[kiran1287]

Fixes #696

Refs #691, #745, #746. The ontology and knowledge graph pages for #696 are in #641.

Summary

• MCP: Add the get_concept_context tool to the MCP Tools Reference, link it from find_context, and correct the tool count to 21.
• Reasoning: Rewrite Reasoning & Validation for 2.1. Only none and custom inference work, and rdfs and owl return 503. Inference comes only from materialized rules.
• Profile and Settings: Add Profile (profile menu, Domain scope, Switch Persona, Appearance, Settings modal, Preferences), Applications, User Details, and Default App Mode pages, and register them in docs.json.
• Personas and custom properties: Document Set as Default and Remove Default in the header, Add Custom Property in the modal header, and the team and user Custom Properties tab.
• SSO and theme: Document that clicking a provider tile opens the setup form directly, and that the Theme choice applies in AI mode only.

Not in this PR

• Breaking-changes pages. The 2.0 notes still say to set RDF_INFERENCE_ENABLED=true, which no longer applies in 2.1. These need a 2.1 entry in the breaking-changes PR.
• Inference and RDF configuration, the Studio query page, and the AI agents page for [2.1 Docs] AI: Concept context tool and RDF reasoner removal #696. These are in Docs: Rework Ontology Studio for native ontologies and releases (#586) #641 (4df63e3). Docs: Rework Ontology Studio for native ontologies and releases (#586) #641's enable.mdx and the Reasoning page here describe the same behavior, so they should land together.

Verification

• Checked against OpenMetadata PRs #34863, #34963, #34773, tools.json, and the UI source.
• mint broken-links reports no broken links. It skips two unparsable drafts under release/2.1-changelog/.
• Content reviewed against .ai/doc-review/references/checklist.md.

Docs-collate

Collate counterparts: docs-collate #942 (profile, personas, applications, user details) and #911 (concept context and reasoner removal).

[mintlify]

Preview deployment for your docs. Learn more about Mintlify Previews.

Project	Status	Preview	Updated
openmetadata	🟢 Ready	View Preview	Nov 13, 2026, 1:36 PM

💡 Tip: Enable Automations to automatically generate PRs for you.

[github-actions]

Updated canonical tags and sitemap.xml in commit b425f2f so search engines index the current version:

• sitemap.xml

Run git pull before your next push, or it will be rejected. Link and content checks don't re-run on this commit; it only changes frontmatter lines and the sitemap.

[github-actions]

Review Report

Content type: Documentation
Overall verdict: PASS
Reason: No issues found.
Reviewed revision: 76a3d38
Findings: Critical=0 Major=0 Minor=0

Issues Found

No issues found.

Both findings from the previous report are resolved in this revision:

• reasoning.mdx (OWL Profile Guardrails): The section no longer says the guardrail keeps OWL_DL inference bounded. It now says the OWL 2 DL profile keeps authored ontologies decidable, which is consistent with the Warning that rdfs, owl, owl_lite, and owl_dl fail with a 503 error.
• connect.mdx (line 110): The sample response caption no longer uses a semicolon inside the parenthetical. It now reads "truncated, because the server exposes 21 tools". The count of 21 matches the PR body.

I couldn't view the six changed PNG files, so I did not review them. The head versions of the Markdown files were also not available, so I checked each one against the diff only.

_{Inputs are identical to an earlier review on this PR (same policy, diff, discussion, and model), so that report is reposted without a new model call.}

_{View job · claude-sonnet-5-5 (high) · reused (no model call)}