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docs: polish README — live demo, MCP, results table, nav - #16

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Jun 18, 2026
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docs: polish README — live demo, MCP, results table, nav#16
duanyiqun merged 1 commit into
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docs/readme-polish

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Aesthetic + substance upgrade to the README.

  • Richer badge row: Live Demo → the GitHub Pages site, Brain Coverage ~60%, MCP, paper/dataset/license/python (unified flat-square style) + a quick-nav pill row.
  • New Integrations & Deployment section surfacing what shipped this cycle: MCP server, one-command make serve / Docker / Cloud Run, scenario prompt profiles, and the /api/v1/brain/coverage API.
  • Headline results benchmark table — verified numbers from docs/BENCHMARK.md only.
  • Bug fix: clone URL pointed at MergeFold/CogniFold → corrected to OpenNorve/CogniFold.

Note: LongMemEval is intentionally left out of the results table — docs/BENCHMARK.md currently records it as 0% (empty context), which conflicts with the ~93% figure; omitted until confirmed.

🤖 Generated with Claude Code

https://claude.ai/code/session_018Cafgnpw3v7U3f2Lt1ASxs

- Richer badge row (Live Demo, Brain Coverage ~60%, MCP) + quick-nav pills.
- New "Integrations & Deployment" section (MCP / one-command serve / profiles /
  brain-coverage API) linking the docs shipped this cycle.
- "Headline results" benchmark table (verified numbers only; LongMemEval
  intentionally omitted pending a confirmed figure).
- Fix wrong clone URL (MergeFold -> OpenNorve).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_018Cafgnpw3v7U3f2Lt1ASxs
@duanyiqun duanyiqun added the claude-review Trigger on-demand Claude code review label Jun 18, 2026
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duanyiqun merged commit 7efd7ca into main Jun 18, 2026
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duanyiqun deleted the docs/readme-polish branch June 18, 2026 08:27
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