.md file to compare - side-by-side diff against query-xano
query-xano
description: "Triggers on prompt mention of 'query-xano'."
What it does for you
Looks up answers in your business data without changing anything.
What it produces
A recent result, so you can see the kind of work it returns.
loading…
How to get it
These run inside the Snappy workspace. Want this working in your business? I set skills like this up with you, in one focused week.
For developers how this skill is built, graded, and how it runs
at a glance- the short version
what's inside - the parts that make up a skill 2/4 present
A skill is just a few plain-text files. Only the main one is required. The rest are optional, added as the work needs them. This is what the skill is made of; how it runs is just below.
state/skills/query-xano/SKILL.md
present
state/lib/query-xano.ts
not present
state/bin/query-xano/
not present
state/skills/query-xano/AGENTS.md
present
how it's graded - what counts as a good run 4 criteria · 2 deterministic · 2 judge
Each row is one thing a good run has to get right. deterministic means a quick check decides, pass or fail. judge means the AI reads the result and rates it. Grading each piece on its own (instead of one overall score) shows exactly where a run fell short, so the fix is obvious.
how it runs - the shared frame every skill uses 5/5 present
Every skill runs the same way. One part does the work, a separate part checks it, and a short loader hands the AI exactly what it needs for the job. Anything this skill doesn't use shows a one-line note saying why, on purpose, not by accident.
state/log/evals.ndjson - NEVER assume content-engine is Xano. It is Neon Postgres via the rb-content-engine.fly.dev proxy. Use state/lib/content-engine.ts query() for raw SQL; Xano has no raw-SQL endpoint.
- NEVER hit the wrong Xano instance. The Orbiter QA instance (xh2o-yths-38lt) uses state/lib/pipeline.ts, not state/lib/xano.ts.
- ALWAYS read XANO_METADATA_TOKEN via env("XANO_METADATA_TOKEN") — state/lib/env.ts throws loudly if missing. No bash fallback.
- ALWAYS treat this skill as read-only. There is no apply, no gate, no mutation.
what it has learned - fixes written back in over time sample
When a run hits something this skill didn't handle, the fix gets written back into the skill so it doesn't happen again. FIXED means it was corrected on the spot. LOGGED means it's queued for a bigger rewrite. Either way, the skill gets a little better and never makes the same mistake twice.
- Loading feedback rows…
how the work flows- who makes it, who checks it
shape check per mode (see Eval table in `state/skills/query-xano/SKILL.md`)
what this step does
SKILL.md- the skill, written out in plain English
query-xano
Read-only Xano + content-engine query skill. Used by agents that need to introspect schema before writing another skill. Always scope-only - there is no apply, no gate, no mutation.
Steps
1. List tables
import { listTables } from "../lib/xano.ts";
const rows = await listTables();
// [{ name: "contacts", id: 123 }, ...]
2. Describe one
import { describeTable } from "../lib/xano.ts";
const cols = await describeTable("contacts");
3. Run SQL against the content engine
import { query } from "../lib/content-engine.ts";
const res = await query("SELECT count(*) FROM content_atoms");
Note: SQL goes to Neon via the content-engine Fly proxy (hosted at rb-content-engine.fly.dev). That is not Xano - hence the separate lib. Xano has its own metadata API (listTables / describeTable) but no raw SQL. The mini wiki page state/docs/xano/schema.md is the canonical table reference.
Eval
Actor: xano.ts HTTP client. Auditor: shape + field-presence cross-check per mode.
| Mode | Checks | Score |
|---|---|---|
tables | array of {name, id} with length ≥ 1; every entry has both name (string) and id (number) | 1.0 if all entries valid; 0.5 if non-empty but missing fields; 0.0 if empty or error |
describe | array of column objects; every column has name + type | 1.0 if all columns typed; 0.5 if partial; 0.0 if empty |
query | response has rows array or explicit error; row count matches rowCount field if present | 1.0 if consistent; 0.5 if rows present but count mismatch; 0.0 on error |
Catches: API returning 200 with empty body (known Xano edge case), partial schema where columns lack type info, row-count header mismatch.
Gotchas
XANO_METADATA_TOKENin.env.cache- throws loudly if missing.- Content-engine proxy is at
rb-content-engine.fly.dev, different host
from the Xano instance. No auth required.
- There's a second Xano instance for Orbiter QA (
xh2o-yths-38lt). Use
state/lib/pipeline.ts for that, not xano.ts.
Rubric
criteria:
- name: correct_mode_output_shape
kind: deterministic
check: "Output JSON matches the expected schema for the given 'mode' input as per the Eval section."
- name: xano_read_only_enforcement
kind: deterministic
check: "No mutations or irreversible side-effects are observed in the Xano or Content Engine data after skill execution."
- name: sql_target_validity
kind: judge
check: "If 'mode' is 'query', the 'target' input is valid SQL for the content engine (PostgreSQL dialect)."
- name: response_content_accuracy
kind: judge
check: "The data returned is accurate according to the 'target' input query or description, reflecting source truth."AGENTS.md- what the AI loads when this skill comes up
query-xano - loader
Per-turn rules for the query-xano skill. Full reference: state/skills/query-xano/SKILL.md. Do not skip these.
