[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-elastic-docs-kibana-release-notes":3,"mdc-jkpwnb-key":36,"related-repo-elastic-docs-kibana-release-notes":1382,"related-org-elastic-docs-kibana-release-notes":1463},{"slug":4,"name":4,"fn":5,"description":6,"org":7,"tags":11,"stars":23,"repoUrl":24,"updatedAt":25,"license":26,"forks":27,"topics":28,"repo":31,"sourceUrl":34,"mdContent":35},"docs-kibana-release-notes","draft Elastic Stack release notes","Convert raw Kibana release notes tool output into Stack release notes (Elastic Observability or Elastic Security) using GitHub PR context and prior release notes. Use when drafting or editing Stack 9.x release notes from the Kibana release notes generator output.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},"elastic","Elastic","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Felastic.png",[12,16,19,20],{"name":13,"slug":14,"type":15},"GitHub","github","tag",{"name":17,"slug":18,"type":15},"Documentation","documentation",{"name":9,"slug":8,"type":15},{"name":21,"slug":22,"type":15},"Technical Writing","technical-writing",71,"https:\u002F\u002Fgithub.com\u002Felastic\u002Felastic-docs-skills","2026-07-12T07:49:01.13616",null,9,[29,8,30],"docs","skills",{"repoUrl":24,"stars":23,"forks":27,"topics":32,"description":33},[29,8,30],"Instructions for code agents on how to author Elastic docs","https:\u002F\u002Fgithub.com\u002Felastic\u002Felastic-docs-skills\u002Ftree\u002FHEAD\u002Fskills\u002Fchangelogs\u002Fdocs-kibana-release-notes","---\nname: docs-kibana-release-notes\nversion: 1.0.1\ndescription: Convert raw Kibana release notes tool output into Stack release notes (Elastic Observability or Elastic Security) using GitHub PR context and prior release notes. Use when drafting or editing Stack 9.x release notes from the Kibana release notes generator output.\nargument-hint: \u003Cpath-to-raw-rn.md> [observability|security] [version]\ndisable-model-invocation: true\ncontext: fork\nallowed-tools: Read, Grep, Bash(gh *)\nsources:\n  - https:\u002F\u002Frelease-notes.kibanateam.dev\u002F\n  - https:\u002F\u002Fgithub.com\u002Felastic\u002Fdocs-content\u002Ftree\u002Fmain\u002Frelease-notes\u002Felastic-observability\n  - https:\u002F\u002Fgithub.com\u002Felastic\u002Fdocs-content\u002Ftree\u002Fmain\u002Frelease-notes\u002Felastic-security\n---\n\u003C!-- Copyright Elasticsearch B.V. and\u002For licensed to Elasticsearch B.V. under one\nor more contributor license agreements. See the NOTICE file distributed with\nthis work for additional information regarding copyright\nownership. Elasticsearch B.V. licenses this file to you under\nthe Apache License, Version 2.0 (the \"License\"); you may\nnot use this file except in compliance with the License.\nYou may obtain a copy of the License at\n\n\thttp:\u002F\u002Fwww.apache.org\u002Flicenses\u002FLICENSE-2.0\n\nUnless required by applicable law or agreed to in writing,\nsoftware distributed under the License is distributed on an\n\"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY\nKIND, either express or implied.  See the License for the\nspecific language governing permissions and limitations\nunder the License. -->\n\nYou are an assistant to the documentation team. Convert raw `.md` tool output from the [Kibana release notes generator](https:\u002F\u002Frelease-notes.kibanateam.dev\u002F) into the Stack release notes Markdown format for **Elastic Observability** or **Elastic Security**, using GitHub PR context to improve accuracy and user value. Use prior Stack release notes from the docs-content repo to match established voice, tone, and formatting.\n\n## When to use this skill\n\n- The user has already generated raw `.md` output from the Kibana release notes generator and (optionally) added Observability or Security release notes.\n- The user wants you to look at **every PR listed** in the release notes (and any PRs referenced) to verify accuracy and improve user-facing wording.\n- Input: path to the raw `.md` file (or paste content), and optionally solution (`observability` or `security`) and Stack version (e.g. `9.3.2`).