Alternatives

Products that do what Halgorithem – Catching AI Hallucinations Using Trees, No AI in Pipeline does

1OS
Open-source model and scorecard for measuring hallucinations in LLMs▲65
Hi all! This morning, we released a new Apache 2.0 licensed model on HuggingFace for detecting hallucinations in retrieval augmented generation (RAG) systems. What we've found is that even when given a "simple" instruction like "summarize the following news article," every LLM that's available hallucinates to some extent, making up details that never existed in the source article -- and some of them quite a bit. As a RAG provider and proponents of ethical AI, we want to see LLMs get better at this. We've published an open source model, a blog more thoroughly describing our methodology (and…
2023 · vectara.com
2
OpenClaw 2.0▲210
The AI that really does things
6d ago · openclaw.ai
3
Sider 4.0▲211
Group chat with multiple AI bots to reduce hallucinations
2023
4IB
I built an 11-LLM consensus engine to detect AI hallucination▲6
Jun 2026 · github.com
5HR
Hal9 – Roblox for AI▲27
2021 · hal9.ai
6
Hallucination-Proof AI Course Creator▲63
Turn PDFs into courses with AI without irrelevant additions
2025
7
MIRA vision▲79
AI-powered pathology analysis with synthetic data
Apr 2026 · mira.vision
8DW
dreamGPT: What if LLM hallucinations were a feature and not a bug?▲34
The first GPT-based solution that uses hallucinations from LLMs for divergent thinking to generate new and novel ideas. Hallucinations are often seen as a negative thing, but what if they could be used for our advantage? dreamGPT is here to show you how. The goal of dreamGPT is to explore as many possibilities as possible, as opposed to most other GPT-based solutions which are focused on solving specific problems.
2023 · github.com
9JO
Judicex – Open-source legal AI that abstains instead of hallucinating▲5
May 2026 · github.com
10
Codoki▲25
Code reviews that catch AI hallucinations
Nov 2025
11OA
OpenJuris – AI legal research with citations from primary sources▲18
We built tooling that connects LLMs directly to case law databases with citation verification to address hallucination in legal AI. Think of it as giving the model access to actual legal sources instead of relying on training data.
Feb 2026 · openjuris.org
12
InsAIts▲1
Open-source monitoring for AI-to-AI, detect hallucinations
Feb 2026
13
DeepRails▲2
The kill-switch for AI hallucinations. Ship reliable AI.
Jan 2026
14SV
Structural Verification for LLMs: Why Best-of-N Isn't Enough▲5
A lightweight, no-retraining verification layer that rejects smooth hallucinations by measuring structural tension instead of probability.
Dec 2025 · github.com
15RT
Rookbot, the World's First AI Virtual Assistant for Debugging▲6
2019 · rookout.com
16
Truth Mirror▲2
Real-time AI hallucination detection. Don't trust, verify.
Jun 2026 · wuyijia.gumroad.com
17
HallucinationBuster▲5
AI research tool where YOU choose which publishers to trust
Mar 2026 · hallucinationbuster.com
18IT
I trained a custom LLM to create Apple Shortcuts▲5
Hi! This is a version 2.0 2x Context window 7-8x Faster Less hallucinations :)
2025 · shortcutbuilder.com
19
Docutect AI▲3
Audit every LLM hallucination in your APIs & docs
Jun 2026 · docutect.com
20OY
OpenSkynet Your AI Terminator▲5
Jun 2026 · github.com
21DS
Dismember – Scan memory for secrets and interesting information▲5
2022 · github.com
22
MaskLLM▲3
public archive for AI hallucinations & reasoning failures
May 2026 · maskllm.com
23
SIMURG▲1
Hallucination detecting for AI models and free web-search.
8d ago · github.com
24
Groundr▲1
Neutralize AI hallucinations via multi-model arbitration.
May 2026 · groundrai.com

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