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Use when the user need...\n\nTags: latest:1.0.0\n\nVersion history:\n\nv1.0.0 | 2026-04-17T10:50:28.257Z | auto\n\n- Version 1.2.0 adds major improvements for writing literature reviews with multi-database search support.\n- Now searches Semantic Scholar, OpenAlex, Crossref, and PubMed, with automatic DOI-based deduplication across sources.\n- Fetches full abstracts from all sources (including complete records from PubMed).\n- Polite API access supported via configurable email; optional API keys for higher rate limits.\n- Results are grouped, organized, and can be synthesized into review sections with metadata and citations.\n- Supports targeted, broad, and comparative searches, plus DOI-based detail retrieval.\n\nArchive index:\n\nArchive v1.0.0: 5 files, 8022 bytes\n\nFiles: _meta.json (139b), package.json (160b), scripts/lit_search.py (15801b), skill-card.md (2306b), SKILL.md (3854b)\n\nFile v1.0.0:SKILL.md\n\n---\nname: literature-review\nversion: 1.2.0\ndescription: Assistance with writing literature reviews by searching for academic sources via Semantic Scholar, OpenAlex, Crossref and PubMed APIs. Use when the user needs to find papers on a topic, get details for specific DOIs, or draft sections of a literature review with proper citations.\n---\n\n# Literature Review\n\nHelp write academic literature reviews using a multi-engine search integration (S2, OA, CR, PM).\n\n## Capabilities\n\n- **Multi-Source Search**: Find relevant academic papers using Semantic Scholar (S2), OpenAlex (OA), Crossref (CR), and PubMed (PM).\n- **Full Abstracts**: All sources now return complete abstracts (PubMed uses `efetch` for full XML records).\n- **DOI Extraction**: DOIs are extracted from all sources for cross-referencing and deduplication.\n- **Automatic Deduplication**: When searching multiple sources (`--source all` or `--source both`), results are automatically deduplicated by DOI.\n- **Polite Access**: Automatic email identification for OpenAlex/Crossref \"Polite Pool\" (via `USER_EMAIL` env var).\n- **Abstract Reconstruction**: Reconstructs abstracts from OpenAlex inverted index format.\n- **Synthesis**: Group papers by theme and draft review sections based on metadata.\n\n## Environment Variables\n\n| Variable | Purpose | Default |\n|----------|---------|---------|\n| `USER_EMAIL` | Email for polite API access | `anonymous@example.org` |\n| `CLAWDBOT_EMAIL` | Fallback if USER_EMAIL not set | — |\n| `SEMANTIC_SCHOLAR_API_KEY` | Optional S2 API key for higher rate limits | — |\n| `OPENALEX_API_KEY` | Optional OpenAlex API key | — |\n\n## Workflows\n\n### 1. Broad Search (All Bases)\nGet a comprehensive overview from all major academic databases. Results are automatically deduplicated by DOI.\n```bash\npython3 scripts/lit_search.py search \"impact of glycyrrhiza on bifidobacterium\" --limit 5 --source all\n```\n\n### 2. Targeted Search\n- **OpenAlex** (`oa`): Fast and comprehensive, good abstracts.\n- **Semantic Scholar** (`s2`): High-quality citation data and TL;DRs.\n- **Crossref** (`cr`): Precise DOI-based metadata (no abstracts).\n- **PubMed** (`pm`): Gold standard for biomedical research, full abstracts and PMIDs.\n\n```bash\npython3 scripts/lit_search.py search \"prebiotic effects of liquorice\" --source pm\n```\n\n### 3. Comparing Sources\nSearch both S2 and OA simultaneously to ensure nothing is missed. Deduplicated by default.\n```bash\npython3 scripts/lit_search.py search \"Bifidobacterium infantis growth\" --source both\n```\n\n### 4. Getting Full Details (S2)\nRetrieve detailed metadata including TL;DR summaries.\n```bash\npython3 scripts/lit_search.py details \"DOI:10.1016/j.foodchem.2023.136000\"\n```\n\n### 5. Writing the Review\n1.  **Extract**: Pull key findings from the abstracts found.\n2.  **Organize**: Group findings into a logical structure (e.g., chronological or thematic).\n3.  **Draft**: Use the \"Think step-by-step\" approach to synthesize multiple sources into a coherent narrative.\n\n## Output Format\n\nEach result includes:\n- `id`: Source-specific identifier (PMID for PubMed, OpenAlex ID, S2 paper ID, DOI for Crossref)\n- `doi`: DOI when available (used for deduplication)\n- `title`: Paper title\n- `year`: Publication year\n- `authors`: List of author names\n- `abstract`: Full abstract text (when available)\n- `venue`: Journal or conference name\n- `citationCount`: Citation count (S2, OA)\n- `source`: Which database the result came from\n\n## Tips for Success\n\n- **Citations**: Always cross-reference the DOI or PMID for accuracy in bibliography.