\n\n---\n\n### 0) Response format (required)\n\nYour response must contain two parts, in this exact order:\n\n1) **Release notes Markdown** inside a **single fenced code block** (for copy\u002Fpaste).\n2) **Notes (Confidence + Assumptions)** outside the code block, where you explicitly call out:\n   - The release-note bullets you have the **least confidence** in (and why).\n   - Any **bolding uncertainty** (button\u002Fpage title vs feature name).\n   - Any **assumptions** you made (repo choice, section mapping, terminology normalization, etc.).\n   - Any **input anomalies** (missing PR numbers, unclear ownership, ambiguous scope).\n   - What prior release notes you referenced (directory + files), or why they couldn't be fetched.\n\n### 1) Output: required structure (default and preferred)\n\n- **Top header**: Use a level-2 header with the Stack version number:\n\n  `## VERSION [elastic-SOLUTION-VERSION-release-notes]`\n\n  - **Anchor format**: `elastic-` + solution name + `-` + version + `-release-notes`, e.g. `elastic-observability-9.3.2-release-notes` or `elastic-security-9.3.2-release-notes`.\n\n- **Headings**: For now, there must be **only two section headings** (in this order):\n  - `### Features and enhancements [elastic-SOLUTION-VERSION-features-enhancements]`\n  - `### Fixes [elastic-SOLUTION-VERSION-fixes]`\n\n- **Ignore tool sub-headings**: Discard any component\u002Fcategory headers from the tool output (e.g. \"Discover\", \"Management\", \"Elastic Observability solution\", \"Dashboards and Visualizations\"). All bullets must flow under the two section headings above.\n\n### 2) Inputs you must consider (priority order)\n\n1. **These instructions\u002Frules**: follow structure, formatting, and style requirements exactly.\n2. **Original release notes (raw `.md` tool output)**: the source list of release-note candidates and any provided phrasing\u002Fcategorization.\n3. **GitHub PR context (must fetch)**: use PR title\u002Fbody\u002Fcomments\u002Fchanges to refine wording, scope, and impact; correct inaccuracies; remove internal jargon; and improve user-facing clarity while preserving the raw `.md` intent.\n4. **Previous Stack release notes directory (must fetch)**: treat these as the canonical source for existing release note phrasing, voice, tone, and formatting:\n   - `https:\u002F\u002Fgithub.com\u002Felastic\u002Fdocs-content\u002Ftree\u002Fmain\u002Frelease-notes\u002Felastic-observability`\n   - `https:\u002F\u002Fgithub.com\u002Felastic\u002Fdocs-content\u002Ftree\u002Fmain\u002Frelease-notes\u002Felastic-security`\n\n### 3) Previous release notes enrichment (required; fetch from repo)\n\nBefore writing final output:\n\n- **Use the GH CLI for all GitHub requests.**\n- **Fetch and review the `index.md` file** in the appropriate directory within `elastic\u002Fdocs-content`:\n  - `release-notes\u002Felastic-observability\u002Findex.md` for Elastic Observability release notes\n  - `release-notes\u002Felastic-security\u002Findex.md` for Elastic Security release notes\n  - Use the file contents to infer:\n    - Typical bullet phrasing, voice, and tense\n    - How UI labels are bolded vs feature names\n    - How technical terms and settings are formatted\n    - Preferred specificity level (what's included vs omitted)\n    - Any recurring Stack terminology patterns\n- **Apply what you learn** when rewriting bullets from the tool output + PR context:\n  - Match established tone (concise, user-facing, power-user appropriate)\n  - Mirror formatting conventions (punctuation, capitalization, bolding patterns)\n  - Keep correctness as the highest priority (don't sacrifice accuracy for style)\n\nIf the directory cannot be fetched (not found \u002F permission \u002F tooling limitation):\n\n- Proceed using these instructions + PR context + tool output.\n- Explicitly note reduced style confidence in **Notes (Confidence + Assumptions)** and state why.\n\n### 4) GitHub enrichment (required for every PR item)\n\nFor each PR number found in the tool output:\n\n- **Use the GH CLI for all GitHub requests.**\n- **Read PR context**: PR title; description\u002Fbody; comments and review threads when relevant; file list and\u002For diff.