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AnythingLLM Review

Depends

Should I use AnythingLLM?

A free, private AI assistant that runs on your device. No accounts, no API keys, no token limits. - anythingllm.com

· 1 month ago

Buy it if you want a free, private, on-device document chatbot and can tinker with models and patch CVEs yourself. Skip it if you need a polished, supported, zero-maintenance RAG service.

Confidence

Medium. Based on ~20 public sources; G2/Trustpilot ratings cited secondhand via Elest.io. No named corporate customers found in the evidence.

Ratings

  • Value for money
  • Ease of use
  • Feature depth
  • Support quality
  • Security posture

Pricing

Free

Desktop

ModelNot disclosed
Monthly feesNot disclosed
HardwareNot disclosed
Free tierYes
CloudNot stated in sources
Managed hosting (Elest.io)Plans vary

Best for

  • Privacy-minded individuals chatting with local documents
  • Tinkerers already running Ollama or LM Studio
  • Small teams testing self-hosted RAG cheaply
  • Anyone avoiding per-seat AI subscriptions

Not for

  • Hands-off teams wanting a polished managed SaaS
  • Non-technical users expecting ChatGPT-level polish
  • Security-sensitive orgs unwilling to track CVEs and patch constantly
  • Buyers needing vendor SLAs, support contracts, or compliance assurance

Gotchas - check before you buy

high

Self-hosters must patch fast: 2026 RCE (CVE-2026-32626) and auth bypass (CVE-2026-32617)

medium

Collects anonymous telemetry by default despite the local-privacy pitch

medium

Documentation quality criticized; expect trial-and-error during setup

low

Desktop is free, but Cloud tier pricing is not clearly published in sources

Pros and cons

Pros

  • Free, open-source desktop app; no accounts, API keys, or token limits
  • Runs on-device by default; data stays local
  • Supports local models (Ollama, LM Studio) and cloud providers
  • Strong aggregate ratings: G2 4.8/5, Trustpilot 4.6/5
  • Document RAG called "solid" by independent reviewers

Cons

  • Multiple CVEs disclosed 2024-2026, including RCE and auth bypass
  • Some Redditors call setup frustrating and documentation weak
  • RAG output felt "useless" to some users
  • Electron app criticized for risky nodeIntegration configuration
  • Official security page appears absent from sources reviewed

Sources & method

- 14 sources - Strong privacy story, but a steady CVE stream (RCE, auth bypass, info disclosure) through 2026 — patch promptly if self-hosted.

official x4review x5security x4news x1
  • CVE-2026-32626 — Remote code execution, NVD lists RCE affecting versions 1.11.1 and earlier.
  • CVE-2026-32617 — Authentication bypass, SentinelOne vulnerability database entry describes an auth bypass.
  • CVE-2024-6842 — Information disclosure, Information-disclosure flaw reported and tracked by Pentest-Tools.
  • CVE-2026-48789 — Windows path traversal, Path traversal issue in the Windows build, tracked by.

Key stats

  • Value for money: 5/5

    Rating

  • Free

    Starting price

  • 14

    Sources

  • Analyzed

  • Value for money: 5/5. Free desktop, open source, no token limits
  • Ease of use: 3/5. Beginner guides exist, but Redditors call setup painful
  • Feature depth: 4/5. All-in-one RAG, agents, multi-provider, multi-user
  • Support quality: 2/5. Users criticize documentation; small YC team
  • Security posture: 2/5. Multiple CVEs incl. RCE and auth bypass
  • 4.8/5 G2 rating as listed on Elest.io
  • 4.6/5 Trustpilot as listed on Elest.io
  • Free Starting price Open-source desktop app
  • Y Combinator Backing Built by Mintplex Labs Inc

Pricing

Desktop

Free

  • Open source, free forever
  • Local models + on-device RAG
  • No accounts or API keys

Cloud

Not stated in sources

  • Hosted AnythingLLM
  • "Break free from rate-limits"
  • No published price found

Managed hosting (Elest.io)

Plans vary

  • Fully managed AnythingLLM
  • Priced by resources
  • Third-party service

Security

Strong privacy story, but a steady CVE stream (RCE, auth bypass, info disclosure) through 2026 — patch promptly if self-hosted.

  • CVE-2026-32626 — Remote code executionNVD lists RCE affecting versions 1.11.1 and earlier.⁸
  • CVE-2026-32617 — Authentication bypassSentinelOne vulnerability database entry describes an auth bypass.⁹
  • CVE-2024-6842 — Information disclosureInformation-disclosure flaw reported and tracked by Pentest-Tools.10
  • CVE-2026-48789 — Windows path traversalPath traversal issue in the Windows build, tracked by.11
Full analysis

Based on ~20 public sources; G2/Trustpilot ratings cited secondhand via Elest.io. No named corporate customers found in the evidence.

Free, private on-device AI doc-chat: great value if you tinker; recurring CVEs and rough docs hurt hands-off teams.

Methodology

Based on ~20 public sources; G2/Trustpilot ratings cited secondhand via Elest.io. No named corporate customers found in the evidence.

Read how a report is made.

Sources

  1. AnythingLLM — official siteanythingllm.com
    official
  2. Mintplex-Labs/anything-llm on GitHubgithub.com
    official
  3. AnythingLLM is a nightmare — Reddit r/LocalLLMreddit.com
    review
  4. Trying AnythingLLM, It feels usless — Reddit r/LocalLLMreddit.com
    review
  5. 10 Best AnythingLLM Alternatives — Vellumvellum.ai
    review
  6. Fully Managed AnythingLLM as a Service — Elest.ioelest.io
    official
  7. AnythingLLM Reviews — G2g2.com
    review
  8. NVD — CVE-2026-32626nvd.nist.gov
    security
  9. CVE-2026-32617 Auth Bypass — SentinelOnesentinelone.com
    security
  10. CVE-2024-6842 Information Disclosure — Pentest-Toolspentest-tools.com
    security
  11. CVE-2026-48789 Windows Path Traversal — sec.cosec.co
    security
  12. Privacy & Data Handling — AnythingLLM docsdocs.anythingllm.com
    official
  13. AnythingLLM — Y Combinatorycombinator.com
    news
  14. Local RAG 2026: AnythingLLM vs PrivateGPT vs Open WebUIpromptquorum.com
    review

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