data-chatbots SKILL.md skillB

data-chatbots from swyxio/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add swyxio/skills/data-chatbots@git:20260822.a6cb86f

Pins git:20260822.a6cb86f in mdr.lock. Pin the fingerprint instead.

Audit grade
B, 16 of 17 checks passed
Kind
SKILL.md skill
Repository
swyxio/skills
Path
data-chatbots/SKILL.md
Versions recorded
5
Latest version
git:20260822.a6cb86f, committed Aug 22, 2026
First version recorded
Jun 12, 2026
Size
54,489 bytes
Repository stars
194
License
MIT

Design and implement AI copilots that analyze structured data and propose mutations for human approval (draft → apply), not direct writes. Covers prompting, multistep compound requests (remove + add in one turn), FIFO client queuing for long agent loops, validation, session memory, optimistic versioning UX, copilot panel/surface ergonomics (floating-dockable panel, summon-hotkey size state machine), LLM tracing/observability (OpenInference + OTLP session.id grouping, orphan-span fixes, human…

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Data chatbots

Copilots over **authoritative structured state** (schedules, CRMs, configs) should **draft** changes and **apply** only after explicit human approval. Treat the model as a planner, not a writer.

Apply this guidance to the requested copilot surface and the data risks it
creates. Draft-before-apply, apply-equals-review, authorization, and prevention
of silent destructive replacement are invariants when the workflow can mutate
authoritative data. The remaining incidents, layers, telemetry, caching, email,
and advanced harness patterns are risk-triggered guidance or opportunities, not
a mandate to implement the entire platform. Stop when the requested workflow is
correctly proposed/applied and focused tests cover its plausible integrity
failure; report unrelated hardening as follow-up.

## Battle scars (select those matching the touched risk)

These are real failures from running aiebot against live data. Each is a
permanent check for the surface that can reproduce it, not a universal gate for
every copilot change. Select the incidents whose preconditions exist in the
requested workflow and wire those guardrails before shipping that risk.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add swyxio/skills/data-chatbots@sha256:6c51bd8b78b88daa

The line at the top of this page pins the label git:20260822.a6cb86f, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_odcomyjbwpdyyv4f.svg)](https://markdownregistry.com/a/art_odcomyjbwpdyyv4f)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Jun 12, 2026 and Aug 22, 2026, about one every 18 days.

versioncommittedcommitsizeaudit
git:20260822.a6cb86f latest2026-08-22 a6cb86f 54,489 BB view · diff
git:20260720.3886bfe2026-07-20 3886bfe 53,863 BB view · diff
git:20260624.7fcb39c2026-06-24 7fcb39c 51,954 BB view · diff
git:20260617.cf183d92026-06-17 cf183d9 49,862 BB view · diff
git:20260612.2783e7e2026-06-12 2783e7e 49,492 BB view

Audit of the latest version

B  16 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • fail: No prompt-injection phrasing (matched: Do not tell the user)
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (54489 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.

Source

GitHub

swyxio/skills · 194 stars · license MIT · pushed 2026-11-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_odcomyjbwpdyyv4f
GET https://markdownregistry.com/api/v1/resolve?ref=swyxio/skills/data-chatbots
GET https://markdownregistry.com/api/v1/blob/6c51bd8b78b88daae84f3c91b0075623a3646ba31d023c51a1a1c531037e1115

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from swyxio/skills

AGENTS.md AGENTS.md file
swyxio/skills · AGENTS.md
git:20260328.1e97617 · audit A · 194 stars
accelevents-api SKILL.md skill
swyxio/skills · accelevents-api/SKILL.md · Use when reading or updating AI Engineer Europe speaker records through the Accelevents REST API, especially for…
git:20260528.839ae03 · audit A · 194 stars
accelevents-speaker-sync SKILL.md skill
swyxio/skills · accelevents-speaker-sync/SKILL.md · Use when website speaker, session, schedule, room, track, or headshot changes must be synchronized back to Accelevents…
git:20260528.839ae03 · audit A · 194 stars
agents-sdk SKILL.md skill
swyxio/skills · agents-sdk/SKILL.md · Build or debug stateful applications that specifically use Cloudflare's `agents` package, including Agent classes…
git:20260820.cd23820 · audit A · 194 stars
ai-devblog SKILL.md skill
swyxio/skills · ai-devblog/SKILL.md · Turn coding, debugging, research, architecture, migration, deployment, or product work into a clear, evidence-backed…
git:20261101.b77bec0 · audit A · 194 stars
ai-engineering SKILL.md skill
swyxio/skills · ai-engineering/SKILL.md · Diagnose or improve reliability of a structured, multi-request, rate-limited, or cost-sensitive AI workflow. Use for…
git:20261004.275e470 · audit A · 194 stars
ai-readme SKILL.md skill
swyxio/skills · ai-readme/SKILL.md · Create or substantially revise repository README files that help a specific reader understand a technical project…
git:20260928.efe5ce6 · audit A · 194 stars
align-me SKILL.md skill
swyxio/skills · align-me/SKILL.md · Elicit user preferences and resolve material ambiguity before a long autonomous run. Use when the user invokes…
git:20260928.efe5ce6 · audit A · 194 stars
annotated-video-production SKILL.md skill
swyxio/skills · annotated-video-production/SKILL.md · Plan, edit, render, or audit annotated interviews and host commentary, including source captures, demos, pull quotes…
git:20261103.1acf58f · audit A · 194 stars
antislop-codebase SKILL.md skill
swyxio/skills · antislop-codebase/SKILL.md · Diagnose or execute an explicit repository-wide maintainability cleanup while preserving behavior. Use only when the…
git:20260928.efe5ce6 · audit A · 194 stars
app-ux-paradigms SKILL.md skill
swyxio/skills · app-ux-paradigms/SKILL.md · Apply conventional interaction behavior for keyboard shortcuts, focus, dialogs, overlays, menus, forms, and…
git:20260822.a6cb86f · audit A · 194 stars
autoreview SKILL.md skill
swyxio/skills · autoreview/SKILL.md · Perform a structured final code review of a local diff, commit, branch, or pull request. Use only when the user…
git:20260809.243a0c6 · audit A · 194 stars

Every file in swyxio/skills

Browse by kind, by grade B, or by owner.