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escoffier-labs/solos-cookbook/ops-deck-lite

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PublishedNovember 4, 2026 at 11:09 PM
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name: ops-deck-lite version: 1.1.0 description: "Local agent productivity stack: one small semantic code search service. Lightweight, cheap to run, and useful long before you need a giant ops dashboard." tags:

  • code-search
  • embeddings
  • productivity
  • local-tools

category: tools


Ops Deck Lite

Build one small local service before you build a giant agent dashboard.

Goal

Give the agent a capability that pays off immediately: semantic code search.

Component: Semantic code search

Search code by meaning, not only exact text.

Useful for queries like:

  • authentication middleware
  • retry logic
  • database pooling
  • error handling

Core design

  • chunk source files
  • generate embeddings locally or through a provider you control
  • store chunks, metadata, and optional summaries in a small database
  • expose one search endpoint with a few modes: hybrid, code, summary

Why this stack works

  • cheap to run
  • private by default
  • easy to back up
  • useful to both humans and agents
  • much smaller blast radius than a full operations suite

Minimal setup guidance

Use any stack you like, but keep the shape simple:

  • one code-search API
  • one small database
  • one lightweight process manager or service supervisor

Agent integration pattern

Teach the agent one habit: check semantic code search before grepping dozens of files.

Suggested API shape

  • POST /api/search
  • GET /api/health
  • POST /api/index

Keep POST /api/index behind a credential or off the network. It rewrites the index, and an agent with tool access will find and call it.

Verification

A good smoke test:

  • query a concept not literally present in source code
  • confirm semantic search still finds the right area

Anti-pattern

Do not start with a full control plane, analytics wall, sprint board, and seven side panels. Start with the one tool that actually saves tokens and time.

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