{"slug":"neo4j-contrib-neo4j-document-import-skill","name":"neo4j-document-import-skill","description":"Ingests unstructured and semi-structured documents into Neo4j as a knowledge graph.","long_description":"---\nname: neo4j-document-import-skill\ndescription: Ingests unstructured and semi-structured documents into Neo4j as a knowledge graph.\n  Use when chunking PDFs, HTML, plain text, or Markdown; extracting entities and relationships\n  from text with an LLM (SimpleKGPipeline, neo4j-graphrag); loading JSON via apoc.load.json;\n  building Document→Chunk→Entity graph structures; or connecting LangChain/LlamaIndex document\n  loaders to Neo4j. Covers neo4j-graphrag SimpleKGPipeline, LLM Graph Builder web UI, entity\n  resolution, chunking strategies, and graph schema design for RAG pipelines.\n  Does NOT handle structured CSV/relational import — use neo4j-import-skill.\n  Does NOT handle GraphRAG retrieval after ingestion — use neo4j-graphrag-skill.\n  Does NOT handle vector index creation — use neo4j-vector-search-skill.\nversion: 1.0.5\nstatus: stable\nallowed-tools: Bash WebFetch\n---\n\n# Neo4j Document Import Skill\n\n## When to Use\n\n- Ingesting PDFs, HTML, plain text, Markdown into Neo4j as a knowledge graph\n- Chunking documents and storing `:Chunk` nodes with embeddings\n- Extracting entities and relationships from text with an LLM\n- Using `SimpleKGPipeline` (neo4j-graphrag) programmatically\n- Using Neo4j LLM Graph Builder (no-code web UI)\n- Loading semi-structured JSON via `apoc.load.json`\n- Connecting LangChain or LlamaIndex document loaders to Neo4j\n\n## When NOT to Use\n\n- **Structured CSV / relational data** → `neo4j-import-skill`\n- **GraphRAG retrieval after ingestion** → `neo4j-graphrag-skill`\n- **Vector index creation** → `neo4j-vector-search-skill`\n- **Cypher query writing** → `neo4j-cypher-skill`\n\n---\n\n## Approach Decision Table\n\n| Situation | Approach |\n|---|---|\n| No code; drag-and-drop UX wanted | LLM Graph Builder web UI |\n| Programmatic pipeline; PDFs/text | `SimpleKGPipeline` (neo4j-graphrag) |\n| JSON / REST API responses | `apoc.load.json` or Python + UNWIND |\n| LangChain already in stack | `Neo4jGraph` + document loader |\n| LlamaIndex already in stack | `Neo4jQueryEngine` / `Neo4jVectorStore` |\n| Chunk-only (no entity extraction) | Manual chunking + MERGE pattern |\n\n---\n\n## Install\n\n```bash\npip install neo4j-graphrag                   # includes SimpleKGPipeline\npip install neo4j-graphrag[openai]           # + OpenAI LLM/embedder\npip install neo4j-graphrag[anthropic]        # + Anthropic Claude\npip install neo4j-graphrag[google]           # + Vertex AI / Gemini\npip install neo4j-graphrag[bedrock]          # + Amazon Bedrock (boto3) — added v1.15.0\npip install neo4j-graphrag[ollama]           # + Ollama (local)\npip install neo4j-graphrag[mistralai]        # + MistralAI\npip install neo4j-graphrag[fuzzy-matching]   # + FuzzyMatchResolver (rapidfuzz)\n# spaCy entity resolver (Python <= 3.13 only — unsupported on 3.14+):\npip install neo4j-graphrag[nlp]\n```\n\nRequires: `neo4j>=5.17.0` (driver 6.x supported), Python>=3.10, Neo4j>=5.18.1 (Aura>=5.18.0).\n\n---\n\n## Step 1 — Define Graph Schema\n\nSchema controls what the LLM extracts. Define before pipeline construction.\n\n```python\n# Option A — Simple string lists (LLM infers descriptions)\nentities = [\"Person\", \"Organization\", \"Location\", \"Product\", \"Event\"]\nrelations = [\"WORKS_AT\", \"LOCATED_IN\", \"KNOWS\", \"MENTIONS\", \"PART_OF\"]\npatterns = [\n    (\"Person\", \"WORKS_AT\", \"Organization\"),\n    (\"Organization\", \"LOCATED_IN\", \"Location\"),\n    (\"Person\", \"KNOWS\", \"Person\"),\n    (\"Article\", \"MENTIONS\", \"Organization\"),\n]\n\n# Option B — Rich GraphSchema (production; best extraction quality)\nfrom neo4j_graphrag.experimental.components.schema import (\n    GraphSchema, NodeType, RelationshipType, PropertyType, ConstraintType\n)\nschema = GraphSchema(\n    node_types=[\n        NodeType(\n            label=\"Person\",\n            description=\"A human individual\",\n            properties=[\n                PropertyType(name=\"name\", type=\"STRING\"),\n                PropertyType(name=\"role\", type=\"STRING\"),\n            ],\n        ),\n        NodeType(\n            label=\"Organization\",\n            description=\"A company or institution\",\n            properties=[\n                PropertyType(name=\"name\", type=\"STRING\"),\n                PropertyType(name=\"industry\", type=\"STRING\"),\n            ],\n        ),\n    ],\n    relationship_types=[\n        RelationshipType(label=\"WORKS_AT\", description=\"Employment relationship\"),\n    ],\n    patterns=[(\"Person\", \"WORKS_AT\", \"Organization\")],\n    # Optional: constraints emitted to ParquetWriter metadata (v1.15.0+)\n    constraints=[\n        ConstraintType(label=\"Person\", property_name=\"name\", type=\"UNIQUENESS\"),\n        ConstraintType(label=\"Organization\", property_name=\"name\", type=\"KEY\"),\n    ],\n)\n\n# Option C — Auto-extract schema from text (no constraints)\nschema = \"EXTRACTED\"   # LLM infers types; noisier output\nschema = \"FREE\"        # No schema guidance; most noise\n```\n\nUse Option B for production; Option A for prototyping; `\"EXTRACTED\"` only for exploration.