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Bilingual Content Sync Agent

mcp-alex-jb-bilingual-content-sync-agent · by alex-jb

🌏 EN ↔ 中文 i18n diff + Claude translate + HITL apply. Batch API path @ 50% off. MIT.

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Install

$ agentstack add mcp-alex-jb-bilingual-content-sync-agent

✓ scanned · ✓ verified — works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

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About

bilingual-content-sync-agent

English | [中文](README.zh-CN.md)

> Solo Founder OS agent #4 — keep en.json and zh.json (or any locale pair) in sync. Diffs, translates missing keys via Claude, queues them in a markdown HITL review file, applies approved edits back to your locale JSON. Never auto-writes without human approval.

[](LICENSE) [](https://pypi.org/project/bilingual-content-sync-agent/) [](#) [](https://anthropic.com)

Built by Alex Ji for VibeXForge's 925 EN/ZH i18n strings. Born from this thought:

> Every feature ships English first. ZH catches up days or weeks later. Tracking which keys are stale is manual labor I do at 1 AM. Same for the next 11 makers I know.

What it does

en.json + zh.json
        ↓
   diff (find keys present in EN, missing/empty/echo'd in ZH)
        ↓
   translate via Claude Sonnet (vibex-tone glossary baked in)
        ↓
   queue/pending/-review.md
        ↓
   founder edits in Obsidian, moves to queue/approved/
        ↓
   apply → writes back to zh.json (preserves nesting + key order)

CLI

# Coverage report
bilingual-sync stats --en locales/en.json --zh locales/zh.json

# Show what's missing (no LLM call)
bilingual-sync diff --en locales/en.json --zh locales/zh.json

# Translate + write review file (LLM call)
bilingual-sync draft \
  --en locales/en.json \
  --zh locales/zh.json \
  --glossary glossary.json \
  --tone "indie SaaS, gamified, neon-pixel, peer-to-peer"

# After human review → move file to queue/approved/, then:
bilingual-sync apply --en locales/en.json --zh locales/zh.json

Glossary file

Glossary keys force consistent translation of brand terms. Without it, Claude picks reasonable defaults but those drift across runs.

{
  "Forge": "锻造",
  "Dojo": "道场",
  "Vibe": "氛围",
  "Login": "登录",
  "Sign up": "注册"
}

What gets flagged as "missing"

A key is missing in ZH when ANY of:

  • key absent from zh.json
  • ZH value is empty string
  • ZH value byte-equals the EN value (a common copy-paste mistake — easy to miss without tooling)

Design choices

  • HITL is non-negotiable. UI strings are seen by every user every session. One bad translation that ships globally is worse than five days of catch-up. The agent never writes to zh.json without an explicit approve-and-apply step.
  • Sonnet by default, not Haiku. Cold UI translations are exactly the task where naïve Haiku output gets too literal ("Login" → "登入" instead of "登录"). Sonnet's nuance is worth the 3× cost for 925 strings (~$0.50 total).
  • Batched calls. 50 keys per call is the token-budget sweet spot. Full vibex catalog = ~20 calls = ~$0.50.
  • Preserves placeholders + HTML. The system prompt explicitly forbids translating {name}, ``, ICU patterns. If Claude breaks this it gets flagged in the review file.
  • Built on solo-founder-os. AnthropicClient handles graceful degrade + auto-logs token usage to ~/.bilingual-content-sync-agent/usage.jsonl (cost-audit-agent picks it up monthly).

Roadmap

  • [x] v0.1 — diff/draft/apply/stats CLI · HITL queue · Sonnet drafting · 43 tests · graceful degrade
  • [ ] v0.2 — Multi-language support (EN→ES, EN→JA, etc.) — same code path, different glossaries
  • [ ] v0.3 — Watch mode: re-run on commit, post-flagging stale keys to GitHub PR
  • [ ] v0.4 — In-context preview: show the React component a key appears in
  • [ ] v0.5 — Reverse sync: detect ZH-only orphan keys (features that got removed but ZH was forgotten)

MCP server (Claude Desktop / Cursor / Zed)

Translate missing i18n keys inline from your AI assistant.

pip install 'bilingual-content-sync-agent[mcp]'
{
  "mcpServers": {
    "bilingual-sync": {
      "command": "bilingual-sync-mcp",
      "env": { "ANTHROPIC_API_KEY": "..." }
    }
  }
}

Tools: diff_locales(en, zh) · translate_missing(en, zh, ...) · apply_approved(en, zh)

License

MIT. ---

🧩 Part of the Solo Founder OS stack

A growing collection of MIT-licensed agents that share solo-founder-os as their base — cron, eval, reflexion, AnthropicClient, HITL queue, notifiers. Each agent is independently useful; together they cover the full one-person company workflow.

🌐 The whole stack is live in production at vibexforge.com.

| Agent | What it does | |---|---| | solo-founder-os | The shared base lib (cron · eval · reflexion · skill library · DGM-lite). Every other agent depends on it. | | build-quality-agent | Pre-push Claude diff reviewer + local build runner — catches CI-killing changes before they ship. | | customer-discovery-agent | Reddit pain-point scraper + Claude clustering for product validation. | | funnel-analytics-agent | Daily founder brief + real-time PH-day alerts across 9 sources. | | orallexa-marketing-agent | AI marketing agent — submit project once, get platform-native posts for X / Reddit / HN / Dev.to / 小红书 + 7 more. Powers vibexforge.com. | | vc-outreach-agent | Cold email drafter — investors (vc mode) or paying customers (customer mode, merged from customer-outreach in v0.9.0). HITL queue + SMTP sender. | | cost-audit-agent | Monthly bill audit across 6 providers (Vercel / Anthropic / OpenPanel / HyperDX / Supabase / GitHub Actions) with dollar-tagged waste findings. | | customer-support-agent | Triage user messages → auto-draft replies → HITL queue. Closes the L5 customer-support layer. | | payments-agent | Overdue-invoice reminder drafter. Stripe-shaped types + MockProvider fallback + hard money-safety prompt rules. |

Each agent's own row is omitted from its README. Install whichever solve real problems for you — pip install .

Source & license

This open-source MCP server is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.