docs: sync README files with latest repo state

[yyiilluu]

Summary

• Updates the server code-map README to reflect current LLM provider/rerank/local embedding service files.
• Adds the shared services/embedding_text.py canonical embedding text/prefix helper to the search navigation map.

Repositories/submodules reviewed

• Parent: yyiilluu/reflexio-enterprise
• Submodule: ReflexioAI/reflexio

README files updated

• reflexio/server/README.md

Validation

• Read and followed /root/reflexio-enterprise/how_to_write_readme.md.
• git diff --check
• Local README markdown link/path check for reflexio/server/README.md

Notes/Risks

• open_source/reflexio/README.md was intentionally not rewritten because it is a user-facing public README excluded by the policy.
• This PR changes documentation only; the parent repository submodule pointer was not committed.

Summary by CodeRabbit

• Documentation
  • Updated server documentation to reflect the current architecture of search and LLM services components, including clearer references to embeddings, provider configuration, and search preparation modules. Expanded the Unified Search Service section with more detailed information about the two-phase parallel search flow.

[coderabbitai]

No actionable comments were generated in the recent review. 🎉

ℹ️ Recent review info

⚙️ Run configuration

Configuration used: Path: .coderabbit.yaml

Review profile: CHILL

Plan: Pro Plus

Run ID: 2df5111e-ac79-4eb4-bb8c-717884e19cc3

📥 Commits

Reviewing files that changed from the base of the PR and between c74521e and 046c3b7.

📒 Files selected for processing (1)

• reflexio/server/README.md

---

📝 Walkthrough

Walkthrough

This PR updates reflexio/server/README.md to document module reorganization in the LLM client layer and search preparation services. The LLM client section now references new model defaults, embeddings daemon, provider adapters, and rerankers while removing obsolete OpenAI/Claude client references. The Services overview explicitly identifies search preparation components, and the Unified Search Service section adds a dedicated file listing with entry points.

Changes

Documentation updates for server structure

Layer / File(s)

Summary

LLM client and services overview documentation reflexio/server/README.md

Updated "Key files" list under LLM client to reflect reorganized modules (added model_defaults.py, embedding_service.py, providers/, rerank/; removed openai_client.py, claude_client.py). Services overview now explicitly includes "Search preparation" components (pre_retrieval/, embedding_text.py, unified_search_service.py). Unified Search Service section expanded with explicit "Files" list pointing to run_unified_search() and embedding text logic.

Estimated code review effort

🎯 1 (Trivial) | ⏱️ ~2 minutes

Possibly related PRs

• ReflexioAI/reflexio#113: Updates the same README file to reshape service/API boundary documentation and server code map sections, documenting related code reorganization.

Poem

🐰 The docs now shine with clarity bright,
Old paths retire to digital night,
New services mapped in organized rows,
A garden of search where knowledge flows!

🚥 Pre-merge checks | ✅ 5

✅ Passed checks (5 passed)

Check name	Status	Explanation
Description Check	✅ Passed	Check skipped - CodeRabbit’s high-level summary is enabled.
Title check	✅ Passed	The title 'docs: sync README files with latest repo state' is directly related to the PR's main objective of updating documentation to reflect current repository structure and files.
Docstring Coverage	✅ Passed	No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.
Linked Issues check	✅ Passed	Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check	✅ Passed	Check skipped because no linked issues were found for this pull request.

_{✏️ Tip: You can configure your own custom pre-merge checks in the settings.}

✨ Finishing Touches

🧪 Generate unit tests (beta)

• Create PR with unit tests
• Commit unit tests in branch docs/sync-readmes-20260607

---

Thanks for using CodeRabbit! It's free for OSS, and your support helps us grow. If you like it, consider giving us a shout-out.

❤️ Share

• X
• Mastodon
• Reddit
• LinkedIn

_{Comment @coderabbitai help to get the list of available commands and usage tips.}