\n\n---\n\n## Step 2 — SimpleKGPipeline Setup\n\n```python\nimport asyncio\nfrom neo4j import GraphDatabase\nfrom neo4j_graphrag.experimental.pipeline.kg_builder import SimpleKGPipeline\nfrom neo4j_graphrag.llm import OpenAILLM\nfrom neo4j_graphrag.embeddings import OpenAIEmbeddings\n\ndriver = GraphDatabase.driver(\n    \"neo4j+s://xxxx.databases.neo4j.io\",\n    auth=(\"neo4j\", \"password\")\n)\n\nllm = OpenAILLM(\n    model_name=\"gpt-4.1\",\n    model_params={\"temperature\": 0},\n    # Note: SimpleKGPipeline auto-enables structured output for OpenAI/VertexAI LLMs (v1.14.0+)\n    # Do NOT set response_format manually — it is managed by the pipeline\n)\nembedder = OpenAIEmbeddings()   # OPENAI_API_KEY from env\n\npipeline = SimpleKGPipeline(\n    llm=llm,\n    driver=driver,\n    embedder=embedder,\n    schema=schema,              # GraphSchema, dict, \"FREE\", or \"EXTRACTED\"\n    from_file=True,             # False → pass text= instead of file_path=\n    on_error=\"IGNORE\",          # RAISE to surface extraction failures\n    perform_entity_resolution=True,\n    neo4j_database=\"neo4j\",     # omit to use default\n)\n```\n\n**LLM alternatives** (same interface):\n- `AnthropicLLM(model_name=\"claude-3-5-sonnet-20241022\")`\n- `VertexAILLM(model_name=\"gemini-2.0-flash\")`\n- `OllamaLLM(model_name=\"llama3\")` — local; no API key needed\n- `BedrockLLM(model_id=\"anthropic.claude-3-5-sonnet-20241022-v2:0\")` — Amazon Bedrock (v1.15.0+)\n\n---\n\n## Step 3 — Run the Pipeline\n\n```python\n# From PDF file:\nresult = asyncio.run(pipeline.run_async(\n    file_path=\"report.pdf\",        # auto-dispatches to PdfLoader\n    document_metadata={\"source\": \"Q4 report\", \"year\": 2025},\n))\n\n# From Markdown file (v1.15.0+):\nresult = asyncio.run(pipeline.run_async(\n    file_path=\"notes.md\",          # auto-dispatches to MarkdownLoader\n    document_metadata={\"source\": \"meeting notes\"},\n))\n\n# Note: old `from_pdf=True` parameter is DEPRECATED since v1.15.0; use `from_file=True` instead\n# pipeline = SimpleKGPipeline(..., from_file=True)   ← correct\n# pipeline = SimpleKGPipeline(..., from_pdf=True)    ← deprecated\n\n# From raw text:\nresult = asyncio.run(pipeline.run_async(\n    text=document_text,\n))\n\n# Batch — process multiple files:\nasync def ingest_all(paths):\n    for p in paths:\n        await pipeline.run_async(file_path=str(p))\n\nasyncio.run(ingest_all(list(pdf_dir.glob(\"*.pdf\"))))\n```\n\n`document_metadata` dict is stored as properties on the `:Document` node.\n\n---\n\n## Step 4 — Chunking Configuration\n\nDefault splitter: `FixedSizeSplitter(chunk_size=300, chunk_overlap=50)`.\n\n```python\nfrom neo4j_graphrag.experimental.components.text_splitters.fixed_size_splitter import FixedSizeSplitter\n\nsplitter = FixedSizeSplitter(\n    chunk_size=512,       # tokens; 300–512 typical for GPT-4o\n    chunk_overlap=50,     # ~10% of chunk_size; preserves boundary context\n    approximate=True,     # respect sentence/word boundaries when possible\n)\n\npipeline = SimpleKGPipeline(\n    ...,\n    text_splitter=splitter,\n)\n```\n\nChunking guidance:\n| Document type | chunk_size | chunk_overlap |\n|---|---|---|\n| Dense technical text | 256–512 | 50–80 |\n| Narrative / news articles | 512–1024 | 80–128 |\n| Legal / financial docs | 256–384 | 40–64 |\n\nRule: chunk must fit within LLM context for extraction + within embedding model limits. GPT-4o: 128k context; `text-embedding-3-small`: 8191 tokens. Never set chunk_size > 2048.\n\n---\n\n## Step 5 — Entity Resolution\n\nMerge duplicate extracted entities after pipeline run.\n\n```python\nfrom neo4j_graphrag.experimental.components.resolver import (\n    SinglePropertyExactMatchResolver,   # identical name → merge\n    FuzzyMatchResolver,                  # Levenshtein similarity; needs rapidfuzz\n    SpaCySemanticMatchResolver,          # cosine similarity; needs neo4j-graphrag[nlp]\n)\n\n# Exact match (fastest; good baseline)\nresolver = SinglePropertyExactMatchResolver(driver)\nasyncio.run(resolver.run())\n\n# Fuzzy match (handles typos / alternate spellings)\nfrom neo4j_graphrag.experimental.components.resolver import FuzzyMatchResolver\nresolver = FuzzyMatchResolver(driver, threshold=0.9)\nasyncio.run(resolver.run())\n\n# Scope resolution to specific labels only:\nresolver = SinglePropertyExactMatchResolver(\n    driver,\n    filter_query=\"WHERE n:Organization OR n:Person\",\n)\nasyncio.run(resolver.run())\n```\n\nRun resolvers after ingestion, not inline — bulk merges are faster.