paradedb-skill SKILL.md skillA

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

Install it, pinned
mdr add paradedb/agent-skills/paradedb-skill@git:20261007.b099ebc

Pins git:20261007.b099ebc in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
paradedb/agent-skills
Path
SKILL.md
Versions recorded
6
Latest version
git:20261007.b099ebc, committed Oct 7, 2026
First version recorded
Apr 23, 2026
Size
6,577 bytes
Repository stars
11
License
MIT

Expert guidance on ParadeDB text and vector search, hybrid search (BM25 + semantic), filters, facets, joins, and aggregations in Postgres. Use when writing ParadeDB queries, creating ParadeDB indexes, indexing vectors, configuring tokenizers, or implementing Elasticsearch-quality search in Postgres.

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

# ParadeDB Skill

ParadeDB makes text and vector search, filters, facets, and joins fast in Postgres with the `pg_search` extension.

Use this skill when users ask about:

- ParadeDB indexes, BM25 scoring, and relevance ranking
- Vector search and hybrid search (keyword + semantic, fused with reciprocal rank fusion)
- Tokenizers, token filters, fuzzy matching, and phrase queries
- Facets, aggregations, snippets/highlighting, joins, and query tuning

For up-to-date ParadeDB documentation, always fetch the documentation index
(`llms.txt`) using the bundled script at `scripts/paradedb-docs`.
Resolve that path relative to the directory containing this `SKILL.md`, not
relative to the current working directory or repo root.

```bash
scripts/paradedb-docs llms.txt
```

Once you have the index, fetch only the pages relevant to the user's question.
Pass the path after `/docs/` from an index URL, including the `.md` suffix.
Common commands include:

```bash
# Getting started and application integrations
scripts/paradedb-docs start/configure-your-environment.md
scripts/paradedb-docs reference/indexing/create-index.md
scripts/paradedb-docs reference/indexing/columnar.md
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add paradedb/agent-skills/paradedb-skill@sha256:887e23f90d58258b

The line at the top of this page pins the label git:20261007.b099ebc, 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_mjrjsthr3atbduty.svg)](https://markdownregistry.com/a/art_mjrjsthr3atbduty)

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

Versions

The registry has recorded 6 versions of this file, between Apr 23, 2026 and Oct 7, 2026, about one every 33 days.

versioncommittedcommitsizeaudit
git:20261007.b099ebc latest2026-10-07 b099ebc 6,577 BA view · diff
git:20260917.dd681b82026-09-17 dd681b8 5,552 BA view · diff
git:20260814.e5a47772026-08-14 e5a4777 4,309 BA view · diff
git:20260814.b6d2db92026-08-14 b6d2db9 4,102 BA view · diff
git:20260720.73bc8c62026-07-20 73bc8c6 3,174 BA view · diff
git:20260423.73bdcae2026-04-23 73bdcae 3,141 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (6577 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 prompt-injection phrasing
  • 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

Source

GitHub

paradedb/agent-skills · 11 stars · license MIT · pushed 2026-10-14 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_mjrjsthr3atbduty
GET https://markdownregistry.com/api/v1/resolve?ref=paradedb/agent-skills/paradedb-skill
GET https://markdownregistry.com/api/v1/blob/887e23f90d58258b026052fa62a02af5351ee2a6d8fcbd41d5b395befefa5790

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.

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