\n- **Use PR context to improve the release note**:\n  - Correct or refine what the change actually does (avoid misleading summaries).\n  - Remove internal tracking language (\"Part 1\", \"Milestone\", team-only jargon) unless user-relevant.\n  - Clarify user impact (what changed, where, why it matters) while staying concise.\n  - Prefer user-facing terminology from the PR when accurate; otherwise rewrite for docs quality.\n- **If PR context cannot be fetched** (not found\u002Fpermission\u002Finsufficient access):\n  - Fall back to the tool output text.\n  - Still format the bullet correctly with the PR link if the PR number exists.\n  - Add an item in **Notes (Confidence + Assumptions)** flagging reduced confidence for that bullet.\n\n### 5) Parsing the `.md` tool output\n\n- **Map tool sections to the two output sections**:\n  - `Features (release_note:feature)` → Features and enhancements\n  - `Enhancements (release_note:enhancements)` → Features and enhancements\n  - `Fixes (release_note:fix)` → Fixes\n\n- **Unexpected sections** (e.g. breaking changes, known issues, deprecations, security notices):\n  - Do **not** add new headings.\n  - Make a best-effort to map each item into **Features and enhancements** or **Fixes** based on what it represents.\n  - Explicitly record the mapping decision(s) and any ambiguity in **Notes (Confidence + Assumptions)**.\n\n- **Extract PR numbers**:\n  - Normalize patterns like `#123456(opens in a new tab or window)` to `123456`.\n  - If an item lacks a PR number, keep it as a bullet **without** the PR link and flag it in **Notes** as lower confidence (unless the `.md` text is sufficiently clear on its own).\n\n### 6) PR link formatting (mandatory when PR exists)\n\n- Every bullet that references a PR must end with:\n  - `[#123456]({{kib-pull}}123456)` for Kibana PRs\n\n- **No bare URLs**. Always use the Handlebars-style variables above.\n- **If repo is uncertain**:\n  - Use best judgment based on PR context and filenames\u002Fcomponents.\n  - If still unclear, omit the PR link rather than guessing the repo variable.\n  - Flag the uncertainty in **Notes**.\n\n### 7) Bullet writing rules (tone, audience, consistency)\n\n- **Audience**: Power users. They can follow PR links for details; prioritize accuracy and clarity while staying concise and accessible.\n- **One bullet per release-note-worthy change** (not per commit).\n- **Verb-first, present tense**: start every bullet with an active verb: Adds, Enables, Supports, Improves, Fixes, Ensures, Removes, Disables, Updates, Replaces, Refactors.\n- **Be concrete**: Prefer \"what the user can now do \u002F what is now prevented \u002F what is now supported\" over implementation detail. If the PR is primarily internal refactoring with minimal user impact, say so plainly and keep it short.\n\n### 8) Formatting rules (UI, technical, product variables)\n\n- **Component names \u002F UI elements**:\n  - Bold **button names**, **page titles**, **tabs**, **dropdown names**, and other explicit UI labels (e.g. **Service Inventory**, **Manage index**, **Rule summary**).\n  - Do **not** bold feature names; **capitalize** them (e.g. AI Assistant, Machine Learning, Anomaly Detection, Elastic Observability, Elastic Security).\n  - If unsure whether something is a UI label vs a feature name, choose the best formatting and add a note in **Notes**.\n\n- **Technical terms**: Use backticks for code-level syntax, operators, commands, settings, and parameters (e.g. `STATS`, `concat`, `on_disk_rescore`, `approximate`).\n\n- **ES|QL normalization**: Use `{{esql}}` (not \"ES|QL\" or variants). Put specific commands\u002Ffunctions in backticks.\n\n- **Product variables**: Use `{{esql}}`, `{{kib}}`, `{{serverless-full}}` where appropriate. Keep variables exactly formatted with double curly braces.\n\n- **Software context**: The software is from Elastic (may relate to Elasticsearch, Elastic Observability, or Elastic Security). Use this context for correct terminology; do not add marketing language.\n\n### 9) Best-effort editorial improvements (do this deliberately)\n\n- **De-jargon**: remove internal tracking notes unless essential.\n- **Clarify impact**: replace vague phrasing (\"basic support\", \"code changes\") with user-visible behavior.