\n\n---\n\n## Resulting Graph Structure\n\nPipeline always produces this lexical graph layer:\n\n```\n(:Document {id, fileName, status, ...metadata})\n    -[:HAS_CHUNK]->\n(:Chunk {id, text, index, embedding, ...})\n    -[:NEXT_CHUNK]->          ← linked list for ordered traversal\n(:Chunk {...})\n\n(:Chunk)-[:FROM_DOCUMENT]->(:Document)   ← back-pointer\n```\n\nEntity extraction adds:\n```\n(:Chunk)-[:MENTIONS]->(:Person {name, ...})\n(:Chunk)-[:MENTIONS]->(:Organization {name, ...})\n(:Person)-[:WORKS_AT]->(:Organization)\n```\n\nVerify after ingestion:\n```cypher\nCYPHER 25\nMATCH (d:Document)-[:HAS_CHUNK]->(c:Chunk)\nRETURN d.fileName, count(c) AS chunks LIMIT 10;\n\nMATCH (c:Chunk)-[:MENTIONS]->(e)\nRETURN labels(e)[0] AS type, count(*) AS cnt ORDER BY cnt DESC LIMIT 20;\n```\n\n---\n\n## LLM Graph Builder (No-Code UI)\n\nUse when: non-developers need to ingest docs; rapid prototyping; no Python environment.\n\n**Hosted**: https://llm-graph-builder.neo4jlabs.com/\n\n**Local** (Docker):\n```bash\ngit clone https://github.com/neo4j-labs/llm-graph-builder\ncd llm-graph-builder\n# Set OPENAI_API_KEY (or other provider keys) in .env\ndocker-compose up\n# Opens at http://localhost:8080\n```\n\nSupported sources: PDF, plain text, Markdown, images, web pages, YouTube transcripts, S3/GCS bucket uploads.\n\nLLM providers: OpenAI, Gemini, Claude, Llama3, Diffbot, Qwen.\n\nLimitations: best with long-form English text; poor on tabular data (use `neo4j-import-skill` for CSV/Excel); visual diagrams not extracted.\n\n---\n\n## APOC JSON Ingestion (Semi-Structured)\n\nUse when source is JSON from REST APIs, S3, or file exports.\n\n```cypher\nCYPHER 25\nCALL apoc.load.json(\"https://example.com/articles.json\") YIELD value\nUNWIND value.articles AS article\nCALL (article) {\n  MERGE (d:Document {id: article.id})\n  SET d.title = article.title, d.url = article.url, d.publishedAt = article.publishedAt\n  FOREACH (tag IN article.tags |\n    MERGE (t:Tag {name: tag})\n    MERGE (d)-[:HAS_TAG]->(t)\n  )\n} IN TRANSACTIONS OF 1000 ROWS\n```\n\nLocal file: `apoc.load.json(\"file:///import/data.json\")`. File must be in `$NEO4J_HOME/import/` or APOC `allowlist` configured.\n\nCheck APOC available: `RETURN apoc.version()`. APOC is included on all Aura tiers.\n\n---\n\n## LangChain Integration Pattern\n\n```python\nfrom langchain_community.graphs import Neo4jGraph\nfrom langchain_community.document_loaders import PyPDFLoader\nfrom langchain.text_splitter import RecursiveCharacterTextSplitter\nfrom langchain_openai import OpenAIEmbeddings\nfrom neo4j import GraphDatabase\n\ngraph = Neo4jGraph(\n    url=\"neo4j+s://xxxx.databases.neo4j.io\",\n    username=\"neo4j\",\n    password=\"password\",\n)\n\nloader = PyPDFLoader(\"report.pdf\")\ndocs = loader.load()\nsplitter = RecursiveCharacterTextSplitter(chunk_size=512, chunk_overlap=64)\nchunks","tagline":"Ingests unstructured and semi-structured documents into Neo4j as a knowledge graph.","category":"automation","tags":["agent-skill"],"author":"neo4j-contrib","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"recursive skill source sync","sourceDetail":"neo4j-contrib/neo4j-skills","creatorName":"neo4j-contrib","creatorUrl":"https://github.com/neo4j-contrib","sourceUrl":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-document-import-skill","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/neo4j-contrib-neo4j-document-import-skill#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":101,"forks":35,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":37.31},"quality":{"score":67,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"101","tone":"neutral"},{"label":"Freshness","value":"3d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v5","score":64,"base_score":72,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["64/100 Trust Score v5","72/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"101 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"101 stars, 35 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"3d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":86,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":36,"weight":0.12,"status":"fail","detail":"command execution surface, credential or environment access"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-document-import-skill"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":18,"weight":0.07,"status":"fail","detail":"secrets or environment access, shell or command execution"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-document-import-skill"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"101 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"101 stars, 35 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"3d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"fail","label":"Dependency/runtime risk","detail":"command execution surface, credential or environment access"},{"status":"pass","label":"Install availability","detail":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-document-import-skill"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, shell