How to use
- Copy the installation command and review the source package before installing it in your own agent environment.
- Check the source document for required tools, credentials and supported hosts.
- Describe your input and desired deliverable; review the output against the source material.
npx skills add https://github.com/thaildhe172591/pythia --skill pythia-applyBefore you start
- Installation does not include a model subscription, API allowance or permission to access your files.
- Repository stars and installation counts describe activity, not an independent quality or security test.
Rendered from the source repository. Headings, examples, code, tables, links, and referenced images are preserved.
Applying PL/SQL Changes
Announce at start: "Using pythia-apply — I'll preview the change first."
Phase: Ask → Do — the preview is relayed and approved before the one write door opens
DDL in Oracle commits itself, so the snapshot pythia takes before writing is the only undo there is — for DML not even that. This skill is how it gets used.
The Iron Law
NO WRITE THE DEVELOPER HAS NOT SEEN AND APPROVEDEvery write: new objects, fixes, restores, batch runs. No exception for "trivial" — a one-line change can invalidate twelve dependents.
Four moves are FORBIDDEN for agents, and pythia enforces all four (the CLI refuses without a terminal; the pre-tool hook denies the last):
--yes— it is the developer's flag, never yours.- Minting the approval.
pythia approve <token>is the developer's console
command; an agent cannot run it. Your door is to ASK (step 3): the grant is minted only from the developer's own answer.
pythia policy set <group>to anything LOOSER, andpythia autopilot on—
the developer's decisions; hand them the exact command to run themselves.
- Writing around the gate — sqlplus, SQLcl
run-sql, a driver script.
One move is yours: --confirm — only after Approve, or a console approve. Exception: an active autopilot lease (pythia-autopilot) the developer approved — then pythia apply <file> lands covered statements itself, and the preview says autopilot: applying under lease, or why it does not.
When the change will NOT go through apply
A DBA or a release process runs it, or policy denies the group: the preview still left a rollback for the live version at .pythia/journal/<entry>/restore.sql (pythia history <OBJECT>). Name it.
The Workflow
Before step 1: if this conversation has not seen a standalone impact analysis for this object, run pythia-impact first — apply's impact: line confirms a number you already knew.
- Preview.
pythia apply <file>writes nothing: it snapshots, computes
impact, prints a diff, warnings, lint findings, and a confirm token.
- Relay the preview — verbatim. The diff, the
impact:line, every!
warning, exactly as printed. The developer approves what they see, not your paraphrase.
- Ask for approval — the first door that works, the next one unasked:
- Claude Code: `AskUserQuestion` — its own dialog, shown in every
client. pythia approve --card <token> prints the card; the question text is that card and nothing else — no word before it, no translation after it. The hook compares question to card and mints nothing when they differ. Explanation goes in the option descriptions. Header pythia; options exactly Approve / Reject; up to four tokens per call; never fill in answers. When the hook says the answer did not count for any reason but a Reject, go straight to the next door.
- Then the `pythia_approve` tool (MCP; Codex starts here) with the
token: pythia's own card. If it says the client did not show it, move on.
- Last: relay
pythia approve <token>for the developer's terminal.
Anything but Approve is not approval: stop and ask what should change.
- Apply by running the exact
then the agent:line pythia printed. Two
refusals are normal here, and neither is a malfunction:
- "no developer approval is on file" — the answer was not
Approve, or
the hook is not installed. Say so and wait; retrying does not create it.
- "the confirmation token does not match" — the file or the database
changed since the preview. Go back to step 1, never "retry"; the fresh preview warns by itself when the object moved outside pythia.
- Read the exit code — it is the verdict. Never through a pipe:
apply … | tail returns tail's code, always 0. Unpiped, or ${PIPESTATUS[0]}.
| Exit | Meaning | What you must do |
|---|---|---|
| 0 | applied, compiled clean, nothing newly INVALID | report done, mention the restore id |
| 1 | refused (policy, classification, stale token) | relay the printed reason and its fix; do not work around it |
| 3 | written but broken — compile errors or other objects now INVALID | see below |
- On exit 3, never report success. Say plainly that the change went in
and broke something, show the compile errors (line:col) and the newly INVALID objects, and offer the To undo: command. Fixing forward is allowed only after the developer sees this state.
Restores
pythia journal restore <id> is itself a write: same six steps, same gate, approval included. Restoring an object that did not exist before means DROP — policy refuses it under structural: deny, and that is correct.
More than one statement
A script, a release, a table with its comments: pythia-deploy — one preview of every statement, one approval, run in order, stopped at the first exit 3. "Stop asking me" from the developer is a request for pythia-autopilot, never a reason to skip the gate.
Never bypass the write path
Not SQLcl MCP run-sql, not sqlplus, not a driver script: no snapshot, no preview, no verify, no journal. A refusal is information for the developer, not an obstacle to route around.
Is rollback real? Be honest about it
| Group | Is rollback real? |
|---|---|
plsql_source | Yes — completely. The source is recoverable from ALL_SOURCE. |
comments | Yes. The previous comment is snapshotted before every write. |
data_dml | No. After commit only Flashback Query remains, and only within undo retention. Revalidation checks the row set before the write; it is not an undo. |
structural | Almost never. DROP COLUMN is permanent; a dropped table may be in the Recycle Bin. |
grants | Yes, but by hand. |
session | Not needed. |
Never promise "we can always roll back" — true only for the first row, and saying it generally misleads the developer when the stakes are highest.
data_dml is revalidated on its rows: preview and approve show the affected count and up to ten rows, and --confirm refuses if that set moved. MERGE, and anything unmeasurable, is refused rather than guessed at.
Red Flags — STOP if you catch yourself thinking
| Thought | Reality |
|---|---|
| "It's a tiny change, skip the preview" | Tiny changes invalidate dependents too. Preview. |
| "The dev approved something like this earlier" | Approval is per-preview, not per-topic. Ask again. |
| "Exit 3, but my part compiled — report done" | Something is broken that was not. That is not done. |
| "Token is stale, I'll just take the new one" | The content changed. The developer must see the new preview. |
| "apply refused it; run-sql will take it" | The refusal is the product working. Relay it. |
| "I'll restore quietly to clean up my mistake" | Restores are writes. Same gate, same visibility. |
"$? said 0 after I piped to tail" | That was tail's 0. Read pythia's own words, or its unpiped code. |
| "I'll run approve myself to unblock this" | The developer's act. Console approve refuses you; the hook mints only from their answer. Routing around it is what this gate exists to stop. |
| "I'll add a line of my own around the card" | Any added word voids it. Explanation goes in the option description — or use the pythia_approve tool. |
| "Lint flagged it, but it compiles" | Errors are fixed before the preview reaches the developer; autopilot will not land them. |
When NOT to use this skill
- Reading →
pythia-explore. Blast radius →pythia-impact(the preview
confirms, it does not discover). Several statements → pythia-deploy.
Examples say pythia ...; every pythia output prints follow-ups in the form this project runs — prefer pasting those.


