{
 "schema_version": 1,
 "generated": "2026-10-31",
 "id": "magnitudedev-magnitude--connect-a-local-coding-agent-to-magnitude",
 "repo": "magnitudedev/magnitude",
 "repo_url": "https://github.com/magnitudedev/magnitude",
 "repo_slug": "magnitudedev-magnitude",
 "title": "Connect Pi, OpenCode, Hermes or Codex to a local Magnitude model",
 "page_title": "How to connect Pi, OpenCode, Hermes or Codex to a local Magnitude model with Magnitude",
 "summary": "Use Magnitude's one-click agent connections to run your coding agent on a fast local model.",
 "who": "A developer who wants a coding agent with no API bill and code that stays on their machine.",
 "problem": "Pointing agents at local servers usually means hand-editing base URLs and model names.",
 "outcome": "Your coding agent running against a local, hardware-tuned model.",
 "steps": [
  "Install Magnitude and download a coding model",
  "Use the one click connection for Pi, OpenCode, Hermes or Codex",
  "Run several agent sessions at once; they share prefix caches",
  "Watch memory: quantized KV is freed when agents stop"
 ],
 "agent_prompt": "Connect <Pi or OpenCode or Hermes or Codex> to magnitudedev/magnitude with the best coding model my machine can run, then run a small task in <repo> to check speed and quality.",
 "agents": [
  "codex"
 ],
 "difficulty": "Beginner",
 "time": "15 minutes",
 "basis": "readme",
 "caveat": "This card is written from the magnitudedev/magnitude README, not from a test run by Deduped. Before you start, make sure you have macOS, Windows or Linux. Check the repo for newer instructions before you rely on these steps.",
 "category": "Software and DevOps",
 "tags": [
  "Software and DevOps"
 ],
 "lang": "rust",
 "requirements": [
  "macOS, Windows or Linux (x64 or ARM64)",
  "Apple Silicon, NVIDIA, AMD or Intel GPU, or a CPU only",
  "Enough memory for the model you choose"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.9,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/magnitudedev-magnitude/connect-a-local-coding-agent-to-magnitude/",
 "md": "https://dedupedai.com/use-cases/magnitudedev-magnitude/connect-a-local-coding-agent-to-magnitude/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/magnitudedev-magnitude--connect-a-local-coding-agent-to-magnitude.json",
 "api_version": "v1"
}