or command execution"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-document-import-skill"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"pass","label":"OpenAgentSkill usage","detail":"8 views, 0 install copies"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 101 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"101 GitHub stars","repoActivity":"101 stars, 35 forks","lastPushed":"3d since push","license":"MIT","repository":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-document-import-skill","install":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-document-import-skill","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-document-import-skill","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","3d since push","Financial domain: human review is required before use in a live investment workflow.","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 101 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v3","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["automation","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-document-import-skill","trust_score":64,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["automation","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 101 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":72,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"trust_score_v5":{"version":"trust-score-v5","score":64,"base_score":72,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["64/100 Trust Score v5","72/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"101 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"101 stars, 35 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"3d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":86,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":36,"weight":0.12,"status":"fail","detail":"command execution surface, credential or environment access"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-document-import-skill"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":18,"weight":0.07,"status":"fail","detail":"secrets or environment access, shell or command execution"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-document-import-skill"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"101 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"101 stars, 35 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"3d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"pass","label":"README/SKILL.md completeness","detail":"Metadata includes enough usage and workflow context"},{"status":"fail","label":"Dependency/runtime risk","detail":"command execution surface, credential or environment access"},{"status":"pass","label":"Install availability","detail":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-document-import-skill"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, shell or command execution"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-document-import-skill"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"pass","label":"OpenAgentSkill usage","detail":"8 views, 0 install copies"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["Financial research output is not financial advice; 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require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 101 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":72,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"trust_score_v4":{"version":"trust-score-v4","score":72,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout.","recommendedAction":"Test in a sandbox workflow and compare its install path with close alternatives.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"101 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"101 stars, 35 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"3d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":86,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":36,"weight":0.12,"status":"fail","detail":"command execution surface, credential or environment access"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-document-import-skill"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":18,"weight":0.07,"status":"fail","detail":"secrets or environment access, shell or command execution"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-document-import-skill"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"101 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"101 stars, 35 forks; 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require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 101 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["automation","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace","Autonomous investment, trading, tax, or suitability decisions without a qualified human review"],"knownRisks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 101 