Critical Rules
- NEVER assume
content-engineis Xano. It is Neon Postgres via therb-content-engine.fly.devproxy. Usestate/lib/content-engine.ts query()for raw SQL; Xano has no raw-SQL endpoint. - NEVER hit the wrong Xano instance. The Orbiter QA instance (
xh2o-yths-38lt) usesstate/lib/pipeline.ts, notstate/lib/xano.ts. - ALWAYS read
XANO_METADATA_TOKENviaenv("XANO_METADATA_TOKEN")-state/lib/env.tsthrows loudly if missing. No bash fallback. - ALWAYS treat this skill as read-only. There is no apply, no gate, no mutation.
Commands
| ui dashboard | state/skills/query-xano/resources/ui.openui | |invoke (tables): import { listTables } from "../lib/xano.ts"; await listTables() |invoke (describe): import { describeTable } from "../lib/xano.ts"; await describeTable("contacts") |invoke (SQL): import { query } from "../lib/content-engine.ts"; await query("SELECT count(*) FROM content_atoms") |verify: shape check per mode (see Eval table in state/skills/query-xano/SKILL.md) |eval log: state/log/evals.ndjson (skill: "query-xano")
OpenUI Resource
- Skill-owned OpenUI Lang resource:
state/skills/query-xano/resources/ui.openui. Read it before rendering or editing this skill's generated component surface. - Treat this resource as a first-class artifact of the skill, not a generic chat response. Improve it when the skill's user-facing output needs to become richer.
- System resources compose OpenUI primitives and inherit SnappyChat tokens. Use
ui_contract: brandedin SKILL.md only for deliberate platform or client visuals.
Known Pitfalls
- Xano returns 200 with empty body on certain edge cases - shape gate scores 0.0 on empty array.
- Schema describe sometimes returns columns missing
type- score 0.5 if partial. - Content-engine proxy is at
rb-content-engine.fly.dev, NOT a Xano host. No auth required for that proxy. - The mini wiki page
state/docs/xano/schema.mdis the canonical table reference - check it before re-introspecting.
Self-Test
An agent reading this should correctly:
- [ ] Use
content-engine.ts(notxano.ts) for raw SQL - [ ] Use
pipeline.ts(notxano.ts) for Orbiter QA queries - [ ] Refuse to invoke any apply/mutation path through this skill
Self-report
If this loader fell short, append a line:
echo "[$(date -u +%FT%TZ)] query-xano: <what was missing>" >> state/log/loader-feedback.log
<!-- kernel-ok: historical attribution for the PID-loader pattern. -->
Self-correcting loader (PID feedback)
This is the rule that makes loaders learn. Ported from snappy-kernel, where it demonstrably worked: the snappy-dom-cartographer skill mapped Skool admin UI once, every later ship-agent inherited the full map for free.
Before you finish, do two things:
1. Fix gaps (P - proportional). MANDATORY. If this loader didn't cover your case - if you had to read another file, run an undocumented command, work around a wrong selector, or discover a quirk - you MUST attempt an Edit to this AGENTS.md before you log.
- Default action: edit this file. Surgical. Add the missing line, table
row, or code example where it belongs. No restructuring.
- Only
LOGGEDis allowed when: the fix needs >10 lines, spans multiple
files, or requires a structural rewrite. In that case the state/regen/drain.sh queue picks it up asynchronously.
- "I didn't have time" / "it's minor" / "the next agent will figure it out"
are NOT valid reasons. Minor gaps compound - that's the whole point of this loop.
- Concrete example of a valid P-fix: discover
agent-browser screenshot
takes path positionally not as --output <path>. One line in a table. Edit it in. Do not just log it.
- The goal: the next agent never has to leave the loader.
2. Log the result.
echo "[$(date -u +%FT%TZ)] query-xano: <what was missing or fixed> [FIXED|LOGGED]" >> state/log/loader-feedback.log
FIXED= you patched this loader inline (P-fix).LOGGED= too large for inline; the PostToolUse enqueue + Stop-hook drain
will rewrite the loader from scratch on next session-end.
Do not skip this. Every agent run must leave the system better than it found it. The loader is the setpoint; you are the sensor; the gap is the error signal; closing the gap is the correction.
api.ts- the code it can call
⚠ no api.ts - this skill has no typed action surface
scripts- helper scripts it can run
prose-only skill - 4 inline code blocks live in SKILL.md above (no state/bin/ sidecar yet).
how we check it- the checks, plus the last 10 runs
| timestamp | verb | score | primary_issue | artifact |
|---|---|---|---|---|
| 2026-04-25 04:11Z | - | 1.00 | - | - |
| 2026-04-21 15:58Z | - | 1.00 | - | - |
| 2026-04-21 15:57Z | - | 1.00 | - | - |
| 2026-04-21 03:53Z | - | 1.00 | - | - |
| 2026-04-16 00:09Z | - | 1.00 | - | - |
| 2026-04-16 00:09Z | - | 1.00 | - | - |
| 2026-04-25 04:11Z | - | 1.00 | - | - |
| 2026-04-21 15:58Z | - | 1.00 | - | - |
| 2026-04-21 15:57Z | - | 1.00 | - | - |
| 2026-04-21 03:53Z | - | 1.00 | - | - |