api-search-elasticsearch SKILL.md skillA
api-search-elasticsearch from agents-inc/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add agents-inc/skills/api-search-elasticsearch@git:20261016.afd0e14Pins git:20261016.afd0e14 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- agents-inc/skills
- Path
src/skills/api-search-elasticsearch/SKILL.md- Versions recorded
- 3
- Latest version
- git:20261016.afd0e14, committed Oct 16, 2026
- First version recorded
- Mar 20, 2026
- Size
- 19,544 bytes
- Repository stars
- 26
- License
- MIT
Elasticsearch patterns -- client setup, index management, search DSL, aggregations, vector search, bulk operations, deep pagination.
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
# Elasticsearch Patterns > **Quick Guide:** Use `@elastic/elasticsearch` (v8.x/v9.x) as the TypeScript client. Elasticsearch is **near real-time** -- documents are NOT searchable immediately after indexing; they become visible after a refresh (default: every 1 second on active indices). You MUST define explicit mappings before indexing -- dynamic mapping infers types from the first document, and mismatched types in later documents cause hard failures you cannot fix without reindexing. Use `search_after` + Point in Time (PIT) for deep pagination -- NOT `from`/`size` beyond 10,000 hits and NOT the scroll API (deprecated for search). Use the `bulk` API or `client.helpers.bulk()` for any batch operation -- never loop individual index calls. --- <critical_requirements> ## CRITICAL: Before Using This Skill **(You MUST define explicit index mappings BEFORE indexing documents -- dynamic mapping infers types from the first document, and if a later document sends a different type for the same field, indexing fails with a `mapper_parsing_exception` that CANNOT be fixed without reindexing into a new index)** …
Read the whole file at its exact version.
How to install
mdr add agents-inc/skills/api-search-elasticsearch@sha256:4aace4c1685809ecThe line at the top of this page pins the label git:20261016.afd0e14, 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.
[](https://markdownregistry.com/a/art_gy2a6gt6r2fneu7a)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Mar 20, 2026 and Oct 16, 2026, about one every 105 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261016.afd0e14 latest | 2026-10-16 | afd0e14 | 19,544 B | A | view · diff |
| git:20260328.f75efbc | 2026-03-28 | f75efbc | 19,820 B | A | view · diff |
| git:20260320.c1caf8b | 2026-03-20 | c1caf8b | 19,772 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (19544 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
agents-inc/skills · 26 stars · license MIT · pushed 2026-10-27 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_gy2a6gt6r2fneu7a GET https://markdownregistry.com/api/v1/resolve?ref=agents-inc/skills/api-search-elasticsearch GET https://markdownregistry.com/api/v1/blob/4aace4c1685809ec37673c4ea217310b07d456bfd1fe55562ba5058d2970028a
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.