Anti-hallucination research mode for Claude Code. Toggle on/off to enforce citation requirements and source grounding.
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Apr 16, 2026
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anti-hallucination
Here are 42 public repositories matching this topic...
Score any document. Prove every claim.
rust ai sparql rdf owl ontology multi-agent knowledge-graph fact-checking owl-ontology audit-trail document-evaluation llm-evaluation hallucination-detection mcp-server evidence-verification anti-hallucination tender-evaluation
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Apr 5, 2026 - Rust
Hierarchical RAG architecture scaling to 693K chunks on consumer hardware (4GB VRAM). Features 3-address routing, hybrid vector+graph fusion, and SetFit classification.
python knowledge-graph semantic-search postgress rag vector-search edge-ai network-routing setfit pgvector advanced-rag graphrag rust-optimization agentic-rag grounded-reasoning low-vram hierarchical-rag anti-hallucination vector-databse
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Feb 11, 2026 - Python
Persistent memory MCP server for AI agents — Rust, 19 tools, knowledge graph, Hebbian learning, episodic memory, contradiction detection, prospective triggers, Bayesian calibration, zero-config Docker setup.
rust mcp postgresql npm-package pagerank knowledge-graph graph-database semantic-search hebbian-learning rag episodic-memory pypi-package exponential-decay vector-search ai-tools ai-memory graphrag model-context-protocol mcp-server anti-hallucination
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Apr 13, 2026 - Rust
Reliable research infrastructure for AI agents. Evidence-backed web search with citations, confidence scores, and Clarity anti-hallucination. MCP server, REST API, Python SDK.
mcp citations python-sdk fact-checking clarity web-search ai-agent prompt-engineering langchain llamaindex llm-tools research-agent crewai agent-tools model-context-protocol mcp-server hallucination-prevention anti-hallucination browseaidev browseai-dev
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Apr 19, 2026 - TypeScript
A minimal graph engine for grounded AI — records, associates, and retrieves, but never invents. Written in Rust.
rust cli ai mcp knowledge-graph graph-database embedded-database deterministic graph-engine ai-agents explainable-ai llm model-context-protocol grounded-ai anti-hallucination
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Apr 27, 2026 - Rust
Native rules, hooks, and guards that prevent Claude Code and Codex from hallucinating code, duplicating files, or shipping unverified changes.
hooks linter static-analysis developer-tools code-quality codex ai-safety ai-agents guardrails llm claude-code codex-cli anti-hallucination agent-harness
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Apr 30, 2026 - Shell
65 plugins that turn Claude Code into an autonomous development team. 24 agents, 34 skills, 5 hooks. Includes 12-plugin anti-hallucination suite. One-line install.
opensource ai developer-tools autonomous-agents ai-agents ai-tools ai-automation code-assistant anthropic claude-ai ai-coding mcp-tools claude-code ai-coding-assistant ai-plugins claude-code-hooks anti-hallucination claude-code-plugins claude-code-agents claude-code-skills
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Mar 28, 2026 - Shell
A completion-claim gate for Claude Code. Refuses to let the agent say done without evidence.
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Apr 27, 2026 - JavaScript
EN: An overfitted SD prompt engine with severe "aesthetic snobbery," forcibly transforming mundane ideas into professional-grade physical rendering instructions. CN: 一个具备“审美洁癖”的过拟合提示词引擎，强行将平庸构思纠偏为具备极致物理质感的工业级渲染指令。
native cuda self-hosted python3 micro aesthetic industrial-automation echo-server lora gradio fine-tuning ai-art stable-diffusion local-inference prompt-generation qwen local-ai-agents blackwell-gpu anti-hallucination deterministic-ai
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Jan 19, 2026 - Python
A strict, deterministic LLM protocol for loading, reading and activating the DCQN.MATRIX Axiomatics from the OSF DOI (10.17605/OSF.IO/QWA6S), including anti-simulation safeguards and full formal reconstruction into DCQN_LOGIK_SESSION_V1.
axiomatic-semantics neutrality axiomatic-thinking llm prompt-engineering llm-agent llm-evaluation anti-hallucination
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Dec 15, 2025
From one prompt to a finished product — fully autonomous. Auto-plans, remembers across sessions (persistent context), builds end-to-end, audits security & performance, deploys. 18 agents + 39 workflows for ChatGPT, Copilot, Codex, Cursor, and other AI coding tools. Built by NexVar.
ai context multi-agent project-management cursor copilot codex ai-agents agent-framework llm generative-ai chatgpt llm-agents context-memory autonomous-coding anti-hallucination nexvar nexgsd
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Apr 25, 2026 - JavaScript
Context governance kernel for LLM agents. Predicts entropy, blocks hallucinations. Pairs with opencode-dcp. llm, llm-agents, opencode, opencode-plugin, context-governance, anti-hallucination, claude-code, cursor, typescript.
opencode security-tools llm llm-agents claude-code llm-agent-framework anti-hallucination opencode-plugin
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Apr 28, 2026 - TypeScript
🔍 AI驱动的商业文章素材采集助手 | 交互提问·反幻觉验证·Word导出 | 专为记者/分析师/内容创作者设计
python nlp research ai journalism research-tool word-export content-creation business-writing anti-hallucination
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Apr 17, 2026 - Python
security, high granular security control sql agent mcp, include admin panel, supports SqlServer, MySql, PostgreSql, Oracle, Sqlite and Firebird
mysql security postgres sql-server sqlite mcp postgresql oracle firebird accuracy admin-panel ai-safety sql-agent nl2sql mcp-servers mcp-server anti-hallucination ai-safety-design
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May 1, 2026 - C#
The Anti-Hallucination data layer for B2B Sourcing. Deep-verified global supply chain entities designed for RAG and LLM instruction tuning.
supply-chain data-engineering knowledge-graph b2b ai-agents jsonl rag chatml agentic-ai llm-dataset anti-hallucination sft-dataset supply-chain-llm
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May 1, 2026
I built a production-style RAG system focused on grounded generation, not open-ended LLM output. Design priorities: retrieval quality, validation, and measurable confidence not just document chat.
parsing embeddings openai rag vector-database llm qdrant-vector-database rag-pipeline qwen2-5 anti-hallucination
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Jan 30, 2026 - Python
Evaluation patterns, release gates, and anti-hallucination techniques for developer-focused AI workflows.
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Mar 27, 2026 - Python
A portable cognitive discipline system for AI coding agents. Cross-platform anti-hallucination framework with 7-layer verification, confidence labels, and research-backed techniques. Supports Claude Code, Cursor, Codex, OpenCode, Hermes, Gemini CLI, and Pi.
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Apr 25, 2026 - Jinja
RAG-powered LLM assistant for HR policy Q&A with ChromaDB, guardrails, citation tracking, and evaluation framework. FastAPI + Streamlit.
python nlp docker embeddings openai people-analytics rag fastapi guardrails streamlit vector-database hr-analytics sentence-transformers llm langchain chromadb retrieval-augmented-generation anti-hallucination
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Mar 17, 2026 - Python
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