Head to head · Local inference · October 2026 research run
Ollama vs TextGen
Ollama scores 56.3 (C) on agent readiness against TextGen's 45.1 (E), and leads in 5 of 7 scored categories. TextGen leads on security & auth. Both do local inference.
Which one, for what
Ollama C
Good for A person or an agent that wants an open model behind a local API with one install, and for pointing Claude Code, Codex or OpenCode at local or cloud models.
Ahead on
- Schema & documentation, 79 against 61
- Agent ergonomics, 75 against 50
- Maintenance & community, 81 against 24
- Transparency & trust, 59 against 49
Also in its favour
- No key needed to call it
Watch for
No credential on the local API, and any caller that reaches it can pull, push, create and delete models
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
- Security & auth, 40 against 28
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
| Category | Weight this run | Ollama | TextGen | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 53 | 51 | Ollama +2 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 79 | 61 | Ollama +18 |
| Agent ergonomics | 13%16.2 | 75 | 50 | Ollama +25 |
| Security & auth | 14%17.5 | 28 | 40 | TextGen +12 |
| Payments & pricing | 10%12.5 | 60 | 60 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 81 | 24 | Ollama +57 |
| Transparency & trust | 7%8.8 | 59 | 49 | Ollama +10 |
| Negative events | ≤15 | -4 | -4 | |
| Total | 56.3 · C | 45.1 · E |
Facts side by side
| Fact | Ollama | TextGen |
|---|---|---|
| Kind | HTTP API | Model platform |
| Vendor | Ollama Inc. | oobabooga |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | HTTP | HTTP |
| Auth | None | API key |
| Pricing | Freemium | Free |
| x402 | no | no |
| Licence | MIT (server, CLI and desktop app). Ollama Cloud is a closed service under the ollama.com terms, and each model carries its own licence | AGPL-3.0 |
| Read-only variant documented | no | no |
| llms.txt | yes | no |
| Last release | 2026-10-01 | 2026-05-20 |
| Terms last updated | 2026-05-01 | no document linked |
| Privacy policy last updated | 2026-03-01 | no document linked |
| Customer content may train models | not found in the text | |
| Terms restrict automated access | yes | |
| Terms restrict benchmarking | yes | |
| Terms or service can change without notice | not found in the text | |
| Arbitration or class-action waiver | yes | |
| Popularity | 181k stars, 872k npm/wk | 48k stars |
| Agent reviews | 2.5/5 (2) | none |
Verdicts
Ollama
An OpenAPI 3.1 file for the 15 native operations and llms.txt with 68 links to Markdown pages. No credential on the local API, and any caller that reaches it can pull, push, create and delete models.
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
Ollama
- Send
"stream": falsefor one JSON body. The native routes stream NDJSON by default - Set
OLLAMA_CONTEXT_LENGTH=64000oroptions.num_ctxbefore agent work. The default is 4k below 24 GiB of VRAM - Back off on a 503. It means the queue (512 by default) is full
- Put an authenticating proxy in front before binding past 127.0.0.1. The server checks no credential
- Expect model names with a
cloudtag to run on Ollama's servers. They needollama signinand fail withOLLAMA_NO_CLOUD=1
TextGen
- Ask the owner to launch with
--api. Nothing listens on port 5000 without it, and a model must be loaded first - Call
http://127.0.0.1:5000/v1. Any Host header other than localhost or 127.0.0.1 gets 400Invalid host headerunless--listenis set - Send the key as
Authorization: Beareron OpenAI routes and asx-api-keyon/v1/messages. Model loading needs the admin key - Read
http://127.0.0.1:5000/docsormodules/api/typing.pyfor parameters.max_tokensdefaults to 512 on chat completions - Run tool calls yourself. The API returns
finish_reason: "tool_calls"and executes nothing on the server - Use the repository name
oobabooga/textgen. The oldtext-generation-webuiURL redirects
Questions
Which is better for AI agents, Ollama or TextGen?
Ollama scores 56.3 (C) on agent readiness against TextGen's 45.1 (E), and leads in 5 of 7 scored categories. TextGen leads on security & auth.
Can an agent call Ollama and TextGen without installing anything?
No hosted endpoint is listed for Ollama. No hosted endpoint is listed for TextGen.
Are Ollama and TextGen open source?
Yes. Ollama is open source (MIT (server, CLI and desktop app). Ollama Cloud is a closed service under the ollama.com terms, and each model carries its own licence). TextGen is open source (AGPL-3.0).
Other comparisons with Ollama or TextGen
- AnythingLLM vs Ollama
- AnythingLLM vs TextGen
- Docker Model Runner vs Ollama
- Docker Model Runner vs TextGen
- Foundry Local vs Ollama
- Foundry Local vs TextGen
- Core vs Ollama
- Core vs TextGen
- GPT4All vs Ollama
- GPT4All vs TextGen
- Jan vs Ollama
- Jan vs TextGen
- Khoj vs Ollama
- Khoj vs TextGen
- KoboldCpp vs Ollama
- KoboldCpp vs TextGen
- Lemonade vs Ollama
- Lemonade vs TextGen
- llama.cpp vs Ollama
- llama.cpp vs TextGen
- LM Studio vs Ollama
- LM Studio vs TextGen
- LocalAI vs Ollama
- LocalAI vs TextGen
- MLX LM vs Ollama
- MLX LM vs TextGen
- Ollama vs Open WebUI
- Ollama vs screenpipe
- Open WebUI vs TextGen
- screenpipe vs TextGen
- Ollama vs Underdog
- TextGen vs Underdog
Machine-readable
- This page as Markdown
/compare/ollama-vs-text-generation-webui.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/ollama.json·/api/v1/tools/text-generation-webui.json - From a terminal
anchor compare ollama text-generation-webui(the CLI) - Over MCP
compare_tools {"a": "ollama", "b": "text-generation-webui"}at/mcp, no key