\n- **Combine and contextualize**: If multiple PRs clearly represent one cohesive user-facing change, you may consolidate into one bullet (only if it improves clarity), and call out the consolidation in **Notes**.\n- **No sub-section titles**: do not include component\u002Fcategory headings from the tool output.\n\n### 10) Quality checklist (must pass before responding)\n\n- Markdown part is in a single code block and contains only Markdown.\n- Exactly one `##` header and exactly two `###` headers (in the required order).\n- Anchors use the format `elastic-SOLUTION-VERSION-release-notes` (e.g. `elastic-observability-9.3.2-release-notes`).\n- Every PR bullet ends with the correct `[#]({{...}})` link when repo is known.\n- No tool sub-headings included.\n- Verb-first bullets; consistent tense and tone aligned to prior Stack release notes files.\n- UI labels bolded; feature names capitalized (not bolded); technical terms in backticks; `{{esql}}` used consistently.\n- Notes section lists the **lowest-confidence bullets** explicitly (by PR number and\u002For bullet snippet) with reasons.\n- Notes section states which files from `release-notes` were referenced (or why they couldn't be fetched).\n",{"data":37,"body":47},{"name":4,"version":38,"description":6,"argument-hint":39,"disable-model-invocation":40,"context":41,"allowed-tools":42,"sources":43},"1.0.1","\u003Cpath-to-raw-rn.md> [observability|security] [version]",true,"fork","Read, Grep, Bash(gh *)",[44,45,46],"https:\u002F\u002Frelease-notes.kibanateam.dev\u002F","https:\u002F\u002Fgithub.com\u002Felastic\u002Fdocs-content\u002Ftree\u002Fmain\u002Frelease-notes\u002Felastic-observability","https:\u002F\u002Fgithub.com\u002Felastic\u002Fdocs-content\u002Ftree\u002Fmain\u002Frelease-notes\u002Felastic-security",{"type":48,"children":49},"root",[50,92,99,163,167,174,179,264,270,393,399,475,481,486,609,614,633,639,644,730,743,902,908,972,978,1021,1027,1214,1220,1268,1274],{"type":51,"tag":52,"props":53,"children":54},"element","p",{},[55,58,65,67,75,77,83,85,90],{"type":56,"value":57},"text","You are an assistant to the documentation team. 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Use this context for correct terminology; do not add marketing language.",{"type":51,"tag":168,"props":1215,"children":1217},{"id":1216},"_9-best-effort-editorial-improvements-do-this-deliberately",[1218],{"type":56,"value":1219},"9) Best-effort editorial improvements (do this deliberately)",{"type":51,"tag":100,"props":1221,"children":1222},{},[1223,1233,1243,1258],{"type":51,"tag":104,"props":1224,"children":1225},{},[1226,1231],{"type":51,"tag":78,"props":1227,"children":1228},{},[1229],{"type":56,"value":1230},"De-jargon",{"type":56,"value":1232},": remove internal tracking notes unless essential.",{"type":51,"tag":104,"props":1234,"children":1235},{},[1236,1241],{"type":51,"tag":78,"props":1237,"children":1238},{},[1239],{"type":56,"value":1240},"Clarify impact",{"type":56,"value":1242},": replace vague phrasing (\"basic support\", \"code changes\") with user-visible behavior.",{"type":51,"tag":104,"props":1244,"children":1245},{},[1246,1251,1253,1257],{"type":51,"tag":78,"props":1247,"children":1248},{},[1249],{"type":56,"value":1250},"Combine and contextualize",{"type":56,"value":1252},": If multiple PRs clearly represent one cohesive user-facing change, you may consolidate into one bullet (only if it improves clarity), and call out the consolidation in ",{"type":51,"tag":78,"props":1254,"children":1255},{},[1256],{"type":56,"value":892},{"type":56,"value":344},{"type":51,"tag":104,"props":1259,"children":1260},{},[1261,1266],{"type":51,"tag":78,"props":1262,"children":1263},{},[1264],{"type":56,"value":1265},"No sub-section titles",{"type":56,"value":1267},": do not include component\u002Fcategory headings from the tool output.",{"type":51,"tag":168,"props":1269,"children":1271},{"id":1270},"_10-quality-checklist-must-pass-before-responding",[1272],{"type":56,"value":1273},"10) Quality checklist (must pass before responding)",{"type":51,"tag":100,"props":1275,"children":1276},{},[1277,1282,1303,1322,1335,1340,1345,1357,1369],{"type":51,"tag":104,"props":1278,"children":1279},{},[1280],{"type":56,"value":1281},"Markdown