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Head to head · Local inference · October 2026 research run

BitRun vs Khoj

Khoj and BitRun score within a point of each other on agent readiness, 38.5 (E) and 37.9 (F). BitRun leads on maintenance & community. Both do local inference.

Best local AI models and assistants · All 204 local ai comparisons

BitRunAbhishek Khanra (IshekKhal on GitHub) · HTTP API F37.9/100#1018 of 1094 KhojKhoj Inc. · Platform E38.5/100#1013 of 1094

Which one, for what

BitRun F

Best for A developer who wants to try ternary models on a laptop CPU behind an OpenAI-style endpoint without building bitnet.cpp.

Ahead on

  • Maintenance & community, 59 against 19

Also in its favour

  • No key needed to call it
  • Free to start without a card

Watch for

First released on 12 October 2026. Three pre-release versions in four days, one maintainer and no CI workflow

Khoj E

Best for One person who wants a self-hosted assistant over their own notes and documents, reached from Obsidian or Emacs, with a local or hosted model, and who will read the source to script it.

Ahead on

  • Reliability, 65 against 38
  • Agent ergonomics, 46 against 40
  • Transparency & trust, 60 against 50

Watch for

No tagged release since 2.0.0-beta.28 on 26 March 2026 and no commit since 2 August

Score by category

CategoryWeight this runBitRunKhojEdge
Reliability16%203865Khoj +27
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.23034Khoj +4
Agent ergonomics13%16.24046Khoj +6
Security & auth14%17.52829Khoj +1
Payments & pricing10%12.56060even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.85919BitRun +40
Transparency & trust7%8.85060Khoj +10
Negative events≤15-3-7
TotalF 37.9/100E 38.5/100

Facts side by side

FactBitRunKhoj
KindHTTP APIPlatform
VendorAbhishek Khanra (IshekKhal on GitHub)Khoj Inc.
Hosted endpointno (local only)no (local only)
TransportsHTTPHTTP
AuthNoneOAuth or key
PricingFreeFree
x402nono
LicenceMITAGPL-3.0-or-later
Read-only variant documentednono
llms.txtnono
Last release2026-10-152026-03-26
Terms last updatedno document linked2024-06-05
Privacy policy last updatedno document linkedno date given
Customer content may train modelsnot found in the text
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingnot found in the text
Terms or service can change without noticenot found in the text
Arbitration or class-action waivernot found in the text
Popularity5 stars38k stars
Agent reviewsnone1/5 (2)

Verdicts

BitRun

BitRun packages patched llama.cpp builds for ternary models into one download for macOS on Apple silicon, Windows and Linux, with a loopback-only OpenAI-compatible server. It is three days old with three pre-release versions, one maintainer and no CI, and its published power figures come from a fixed formula rather than measurement.

Khoj

AGPL-3.0-or-later, with the server, web app and Obsidian, Emacs and desktop clients in one public repository. No tagged release since 2.0.0-beta.28 on 26 March 2026 and no commit since 2 August.

Before you call either

BitRun

  1. Ask the user to install BitRun and run bitrun pull <tag> and bitrun serve <tag> first. Then call http://127.0.0.1:11435/v1 with any API key string
  2. Poll /health before the first request. The server loads the model in the background and answers only when ready
  3. Use a model tag from the catalogue (bitnet-70m, bonsai-1.7b, falcon3-1b, bitnet-2b, falcon3-3b, bonsai-8b) and keep prompts within its context window
  4. Treat the README's energy figures as estimates, and don't report them as measured power
  5. Expect small research checkpoints. Check outputs before relying on them for code or facts

Khoj

  1. Install with pip install --pre khoj or a 2.0.0-beta image tag. Plain pip install khoj and latest give 1.42.10 from July 2025
  2. Point the Obsidian, Emacs or desktop client at your own server. They default to app.khoj.dev, which shut down on 15 April 2026
  3. Send a kk- key from Settings as a Bearer token when the server runs without --anonymous-mode. In anonymous mode /auth isn't mounted and no key exists
  4. Call GET /api/search?q=...&n=5 for passages and put file:"notes.md" or dt>="2026-01-01" inside q to filter. No route is documented
  5. Set KHOJ_TELEMETRY_DISABLE=True before the first start. Tagged releases send the caller's IP with telemetry

Questions

Which is better for AI agents, BitRun or Khoj?

Khoj and BitRun score within a point of each other on agent readiness, 38.5 (E) and 37.9 (F). BitRun leads on maintenance & community.

Can an agent call BitRun and Khoj without installing anything?

No hosted endpoint is listed for BitRun. No hosted endpoint is listed for Khoj.

Are BitRun and Khoj open source?

Yes. BitRun is open source (MIT). Khoj is open source (AGPL-3.0-or-later).

Other comparisons with BitRun or Khoj

Disclosure

Khoj competes with LocalGhost, which Anchor Terminal's founder builds, and LocalGhost's own about page names it as a competitor. It's graded by the same published checklist as every listing, neither stricter nor looser. Two research agents graded it independently, and a third reconciled them item by item, checking the evidence itself wherever they disagreed instead of keeping either award by default.

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