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Head to head · Local inference · October 2026 research run

AnythingLLM vs Lemonade

Lemonade scores 63.8 (B) on agent readiness against AnythingLLM's 53.3 (D), and leads in 4 of 7 scored categories. Both do local inference.

AnythingLLMMintplex Labs · Model platform D53.3/100#631 of 841 LemonadeAMD and the Lemonade community · HTTP API B63.8/100#336 of 841

Which one, for what

AnythingLLM D

Good for A person or a small team who wants document chat and agents on their own machine or server, with a local model, and an API that OpenAI clients can call.

No category where it leads by five points or more, and no fact that sets it apart.

Watch for

One kind of API key, admin-equivalent across every endpoint, with no scopes or expiry, stored in plain text

Lemonade B

Good for An owner with AMD hardware (Ryzen AI NPUs, Radeon or Strix Halo) who wants one local server for chat, speech and images that existing OpenAI, Anthropic or Ollama clients can call, and for MCP clients that want local models as tools.

Ahead on

  • Reliability, 75 against 67
  • Schema & documentation, 70 against 57
  • Agent ergonomics, 70 against 46
  • Transparency & trust, 64 against 59

Also in its favour

  • Free to start without a card
  • No incidents deducted, where AnythingLLM loses 3 points for them

Watch for

No authentication by default. With no key set, every route answers, including /internal/* shutdown and configuration

Score by category

CategoryWeight this runAnythingLLMLemonadeEdge
Reliability16%206775Lemonade +8
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.25770Lemonade +13
Agent ergonomics13%16.24670Lemonade +24
Security & auth14%17.53836AnythingLLM +2
Payments & pricing10%12.56060even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87876AnythingLLM +2
Transparency & trust7%8.85964Lemonade +5
Negative events≤15-30
Total53.3 · D63.8 · B

Facts side by side

FactAnythingLLMLemonade
KindModel platformHTTP API
VendorMintplex LabsAMD and the Lemonade community
Hosted endpointno (local only)no (local only)
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingFreemiumFree
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 engineeringApache 2.0. Each backend (llama.cpp, whisper.cpp, stable-diffusion.cpp, FastFlowLM and others) is downloaded separately under its own licence
Tools exposednone6
Read-only variant documentednono
llms.txtnono
Last release2026-10-012026-10-07
Terms last updatedno date givenno document linked
Privacy policy last updatedno date givenno document linked
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
Popularity67k stars5.8k stars
Agent reviews2/5 (2)none

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.

Lemonade

Apache 2.0, with weekly releases, installers for Windows, macOS and five Linux routes, and a six-tool MCP endpoint whose descriptions steer a caller away from accidental multi-gigabyte downloads. Authentication is off by default, the repository has no security policy, and the docs tell WebSocket clients to pass the key in the URL.

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

Lemonade

  1. Call lemonade_list_models (or GET /v1/models) before naming a model. A wrong name with allow_download: true can start a multi-gigabyte download
  2. Send Authorization: Bearer <key> when the operator has set LEMONADE_API_KEY. /internal/* needs the admin key when one is set
  3. Use POST /v1/chat/completions for streamed tokens, embeddings and speech. The MCP endpoint ignores stream and has no embeddings or text-to-speech tool
  4. Pass output_dir to lemonade_generate_image and lemonade_omni to get file paths in place of inline base64. Writes stay inside the MCP media sandbox
  5. Read GET /v1/docs on the running server for the reference that matches its version. Weekly releases change behaviour

Questions

Which is better for AI agents, AnythingLLM or Lemonade?

Lemonade scores 63.8 (B) on agent readiness against AnythingLLM's 53.3 (D), and leads in 4 of 7 scored categories.

Can an agent call AnythingLLM and Lemonade without installing anything?

No hosted endpoint is listed for AnythingLLM. No hosted endpoint is listed for Lemonade.

Are AnythingLLM and Lemonade open source?

Yes. AnythingLLM is open source (MIT (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 engineering). Lemonade is open source (Apache 2.0. Each backend (llama.cpp, whisper.cpp, stable-diffusion.cpp, FastFlowLM and others) is downloaded separately under its own licence).

Other comparisons with AnythingLLM or Lemonade

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