part is in a single code block and contains only Markdown.",{"type":51,"tag":104,"props":1283,"children":1284},{},[1285,1287,1293,1295,1301],{"type":56,"value":1286},"Exactly one ",{"type":51,"tag":59,"props":1288,"children":1290},{"className":1289},[],[1291],{"type":56,"value":1292},"##",{"type":56,"value":1294}," header and exactly two ",{"type":51,"tag":59,"props":1296,"children":1298},{"className":1297},[],[1299],{"type":56,"value":1300},"###",{"type":56,"value":1302}," headers (in the required order).",{"type":51,"tag":104,"props":1304,"children":1305},{},[1306,1308,1314,1316,1321],{"type":56,"value":1307},"Anchors use the format ",{"type":51,"tag":59,"props":1309,"children":1311},{"className":1310},[],[1312],{"type":56,"value":1313},"elastic-SOLUTION-VERSION-release-notes",{"type":56,"value":1315}," (e.g. ",{"type":51,"tag":59,"props":1317,"children":1319},{"className":1318},[],[1320],{"type":56,"value":335},{"type":56,"value":162},{"type":51,"tag":104,"props":1323,"children":1324},{},[1325,1327,1333],{"type":56,"value":1326},"Every PR bullet ends with the correct ",{"type":51,"tag":59,"props":1328,"children":1330},{"className":1329},[],[1331],{"type":56,"value":1332},"[#]({{...}})",{"type":56,"value":1334}," link when repo is known.",{"type":51,"tag":104,"props":1336,"children":1337},{},[1338],{"type":56,"value":1339},"No tool sub-headings included.",{"type":51,"tag":104,"props":1341,"children":1342},{},[1343],{"type":56,"value":1344},"Verb-first bullets; consistent tense and tone aligned to prior Stack release notes files.",{"type":51,"tag":104,"props":1346,"children":1347},{},[1348,1350,1355],{"type":56,"value":1349},"UI labels bolded; feature names capitalized (not bolded); technical terms in backticks; ",{"type":51,"tag":59,"props":1351,"children":1353},{"className":1352},[],[1354],{"type":56,"value":1171},{"type":56,"value":1356}," used consistently.",{"type":51,"tag":104,"props":1358,"children":1359},{},[1360,1362,1367],{"type":56,"value":1361},"Notes section lists the ",{"type":51,"tag":78,"props":1363,"children":1364},{},[1365],{"type":56,"value":1366},"lowest-confidence bullets",{"type":56,"value":1368}," explicitly (by PR number and\u002For bullet snippet) with reasons.",{"type":51,"tag":104,"props":1370,"children":1371},{},[1372,1374,1380],{"type":56,"value":1373},"Notes section states which files from ",{"type":51,"tag":59,"props":1375,"children":1377},{"className":1376},[],[1378],{"type":56,"value":1379},"release-notes",{"type":56,"value":1381}," were referenced (or why they couldn't be fetched).",{"items":1383,"total":1462},[1384,1394,1407,1417,1426,1439,1449],{"slug":1385,"name":1385,"fn":1386,"description":1387,"org":1388,"tags":1389,"stars":23,"repoUrl":24,"updatedAt":1393},"docs-applies-to-tagging","validate applies_to tags in Elastic documentation","Validate and generate applies_to tags in Elastic documentation, including for cumulative docs across versions and deployment types. Use when writing new docs pages, reviewing existing pages for correct applies_to usage, deciding whether to preserve or replace existing version-scoped content, or when content changes lifecycle state (experimental, preview, beta, GA, deprecated, removed).",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1390,1391,1392],{"name":17,"slug":18,"type":15},{"name":9,"slug":8,"type":15},{"name":21,"slug":22,"type":15},"2026-07-12T07:50:42.801473",{"slug":1395,"name":1395,"fn":1396,"description":1397,"org":1398,"tags":1399,"stars":23,"repoUrl":24,"updatedAt":1406},"docs-check-style","check documentation for Elastic style compliance","Check documentation for Elastic style guide compliance using Vale linter output and style rules. Use when writing, editing, or reviewing docs to catch voice, tone, grammar, formatting, accessibility, and word choice issues.