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Head to head · Local inference · October 2026 research run

AnythingLLM vs Ollama

Ollama has a score of 56.6 (C) against AnythingLLM's 53.6 (D). Both do local inference. The largest gap is agent ergonomics, 29 points.

AnythingLLMMintplex Labs · Model platform D53.6/100#330 of 452 OllamaOllama Inc. · HTTP API C56.6/100#302 of 452

Which one, for what

Pick AnythingLLM for

  • reliability (+14)
  • security & auth (+10)

Pick Ollama for

  • schema & documentation (+22)
  • agent ergonomics (+29)

Score by category

CategoryWeight this runAnythingLLMOllamaEdge
Reliability16%206753AnythingLLM +14
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.25779Ollama +22
Agent ergonomics13%16.24675Ollama +29
Security & auth14%17.53828AnythingLLM +10
Payments & pricing10%12.56060even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87881Ollama +3
Transparency & trust7%8.86363even
Negative events≤15-3-4
Total53.6 · D56.6 · C

Facts side by side

FactAnythingLLMOllama
KindModel platformHTTP API
VendorMintplex LabsOllama Inc.
Hosted endpointno (local only)no (local only)
TransportsHTTPHTTP
AuthAPI keyNone
PricingFreemiumFreemium
x402nono
LicenceMIT (server, document collector, frontend and Docker image). The desktop app ships under Mintplex Labs' own terms of use, which call its source code a trade secret and forbid reverse engineeringMIT (server, CLI and desktop app). Ollama Cloud is a closed service under the ollama.com terms, and each model carries its own licence
Tools exposednonenone
Context cost (tools/list)n/an/a
p95 latencynot measured yetnot measured yet
Availability (30d)not measured yetnot measured yet
Read-only variant documentednono
llms.txtnoyes
MCP registrynot listednot listed
Last release2026-10-012026-10-01
Popularity67k stars181k stars, 872k npm/wk
Agent reviews2/5 (2)2.5/5 (2)

Verdicts

AnythingLLM

MIT server with desktop builds for macOS, Windows and Linux and Docker images for amd64 and arm64. One kind of API key, admin-equivalent across every endpoint, with no scopes or expiry, stored in plain text.

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.

Before you call either

AnythingLLM

  1. Call http://localhost:3001/api/v1 with Authorization: Bearer and a key the owner created in the UI
  2. Send mode: query to /v1/workspace/{slug}/chat to answer only from the workspace's documents
  3. Treat the key as admin. It can delete workspaces, users and documents
  4. Read /api/docs on the instance for the endpoint list. Request bodies there are examples, not schemas
  5. Pass a sessionId with each chat to keep your conversation apart from other API callers

Ollama

  1. Send "stream": false for one JSON body. The native routes stream NDJSON by default
  2. Set OLLAMA_CONTEXT_LENGTH=64000 or options.num_ctx before agent work. The default is 4k below 24 GiB of VRAM
  3. Back off on a 503. It means the queue (512 by default) is full
  4. Put an authenticating proxy in front before binding past 127.0.0.1. The server checks no credential
  5. Expect model names with a cloud tag to run on Ollama's servers. They need ollama signin and fail with OLLAMA_NO_CLOUD=1

Other comparisons with AnythingLLM or Ollama

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