\n- **Filtering**: Focus on papers with higher `citationCount` or recent years for a more modern review.\n- **PubMed for Medicine**: Use `--source pm` for the most reliable biomedical literature.\n- **Deduplication**: Multi-source searches automatically remove duplicates; use single sources if you need raw counts.\n\nFile v1.0.0:_meta.json\n\n{\n  \"ownerId\": \"kn7024ea9mpn20nvh221shx04h8434xe\",\n  \"slug\": \"literature-review-cn\",\n  \"version\": \"1.0.0\",\n  \"publishedAt\": 1776423028257\n}\n\nFile v1.0.0:skill-card.md\n\n## Description:\n\nAssistance with writing literature reviews by searching for academic sources via Semantic Scholar, OpenAlex, Crossref and PubMed APIs.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[jirboy](https://clawhub.ai/user/jirboy)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nExternal users and researchers use this skill to search academic databases, retrieve paper metadata and abstracts, compare source coverage, and draft literature review sections with citation-aware source details.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Literature search terms are sent to Semantic Scholar, OpenAlex, Crossref, and PubMed, and optional email or API-key environment variables may identify the caller to those services.\n\nMitigation: Avoid sensitive search terms and set USER_EMAIL, CLAWDBOT_EMAIL, SEMANTIC_SCHOLAR_API_KEY, or OPENALEX_API_KEY only when that disclosure is intended.\n\nRisk: Academic metadata and abstracts can vary by source, and Crossref results may lack abstracts.\n\nMitigation: Cross-check DOI or PMID records against source databases before using citations or conclusions in a final review.\n\n## Reference(s):\n\n- [ClawHub Skill Page](https://clawhub.ai/jirboy/skills/literature-review-cn)\n- [Semantic Scholar Graph API](https://api.semanticscholar.org/graph/v1)\n- [OpenAlex API](https://api.openalex.org)\n- [Crossref Works API](https://api.crossref.org/works)\n- [PubMed E-utilities API](https://eutils.ncbi.nlm.nih.gov/entrez/eutils)\n\n## Skill Output:\n\n**Output Type(s):** [text, markdown, shell commands, configuration, guidance]\n\n**Output Format:** [Markdown guidance with shell command examples and JSON search results]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Search results include paper identifiers, DOI or PMID values when available, titles, years, authors, abstracts, venues, citation counts, and source labels.]\n\n## Skill Version(s):\n\n1.0.0 (source: server release metadata; artifact frontmatter reports 1.2.0)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.\n\nFile v1.0.0:package.json\n\n{\r\n  \"license\": \"MIT\",\r\n  \"version\": \"1.0.0\",\r\n  \"description\": \"文献综述辅助技能\",\r\n  \"name\": \"literature-review\",\r\n  \"author\": \"OpenClaw Community\"\r\n}","readmeExcerpt":"Skill: Literature Review Owner: jirboy Summary: Assistance with writing literature reviews by searching for academic sources via Semantic Scholar, OpenAlex, Crossref and PubMed APIs. Use when the user need... 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Use when the user needs to find papers on a topic, get details for specific DOIs, or draft sections of a literature review with proper citations.\n---\n\n# Literature Review\n\nHelp write academic literature reviews using a multi-engine search integration (S2, OA, CR, PM).\n\n## Capabilities\n\n- **Multi-Source Search**: Find relevant academic papers using Semantic Scholar (S2), OpenAlex (OA), Crossref (CR), and PubMed (PM).\n- **Full Abstracts**: All sources now return complete abstracts (PubMed uses `efetch` for full XML records).\n- **DOI Extraction**: DOIs are extracted from all sources for cross-referencing and deduplication.\n- **Automatic Deduplication**: When searching multiple sources (`--source all` or `--source both`), results are automatically deduplicated by DOI.\n- **Polite Access**: Automatic email identification for OpenAlex/Crossref \"Polite Pool\" (via `USER_EMAIL` env var).\n- **Abstract Reconstruction**: Reconstructs abstracts from OpenAlex inverted index format.\n- **Synthesis**: Group papers by theme and draft review sections based on metadata.