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1400,1403,1404,1405],{"name":1401,"slug":1402,"type":15},"Accessibility","accessibility",{"name":17,"slug":18,"type":15},{"name":9,"slug":8,"type":15},{"name":21,"slug":22,"type":15},"2026-07-12T07:49:36.112751",{"slug":1408,"name":1408,"fn":1409,"description":1410,"org":1411,"tags":1412,"stars":23,"repoUrl":24,"updatedAt":1416},"docs-content-type-checker","check Elastic documentation content types","Check a docs-content page against Elastic content type guidelines (overview, how-to, tutorial, troubleshooting, changelog), or classify a proposed page idea against the content types before drafting. Use when the user asks to check content type compliance, validate page structure, review a doc against content type standards, or decide which content type a planned page should use.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1413,1414,1415],{"name":17,"slug":18,"type":15},{"name":9,"slug":8,"type":15},{"name":21,"slug":22,"type":15},"2026-07-12T07:50:36.826563",{"slug":1418,"name":1418,"fn":1419,"description":1420,"org":1421,"tags":1422,"stars":23,"repoUrl":24,"updatedAt":1425},"docs-draft-workflow-docs","draft Elastic Workflows documentation","Draft or update Elastic Workflows documentation pages in explore-analyze\u002Fworkflows\u002F — step references, use cases, how-tos, concepts, and overviews. Use when writing Workflows docs, documenting a step type, turning workflow YAML into documentation, drafting from a doc issue in docs-content or docs-content-internal, or creating a new page under the Workflows docset.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1423,1424],{"name":17,"slug":18,"type":15},{"name":21,"slug":22,"type":15},"2026-07-12T07:48:02.16095",{"slug":1427,"name":1427,"fn":1428,"description":1429,"org":1430,"tags":1431,"stars":23,"repoUrl":24,"updatedAt":1438},"docs-fix-changelog","improve Elastic changelog YAML files","Suggest improved text for changelog YAML files against current Elastic standards. Mirrors the pattern catalog from docs-review-changelog to provide consistent fixes. Includes type-title alignment checking and technical content assessment to catch overly technical titles that need user-focused rewrites. Features repository-aware area validation and enhanced confidence scoring. Supports single files or directories. Fetches canonical guidance to stay in sync. Use after review identifies quality issues, or when drafting new changelogs.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1432,1433,1434,1435],{"name":17,"slug":18,"type":15},{"name":9,"slug":8,"type":15},{"name":21,"slug":22,"type":15},{"name":1436,"slug":1437,"type":15},"YAML","yaml","2026-07-12T07:48:58.570382",{"slug":1440,"name":1440,"fn":1441,"description":1442,"org":1443,"tags":1444,"stars":23,"repoUrl":24,"updatedAt":1448},"docs-flag-jargon-skill","flag Elastic jargon in documentation","Flag Elastic-internal jargon in documentation and suggest plain-language replacements. Use when reviewing, writing, or editing docs to catch terms that external readers would not understand.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1445,1446,1447],{"name":17,"slug":18,"type":15},{"name":9,"slug":8,"type":15},{"name":21,"slug":22,"type":15},"2026-07-12T07:49:34.836748",{"slug":1450,"name":1450,"fn":1451,"description":1452,"org":1453,"tags":1454,"stars":23,"repoUrl":24,"updatedAt":1461},"docs-frontmatter-audit","audit Elastic documentation frontmatter","Audit Elastic documentation files for frontmatter completeness and correctness. Checks products, description, and navigation_title fields across a directory. Use when auditing docs metadata, checking frontmatter quality before publishing, or validating a batch of files.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1455,1458,1459,1460],{"name":1456,"slug":1457,"type":15},"Audit","audit",{"name":17,"slug":18,"type":15},{"name":9,"slug":8,"type":15},{"name":21,"slug":22,"type":15},"2026-07-12T07:49:39.883351",18,{"items":1464,"total":1633},[1465,1484,1501,1516,1535,1547,1557,1571,1583,1596,1607,1620],{"slug":1466,"name":1466,"fn":1467,"description":1468,"org":1469,"tags":1470,"stars":1481,"repoUrl":1482,"updatedAt":1483},"accessing-benchmark-results","retrieve and analyze Rally benchmark results","Retrieve Rally benchmark results from an external Elasticsearch metrics store. Use to list past races, get a single race's overall (per-task) results, chart a metric's trend across multiple runs, compare two races, or check whether a run converged — e.g. \"show me recent geonames races\", \"what's the service_time trend for nyc_taxis over the last 30 days?