoid
SELECT *. - Avoid N+1: use
JOIN,WHERE IN, and batch methods. - Escape LIKE metacharacters
%and_before queries that use user input. - Use database cascades (
ON DELETE CASCADE) instead of manual Java delete chains when appropriate. - Do not filter, sort, join, or paginate in Java after loading unbounded rows.
TP2 JPA Rules
- Use
$paw-tp2-migrationbefore introducingEntityManager, JPA annotations, or Spring ORM config. - Do not expose
EntityManager, HibernateSession, lazy proxies, or JPQL strings outside persistence. - Review fetch type, cascade, orphan removal, optionality, and enum mapping for each relation.
- Treat Hibernate schema auto-update as a migration risk; do not enable destructive or production/server-affecting behavior without explicit approval.
- Preserve existing data by default. Prefer additive migrations and document rollback for any schema/data change.
- Inspect generated SQL/logs for list pages and relationship-heavy flows.
- For paginated JPA lists that need relationships, page root ids first and load
entities second. Use a native or id-only query with the filters, ordering,
setFirstResult((page - 1) * pageSize), andsetMaxResults(pageSize)to get the ids; then use a JPA entity query with those ids to fetch/populate the entities. Reorder the entities to match the id query, and use a separate count query over root entities for totals. Do not paginate a fetch/join-expanded entity query when row count can differ from entity count.
What ships with it
2 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.
- 10d ago First seen · 62 lines · 66 tokens per session scan A 2d50776669c6
paw-persistence-layer is a skill published in the GitHub repository keodubo/PAW-Wiki (10 stars, last pushed 1mo ago), licensed MIT. It adds 66 tokens to every session and 862 once invoked, about $0.0003 per session on Opus 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 2026-08-31.
Other skills, from other repositories
create-pr
Creates a GitHub PR with a Linear-ticket-prefixed title and a decision-led, narrative description for prisma-next. Use when the user wants to create a pull request, open a PR, or submit changes for review.
schema-exploration
Lists tables, describes columns and data types, identifies foreign key relationships, and maps entity relationships in a database. Use when the user asks about database schema, table structure, column types, what tables exist, ERD, foreign keys, or how entities relate.
ha-data-stores
Map of Hope Agent's local data stores and safe read-only query workflow. Use when the user asks where Hope Agent stores data, wants to inspect sessions/messages/memory/logs/background jobs/knowledge indexes/settings, asks the model to query local app data, or debugging requires checking persisted state. Trigger…
supabase
Supabase / PostgREST Row-Level-Security playbook — pull the anon (or leaked servicerole) key out of the frontend JS, map tables from the auto-generated OpenAPI spec, test anonymous RLS READ disclosures (PII/secret leaks), and anonymous RLS WRITE abuse (insert/update/delete — e.g. forging…
nornicdb-cypher-queries
Pick fast, predictable Cypher query shapes in NornicDB — point lookups, batch retrieval, pagination, search, traversal, batched UNWIND/MERGE writes, cleanup, multi-tenant isolation. Use when writing or reviewing Cypher whose latency or throughput matters; maps user intent to the executor's hot-path query templates.
dsql
Build with Aurora DSQL — manage schemas, execute queries, handle migrations, diagnose query plans, diagnose cluster performance, load data, and develop applications with a serverless, distributed SQL database. Covers IAM auth, multi-tenant patterns, MySQL-to-DSQL and PostgreSQL-to-DSQL schema conversion, foreign key…