{"data":{"slug":"learningcircuit-local-deep-research","name":"local-deep-research","tagline":"Supports local and cloud LLMs with encrypted search from diverse sources.","github_url":"https://github.com/LearningCircuit/local-deep-research","owner":"LearningCircuit","repo":"local-deep-research","owner_avatar_url":"https://avatars.githubusercontent.com/u/185559241?v=4","primary_language":"Python","stars":9109,"forks":824,"topics":["academia","anthropic","arxiv","brave","deep-research","encryption","home-automation","homeserver","local","local-deep-research","local-llm","mistral","ollama","openai","pubmed","research","research-tool","retrieval-augmented-generation","searxng","self-hosted"],"archived":false,"github_pushed_at":"2026-09-19T20:23:37+00:00","maintenance_label":"Very active","stars_delta_30d":209,"url":"https://www.graphcanon.com/tools/learningcircuit-local-deep-research","markdown_url":"https://www.graphcanon.com/tools/learningcircuit-local-deep-research.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/learningcircuit-local-deep-research","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=learningcircuit-local-deep-research","description":" ~95% on SimpleQA (e.g. Qwen3.6-27B on a 3090). Supports all local and cloud LLMs (llama.cpp, Ollama, Google, ...). 10+ search engines - arXiv, PubMed, your private documents. Everything Local & Encrypted.","homepage_url":null,"license":"MIT","open_issues":887,"watchers":43,"ai_summary":"A tool for deep research locally encrypted supporting retrieval-augmented generation using various LLM frameworks on both local GPU (like NVIDIA 3090) and cloud services and searching through multiple engines like arXiv, PubMed, personal documents.","readme_excerpt":"## ⚡ Quick Start\n\n**Option 1: Docker Run (Linux)**\n```bash\n\n---\n\n# Install with MCP extras\npip install \"local-deep-research[mcp]\"\n```\n\n---\n\n### Getting Started\n- [Installation Guide](docs/installation.md)\n- [Frequently Asked Questions](docs/faq.md)\n- [API Quickstart](docs/api-quickstart.md)\n- [Configuration Guide](docs/env_configuration.md)\n- [Full Configuration Reference](docs/CONFIGURATION.md)\n\n---\n\n### Infrastructure & Frameworks\n\n[LangChain](https://github.com/hwchase17/langchain) • [Ollama](https://ollama.ai) • [SearXNG](https://searxng.org/) • [FAISS](https://github.com/facebookresearch/faiss)\n\n---\n\n## 📄 License\n\nMIT License - see [LICENSE](LICENSE) file.\n\n**Dependencies:** All third-party packages use permissive licenses (MIT, Apache-2.0, BSD, etc.) - see [allowlist](.github/workflows/dependency-review.yml)","github_created_at":"2025-02-09T15:41:32+00:00","created_at":"2026-07-15T10:57:58.569017+00:00","updated_at":"2026-09-20T04:58:41.905229+00:00","categories":[{"slug":"data-retrieval","name":"Data & Retrieval","url":"https://www.graphcanon.com/categories/data-retrieval","markdown_url":"https://www.graphcanon.com/categories/data-retrieval.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/data-retrieval"},{"slug":"llm-frameworks","name":"LLM Frameworks","url":"https://www.graphcanon.com/categories/llm-frameworks","markdown_url":"https://www.graphcanon.com/categories/llm-frameworks.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/llm-frameworks"}],"tags":[{"slug":"academia","name":"academia"},{"slug":"anthropic","name":"anthropic"},{"slug":"arxiv","name":"arxiv"},{"slug":"encryption","name":"encryption"},{"slug":"local-llm","name":"local-llm"},{"slug":"retrieval-augmented-generation","name":"retrieval-augmented generation"}],"trust":{"provenance":{"is_fork":false,"github_id":929868765,"owner_type":"User","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-09-20T04:58:38.742Z","maintenance":{"label":"Very active","score":96,"methodology":"github_public_v1","releases_90d":14,"days_since_push":0,"last_release_at":"2026-08-28T21:43:07Z","stars_delta_30d":209,"open_issues_delta_30d":535},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-15T10:57:59.753Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"mcp":{"source":"repo_scan","observed_at":"2026-09-20T04:58:39.824Z","server_manifest":false},"scan":{"source":"repo_scan","observed_at":"2026-09-20T04:58:39.824Z"},"deploy":{"source":"dockerfile:Dockerfile","self_host":true,"observed_at":"2026-09-20T04:58:39.824Z","managed_saas":false},"has_cli":{"value":true,"source":"pyproject.toml:[project.scripts]","observed_at":"2026-09-20T04:58:39.824Z"},"languages":{"value":["python","javascript"],"source":"github.language+package.json+pyproject.toml","observed_at":"2026-09-20T04:58:39.824Z"},"has_docker":{"value":true,"source":"dockerfile:Dockerfile","observed_at":"2026-09-20T04:58:39.824Z"},"license_spdx":{"value":"MIT","source":"github.license","observed_at":"2026-09-20T04:58:39.824Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":null,"constraints":null,"when_to_use":["You need encryption for all data processing steps and want support for various sources like academic articles and personal files.","Your research environment is either solely local, possibly using powerful GPUs like the NVIDIA 3090, or fully cloud-based."],"when_not_to_use":["If you require real-time collaboration features that are not supported by this tool's framework.","In scenarios where online connectivity is unreliable and external search engine support is considered critical."],"source":"enrich:decision_facts","observed_at":"2026-07-16T23:18:41.956Z"},"constraint_facets":null,"decision_summary":[{"label":"Adopt for","value":"For deep research locally encrypted, supports retrieval-augmented generation using diverse LLM frameworks on local GPU or cloud, searches through arXiv, PubMed, personal documents."}]}}