\", \"compare these two race-ids\". Applies when datastore.type = elasticsearch is set in ~\u002F.rally\u002Frally.ini.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1471,1474,1477,1478],{"name":1472,"slug":1473,"type":15},"Analytics","analytics",{"name":1475,"slug":1476,"type":15},"Data Analysis","data-analysis",{"name":9,"slug":8,"type":15},{"name":1479,"slug":1480,"type":15},"Performance","performance",2027,"https:\u002F\u002Fgithub.com\u002Felastic\u002Frally","2026-07-12T07:46:38.54144",{"slug":1485,"name":1485,"fn":1486,"description":1487,"org":1488,"tags":1489,"stars":1481,"repoUrl":1482,"updatedAt":1500},"developing-rally","develop and debug Rally source code","Work on Rally's own codebase, not running benchmarks with it. Use when setting up the dev environment, running Rally's tests or linters, navigating its source, debugging Rally's own code, or making changes to Rally itself.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1490,1493,1494,1497],{"name":1491,"slug":1492,"type":15},"Debugging","debugging",{"name":9,"slug":8,"type":15},{"name":1495,"slug":1496,"type":15},"Engineering","engineering",{"name":1498,"slug":1499,"type":15},"Local Development","local-development","2026-07-12T07:46:35.976807",{"slug":1502,"name":1502,"fn":1503,"description":1504,"org":1505,"tags":1506,"stars":1481,"repoUrl":1482,"updatedAt":1515},"running-benchmarks","run Rally benchmarks against Elasticsearch","Run Rally benchmarks (races) against Elasticsearch — an existing\u002Fexternal cluster or a Rally-provisioned distribution — and read the summary report. Use when running a race (any pipeline, track, challenge, target-hosts, or auth) or when interpreting throughput, latency, and service_time results.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1507,1508,1511,1512],{"name":9,"slug":8,"type":15},{"name":1509,"slug":1510,"type":15},"Elasticsearch","elasticsearch",{"name":1479,"slug":1480,"type":15},{"name":1513,"slug":1514,"type":15},"Testing","testing","2026-07-12T07:46:37.277964",{"slug":1517,"name":1517,"fn":1518,"description":1519,"org":1520,"tags":1521,"stars":1532,"repoUrl":1533,"updatedAt":1534},"cloud-access-management","manage Elastic Cloud organization access","Manage Elastic Cloud organization access: invite users, assign roles to Serverless projects, and create or revoke Cloud API keys. Use when granting, modifying, or auditing user access.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1522,1525,1526,1529],{"name":1523,"slug":1524,"type":15},"Cloud","cloud",{"name":9,"slug":8,"type":15},{"name":1527,"slug":1528,"type":15},"Operations","operations",{"name":1530,"slug":1531,"type":15},"Permissions","permissions",531,"https:\u002F\u002Fgithub.com\u002Felastic\u002Fagent-skills","2026-07-12T07:46:44.946285",{"slug":1536,"name":1536,"fn":1537,"description":1538,"org":1539,"tags":1540,"stars":1532,"repoUrl":1533,"updatedAt":1546},"cloud-create-project","create Elastic Cloud Serverless projects","Creates Elastic Cloud Serverless projects (Elasticsearch, Observability, or Security) via the REST API, saves credentials to file, and bootstraps a scoped Elasticsearch API key. Use when creating a new serverless project, provisioning a search or observability environment, or spinning up a new Elastic Cloud project.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1541,1542,1545],{"name":1523,"slug":1524,"type":15},{"name":1543,"slug":1544,"type":15},"Deployment","deployment",{"name":1509,"slug":1510,"type":15},"2026-07-12T07:46:42.353362",{"slug":1548,"name":1548,"fn":1549,"description":1550,"org":1551,"tags":1552,"stars":1532,"repoUrl":1533,"updatedAt":1556},"cloud-manage-project","manage Elastic Cloud Serverless projects","Manages existing Elastic Cloud Serverless projects: list, get, update, delete, reset credentials, resume, and load saved credentials. Connects to existing projects by resolving endpoints and acquiring scoped Elasticsearch API keys. Use when performing day-2 operations on serverless projects, connecting to an existing project, loading or resetting project credentials, or looking up project details.