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"outcome_stats":null,"safety":{"score":29,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","summary":"This skill should not be selected by an agent without explicit human security review.","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","auto_install_policy":"block","reasons":["Metadata combines secrets access with shell or command execution","High-risk permission hints: Shell or command execution, Secrets or environment access"]},"auto_install_allowed":false,"human_review_required":true,"blocked":true,"audit_risk":"needs_review","permission_hints":[{"id":"shell","label":"Shell or command execution","reason":"Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.","severity":"high"},{"id":"browser","label":"Browser automation","reason":"Skill may drive a browser or interact with web pages.","severity":"medium"},{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"},{"id":"secrets","label":"Secrets or environment access","reason":"Skill metadata references credentials, tokens, environment variables, or secret-bearing workflows.","severity":"high"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","auto_install_policy":"block","auto_install_allowed":false,"blocked":true,"human_review_required":true,"recommended_action":"Do not auto-install. 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Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Ingests unstructured and semi-structured documents into Neo4j as a knowledge graph. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"neo4j-contrib-neo4j-document-import-skill\",\"task\":\"Install neo4j-document-import-skill\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"neo4j-document-import-skill\" as a Claude Code skill from https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-document-import-skill. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Ingests unstructured and semi-structured documents into Neo4j as a knowledge graph. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"neo4j-contrib-neo4j-document-import-skill\",\"task\":\"Install neo4j-document-import-skill\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"neo4j-document-import-skill\" from https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-document-import-skill into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Ingests unstructured and semi-structured documents into Neo4j as a knowledge graph. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"neo4j-contrib-neo4j-document-import-skill\",\"task\":\"Install neo4j-document-import-skill\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/neo4j-contrib-neo4j-document-import-skill/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/neo4j-contrib-neo4j-document-import-skill"},"trust":{"score":72,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"101 GitHub stars","repoActivity":"101 stars, 35 forks","lastPushed":"3d since push","license":"MIT","repository":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-document-import-skill","install":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-document-import-skill","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["automation","agent-skill"],"known_risks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 101 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":77,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 101 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access"]},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","auto_install_policy":"block","auto_install_allowed":false,"human_review_required":true,"blocked":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first."},"quality":{"score":67,"label":"Promising"},"supply":{"track":"Research and knowledge work","scenario":"RAG and knowledge","maintenance":"3d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision."],"agent_contract":{"task_input":"Use neo4j-document-import-skill in an agent workflow","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","install_policy":"block","minimum_review_before_use":["Trust: 72/100 Strong shortlist","Audit: 77/100 Needs review","Safety: 29/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"neo4j-contrib-neo4j-document-import-skill (neo4j-document-import-skill)","install_command":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-document-import-skill","risk_summary":"Needs review; Blocked for auto-install; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"neo4j-contrib-neo4j-document-import-skill","task":"Use neo4j-document-import-skill