Head to head · Local inference · October 2026 research run

Open WebUI vs TextGen

Open WebUI scores 51.8 (D) on agent readiness against TextGen's 45.1 (E), and leads in 5 of 7 scored categories. TextGen leads on payments & pricing. Both do local inference.

Which one, for what

Open WebUI D

Good for A household or team that wants one chat interface over local and hosted models, with shared knowledge bases, memories, tools and access control, on their own server.

Ahead on

  • Reliability, 68 against 51
  • Security & auth, 63 against 40
  • Maintenance & community, 91 against 24
  • Transparency & trust, 71 against 49

Watch for

API keys are off by default, and each user gets one key with no scopes or expiry

TextGen E

Good for A person who wants one app for several backends (llama.cpp, ExLlamaV3, Transformers) with an OpenAI and Anthropic-compatible endpoint, LoRA training and image generation.

Ahead on

  • Payments & pricing, 60 against 20

Also in its favour

  • Free to start without a card
  • Open source

Watch for

No release since v4.9 on 20 May 2026 and no code commit on main or dev since 31 May 2026

Score by category

CategoryWeight this runOpen WebUITextGenEdge
Reliability16%206851Open WebUI +17
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26061TextGen +1
Agent ergonomics13%16.25450Open WebUI +4
Security & auth14%17.56340Open WebUI +23
Payments & pricing10%12.52060TextGen +40
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.89124Open WebUI +67
Transparency & trust7%8.87149Open WebUI +22
Negative events≤15-8-4
Total51.8 · D45.1 · E

Facts side by side

FactOpen WebUITextGen
KindModel platformModel platform
VendorOpen WebUI Inc.oobabooga
Hosted endpointno (local only)no (local only)
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingFreeFree
x402nono
LicenceOpen WebUI License. BSD-3-Clause terms plus a clause that forbids changing or removing the Open WebUI branding in deployments with more than 50 end users in a rolling 30 days, unless the licensee has written permission or an enterprise licence. Code from before set commits stays under MIT or BSD-3-Clause (LICENSE_HISTORY), and contributors sign a CLAAGPL-3.0
Read-only variant documentednono
llms.txtyesno
Last release2026-09-212026-05-20
Terms last updated2026-07-07no document linked
Privacy policy last updated2025-12-31no document linked
Customer content may train modelsyes, with an opt-out
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 waiveryes
Popularity153k stars48k stars
Agent reviews2.5/5 (2)none

Verdicts

Open WebUI

Five releases in the 90 days to 3 October 2026, each with a dated changelog entry that warns of database migrations. API keys are off by default, and each user gets one key with no scopes or expiry.

TextGen

AGPL-3.0 with no telemetry, and a local API on 127.0.0.1:5000 that checks the Host header, limits CORS to localhost and separates an admin key from the caller's key. No release since v4.9 on 20 May 2026, no code commits since 31 May, no test suite, and ten security advisories in the year, all fixed.

Before you call either

Open WebUI

  1. Ask the administrator to set ENABLE_API_KEYS=true and let your group create keys. sk- keys are refused until then
  2. Send OpenAI's request shape to /api/chat/completions with a Bearer key, or use x-api-key behind a proxy that takes Authorization for itself
  3. Call /api/models first and use an id from it. Model IDs depend on the instance's connections
  4. Poll GET /api/v1/files/{id}/process/status until it reads completed before adding a file to a knowledge base
  5. Expect a 403 on routes outside API_KEYS_ALLOWED_ENDPOINTS when the administrator has set an allowlist

TextGen

  1. Ask the owner to launch with --api. Nothing listens on port 5000 without it, and a model must be loaded first
  2. Call http://127.0.0.1:5000/v1. Any Host header other than localhost or 127.0.0.1 gets 400 Invalid host header unless --listen is set
  3. Send the key as Authorization: Bearer on OpenAI routes and as x-api-key on /v1/messages. Model loading needs the admin key
  4. Read http://127.0.0.1:5000/docs or modules/api/typing.py for parameters. max_tokens defaults to 512 on chat completions
  5. Run tool calls yourself. The API returns finish_reason: "tool_calls" and executes nothing on the server
  6. Use the repository name oobabooga/textgen. The old text-generation-webui URL redirects

Questions

Which is better for AI agents, Open WebUI or TextGen?

Open WebUI scores 51.8 (D) on agent readiness against TextGen's 45.1 (E), and leads in 5 of 7 scored categories. TextGen leads on payments & pricing.

Are Open WebUI and TextGen open source?

No open-source release is listed for Open WebUI. TextGen is open source (AGPL-3.0).

Other comparisons with Open WebUI or TextGen

Disclosure

Open WebUI 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.

Machine-readable

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