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1553,1554,1555],{"name":1523,"slug":1524,"type":15},{"name":1509,"slug":1510,"type":15},{"name":1527,"slug":1528,"type":15},"2026-07-12T07:46:41.097412",{"slug":1558,"name":1558,"fn":1559,"description":1560,"org":1561,"tags":1562,"stars":1532,"repoUrl":1533,"updatedAt":1570},"cloud-network-security","manage Elastic Cloud network security","Manage Serverless network security (traffic filters): create, update, and delete IP filters and AWS PrivateLink VPC filters. Use when restricting network access or configuring private connectivity.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1563,1564,1565,1568],{"name":1523,"slug":1524,"type":15},{"name":1509,"slug":1510,"type":15},{"name":1566,"slug":1567,"type":15},"Networking","networking",{"name":1569,"slug":152,"type":15},"Security","2026-07-12T07:46:43.675992",{"slug":1572,"name":1572,"fn":1573,"description":1574,"org":1575,"tags":1576,"stars":1532,"repoUrl":1533,"updatedAt":1582},"cloud-setup","configure Elastic Cloud authentication","Configures Elastic Cloud authentication and environment defaults. Use when setting up EC_API_KEY, configuring Cloud API access, or when another cloud skill requires credentials.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1577,1580,1581],{"name":1578,"slug":1579,"type":15},"Authentication","authentication",{"name":1523,"slug":1524,"type":15},{"name":1509,"slug":1510,"type":15},"2026-07-12T07:46:39.783105",{"slug":1584,"name":1584,"fn":1585,"description":1586,"org":1587,"tags":1588,"stars":1532,"repoUrl":1533,"updatedAt":1595},"elasticsearch-audit","configure Elasticsearch security audit logs","Enable, configure, and query Elasticsearch security audit logs. Use when the task involves audit logging setup, event filtering, or investigating security incidents like failed logins.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1589,1590,1591,1594],{"name":1456,"slug":1457,"type":15},{"name":1509,"slug":1510,"type":15},{"name":1592,"slug":1593,"type":15},"Logs","logs",{"name":1569,"slug":152,"type":15},"2026-07-12T07:47:35.092599",{"slug":1597,"name":1597,"fn":1598,"description":1599,"org":1600,"tags":1601,"stars":1532,"repoUrl":1533,"updatedAt":1606},"elasticsearch-authn","configure Elasticsearch authentication realms","Authenticate to Elasticsearch using native, file-based, LDAP\u002FAD, SAML, OIDC, Kerberos, JWT, or certificate realms. Use when connecting with credentials, choosing a realm, or managing API keys. Assumes the target realms are already configured.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1602,1603,1604,1605],{"name":1578,"slug":1579,"type":15},{"name":9,"slug":8,"type":15},{"name":1509,"slug":1510,"type":15},{"name":1569,"slug":152,"type":15},"2026-07-12T07:47:41.474547",{"slug":1608,"name":1608,"fn":1609,"description":1610,"org":1611,"tags":1612,"stars":1532,"repoUrl":1533,"updatedAt":1619},"elasticsearch-authz","manage Elasticsearch RBAC and security roles","Manage Elasticsearch RBAC: native users, roles, role mappings, document- and field-level security. Use when creating users or roles, assigning privileges, or mapping external realms like LDAP\u002FSAML.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1613,1614,1615,1618],{"name":9,"slug":8,"type":15},{"name":1509,"slug":1510,"type":15},{"name":1616,"slug":1617,"type":15},"RBAC","rbac",{"name":1569,"slug":152,"type":15},"2026-07-12T07:47:36.394177",{"slug":1621,"name":1621,"fn":1622,"description":1623,"org":1624,"tags":1625,"stars":1532,"repoUrl":1533,"updatedAt":1632},"elasticsearch-esql","query Elasticsearch data with ES|QL","Execute ES|QL (Elasticsearch Query Language) queries, use when the user wants to query Elasticsearch data, analyze logs, aggregate metrics, explore data, or create charts and dashboards from ES|QL results.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1626,1627,1628,1629],{"name":1472,"slug":1473,"type":15},{"name":1475,"slug":1476,"type":15},{"name":1509,"slug":1510,"type":15},{"name":1630,"slug":1631,"type":15},"SQL","sql","2026-07-12T07:47:40.249533",86]