in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/neo4j-contrib-neo4j-document-import-skill","api":"https://www.openagentskill.com/api/agent/skills/neo4j-contrib-neo4j-document-import-skill","audit":"https://www.openagentskill.com/skills/neo4j-contrib-neo4j-document-import-skill/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=neo4j-contrib-neo4j-document-import-skill&task=Use%20neo4j-document-import-skill%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20neo4j-document-import-skill%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20neo4j-document-import-skill%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/neo4j-contrib-neo4j-document-import-skill/install","manifest":"https://www.openagentskill.com/api/registry/manifest/neo4j-contrib-neo4j-document-import-skill"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"neo4j-contrib-neo4j-document-import-skill","name":"neo4j-document-import-skill","description":"Ingests unstructured and semi-structured documents into Neo4j as a knowledge graph.","category":"automation","url":"https://www.openagentskill.com/skills/neo4j-contrib-neo4j-document-import-skill","repository":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-document-import-skill","github_repo":"neo4j-contrib/neo4j-skills"},"suited_tasks":["RAG and knowledge workflows","Claude Code teams","builders willing to evaluate younger projects","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Read uploaded files","Extract structured fields"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","LangChain","LlamaIndex","CLI"],"install":{"command":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-document-import-skill","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install neo4j-contrib-neo4j-document-import-skill"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"neo4j-document-import-skill\" agent skill from https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-document-import-skill. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Ingests unstructured and semi-structured documents into Neo4j as a knowledge graph. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"neo4j-contrib-neo4j-document-import-skill\",\"task\":\"Install neo4j-document-import-skill\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"neo4j-document-import-skill\" as a Claude Code skill from https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-document-import-skill. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Ingests unstructured and semi-structured documents into Neo4j as a knowledge graph. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"neo4j-contrib-neo4j-document-import-skill\",\"task\":\"Install neo4j-document-import-skill\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"neo4j-document-import-skill\" from https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-document-import-skill into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Ingests unstructured and semi-structured documents into Neo4j as a knowledge graph. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"neo4j-contrib-neo4j-document-import-skill\",\"task\":\"Install neo4j-document-import-skill\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/neo4j-contrib-neo4j-document-import-skill/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/neo4j-contrib-neo4j-document-import-skill"},"trust":{"score":72,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"101 GitHub stars","repoActivity":"101 stars, 35 forks","lastPushed":"3d since push","license":"MIT","repository":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-document-import-skill","install":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-document-import-skill","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["automation","agent-skill"],"known_risks":["Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 101 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":77,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 101 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access"]},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","auto_install_policy":"block","auto_install_allowed":false,"human_review_required":true,"blocked":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first."},"quality":{"score":67,"label":"Promising"},"supply":{"track":"Research and knowledge work","scenario":"RAG and knowledge","maintenance":"3d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision."],"agent_contract":{"task_input":"Use neo4j-document-import-skill in an agent workflow","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","install_policy":"block","minimum_review_before_use":["Trust: 72/100 Strong shortlist","Audit: 77/100 Needs review","Safety: 29/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"neo4j-contrib-neo4j-document-import-skill (neo4j-document-import-skill)","install_command":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-document-import-skill","risk_summary":"Needs review; Blocked for auto-install; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"neo4j-contrib-neo4j-document-import-skill","task":"Use neo4j-document-import-skill