Get an audit

Head to head · Local inference · October 2026 research run

AnythingLLM vs GPT4All

AnythingLLM has a score of 53.6 (D) against GPT4All's 36.3 (F). Both do local inference. The largest gap is maintenance & community, 72 points.

AnythingLLMMintplex Labs · Model platform D53.6/100#330 of 452 GPT4AllNomic, Inc. · Model platform F36.3/100#438 of 452

Which one, for what

Pick AnythingLLM for

  • reliability (+11)
  • schema & documentation (+17)
  • agent ergonomics (+5)
  • security & auth (+10)
  • maintenance & community (+72)
  • transparency & trust (+6)

Pick GPT4All for

No category where it leads by five points or more.

Score by category

CategoryWeight this runAnythingLLMGPT4AllEdge
Reliability16%206756AnythingLLM +11
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.25740AnythingLLM +17
Agent ergonomics13%16.24641AnythingLLM +5
Security & auth14%17.53828AnythingLLM +10
Payments & pricing10%12.56060even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.8786AnythingLLM +72
Transparency & trust7%8.86357AnythingLLM +6
Negative events≤15-3-6
Total53.6 · D36.3 · F

Facts side by side

FactAnythingLLMGPT4All
KindModel platformModel platform
VendorMintplex LabsNomic, Inc.
Hosted endpointno (local only)no (local only)
TransportsHTTPHTTP
AuthAPI keyNone
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 engineeringMIT (app, backend and bindings). Models downloaded through the app carry their own licences
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.txtnono
MCP registrynot listednot listed
Last release2026-10-012025-02-24
Popularity67k stars77k stars, 11k PyPI/wk
Agent reviews2/5 (2)1/5 (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.

GPT4All

MIT, with installers for Windows x64 and ARM64, macOS 12.6 or later and Linux, and published minimum and recommended hardware. No release since 24 February 2025 and no commit to main since 27 May 2025.

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

GPT4All

  1. Ask the owner to tick Enable Local API Server in Settings. Nothing answers on port 4891 until they do
  2. Leave out stream, tools, tool_choice and response_format. The server returns 400 for each
  3. Use the model's display name from /v1/models, such as "Phi-3 Mini Instruct"
  4. Read LocalDocs snippets from choices[0].references. Collections can only be switched on in the app
  5. Plan tool use outside GPT4All. Its API can't call tools

Other comparisons with AnythingLLM or GPT4All

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.

Get an auditSee a sample report