\n\n## Environment Variables\n\n| Variable | Purpose | Default |\n|----------|---------|---------|\n| `USER_EMAIL` | Email for polite API access | `anonymous@example.org` |\n| `CLAWDBOT_EMAIL` | Fallback if USER_EMAIL not set | — |\n| `SEMANTIC_SCHOLAR_API_KEY` | Optional S2 API key for higher rate limits | — |\n| `OPENALEX_API_KEY` | Optional OpenAlex API key | — |\n\n## Workflows\n\n### 1. Broad Search (All Bases)\nGet a comprehensive overview from all major academic databases. Results are automatically deduplicated by DOI.\n```bash\npython3 scripts/lit_search.py search \"impact of glycyrrhiza on bifidobacterium\" --limit 5 --source all\n```\n\n### 2. Targeted Search\n- **OpenAlex** (`oa`): Fast and comprehensive, good abstracts.\n- **Semantic Scholar** (`s2`): High-quality citation data and TL;DRs.\n- **Crossref** (`cr`): Precise DOI-based metadata (no abstracts).\n- **PubMed** (`pm`): Gold standard for biomedical research, full abstracts and PMIDs.\n\n```bash\npython3 scripts/lit_search.py search \"prebiotic effects of liquorice\" --source pm\n```\n\n### 3. Comparing Sources\nSearch both S2 and OA simultaneously to ensure nothing is missed. Deduplicated by default.\n```bash\npython3 scripts/lit_search.py search \"Bifidobacterium infantis growth\" --source both\n```\n\n### 4. Getting Full Details (S2)\nRetrieve detailed metadata including TL;DR summaries.\n```bash\npython3 scripts/lit_search.py details \"DOI:10.1016/j.foodchem.2023.136000\"\n```\n\n### 5. Writing the Review\n1.  **Extract**: Pull key findings from the abstracts found.\n2.  **Organize**: Group findings into a logical structure (e.g., chronological or thematic).\n3.  **Draft**: Use the \"Think step-by-step\" approach to synthesize multiple sources into a coherent narrative.\n\n## Output Format\n\nEach re"},{"path":"_meta.json","content":"{\n  \"ownerId\": \"kn7024ea9mpn20nvh221shx04h8434xe\",\n  \"slug\": \"literature-review-cn\",\n  \"version\": \"1.0.0\",\n  \"publishedAt\": 1776423028257\n}"},{"path":"skill-card.md","content":"## Description:\n\nAssistance with writing literature reviews by searching for academic sources via Semantic Scholar, OpenAlex, Crossref and PubMed APIs.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[jirboy](https://clawhub.ai/user/jirboy)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nExternal users and researchers use this skill to search academic databases, retrieve paper metadata and abstracts, compare source coverage, and draft literature review sections with citation-aware source details.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Literature search terms are sent to Semantic Scholar, OpenAlex, Crossref, and PubMed, and optional email or API-key environment variables may identify the caller to those services.\n\nMitigation: Avoid sensitive search terms and set USER_EMAIL, CLAWDBOT_EMAIL, SEMANTIC_SCHOLAR_API_KEY, or OPENALEX_API_KEY only when that disclosure is intended.\n\nRisk: Academic metadata and abstracts can vary by source, and Crossref results may lack abstracts.\n\nMitigation: Cross-check DOI or PMID records against source databases before using citations or conclusions in a final review.\n\n## Reference(s):\n\n- [ClawHub Skill Page](https://clawhub.ai/jirboy/skills/literature-review-cn)\n- [Semantic Scholar Graph API](https://api.semanticscholar.org/graph/v1)\n- [OpenAlex API](https://api.openalex.org)\n- [Crossref Works API](https://api.crossref.org/works)\n- [PubMed E-utilities API](https://eutils.ncbi.nlm.nih.gov/entrez/eutils)\n\n## Skill Output:\n\n**Output Type(s):** [text, markdown, shell commands, configuration, guidance]\n\n**Output Format:** [Markdown guidance with shell command examples and JSON search results]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Search results include paper identifiers, DOI or PMID values when available, titles, years, authors, abstracts, venues, citation counts, and source labels.]\n\n## Skill Version(s):\n\n1.0.0 (source: server release metadata; artifact frontmatter reports 1.2.0)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment."},{"path":"package.json","content":"{\r\n  \"license\": \"MIT\",\r\n  \"version\": \"1.0.0\",\r\n  \"description\": \"文献综述辅助技能\",\r\n  \"name\": \"literature-review\",\r\n  \"author\": \"OpenClaw Community\"\r\n}"}],"languages":[],"docsSourceLabel":"CLAWHUB","editorialOverview":"Assistance with writing literature reviews by searching for academic sources via Semantic Scholar, OpenAlex, Crossref and PubMed APIs. 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