in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/neo4j-contrib-neo4j-document-import-skill","api":"https://www.openagentskill.com/api/agent/skills/neo4j-contrib-neo4j-document-import-skill","audit":"https://www.openagentskill.com/skills/neo4j-contrib-neo4j-document-import-skill/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=neo4j-contrib-neo4j-document-import-skill&task=Use%20neo4j-document-import-skill%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20neo4j-document-import-skill%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20neo4j-document-import-skill%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/neo4j-contrib-neo4j-document-import-skill/install","manifest":"https://www.openagentskill.com/api/registry/manifest/neo4j-contrib-neo4j-document-import-skill"}},"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"RAG and knowledge","description":"I need my agent to build a RAG workflow over documents and retrieve reliable context.","useCases":[{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"document-processing","title":"Document processing"},{"slug":"local-desktop","title":"Local desktop"}]},"applicableAgents":["Claude Code","OpenAI Agents","LangChain","LlamaIndex","CLI"],"install":{"ready":true,"command":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-document-import-skill","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":101,"starsLabel":"101","forks":35,"license":"MIT","qualityScore":67,"trustScore":72,"auditScore":77},"maintenance":{"status":"fresh","label":"3d since push","daysSincePush":3,"lastPushedAt":"2026-08-19T19:45:51+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review"]},"coverageTags":["Research","RAG and knowledge","automation","agent-skill"]},"audit":{"audit_score":77,"risk_level":"needs_review","risk_label":"Needs review","quality_score":67,"trust_score":72,"maintenance_score":100,"security_score":74,"install_score":92,"warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 101 stars, 35 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"quality_signals":{"model":"v2","star_score":14.06,"usage_score":0,"review_score":5.25,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code","OpenAI Agents","LangChain","LlamaIndex"],"use_cases":[{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"document-processing","title":"Document processing","url":"https://www.openagentskill.com/use-cases/document-processing"},{"slug":"local-desktop","title":"Local desktop","url":"https://www.openagentskill.com/use-cases/local-desktop"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"}],"stacks":[{"slug":"rag-knowledge-base","title":"RAG knowledge base","url":"https://www.openagentskill.com/collections/rag-knowledge-base"},{"slug":"research-report-agent","title":"Research report agent","url":"https://www.openagentskill.com/collections/research-report-agent"},{"slug":"web-data-pipeline","title":"Web data pipeline","url":"https://www.openagentskill.com/collections/web-data-pipeline"}],"install":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-document-import-skill","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install neo4j-contrib-neo4j-document-import-skill","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"neo4j-document-import-skill\" agent skill from https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-document-import-skill. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Ingests unstructured and semi-structured documents into Neo4j as a knowledge graph. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"neo4j-contrib-neo4j-document-import-skill\",\"task\":\"Install neo4j-document-import-skill\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"neo4j-document-import-skill\" as a Claude Code skill from https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-document-import-skill. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Ingests unstructured and semi-structured documents into Neo4j as a knowledge graph. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"neo4j-contrib-neo4j-document-import-skill\",\"task\":\"Install neo4j-document-import-skill\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"neo4j-document-import-skill\" from https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-document-import-skill into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Ingests unstructured and semi-structured documents into Neo4j as a knowledge graph. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"neo4j-contrib-neo4j-document-import-skill\",\"task\":\"Install neo4j-document-import-skill\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-document-import-skill","github_repo":"neo4j-contrib/neo4j-skills","version":"1.0.5","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/neo4j-contrib-neo4j-document-import-skill","repository":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-document-import-skill","api":"/api/agent/skills/neo4j-contrib-neo4j-document-import-skill","install_api":"/api/skills/neo4j-contrib-neo4j-document-import-skill/install"},"meta":{"created_at":"2026-08-19T20:37:01.983592+00:00","updated_at":"2026-08-19T20:37:01.983592+00:00","agent_friendly":true}}