obsidian-semantic-searchSemantic search across your Obsidian vaults using local embeddings (Ollama + pgvector). 10 MCP tools: hybrid/semantic/keyword search, file CRUD, batch reads,...
Install via ClawdBot CLI:
clawdbot install celstnblacc/obsidian-semantic-searchGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://github.com/celstnblacc/obsidian-semantic-mcpUses known external API (expected, informational)
raw.githubusercontent.comAudited Apr 18, 2026 · audit v1.0
Generated Mar 29, 2026
Researchers can use semantic search to find connections between disparate notes across their vault, enabling discovery of thematic patterns or supporting evidence for papers. The batch read and re-index tools help manage large collections of PDF annotations and draft sections efficiently.
Law firms can index case files, precedents, and client notes to perform hybrid searches for relevant legal concepts or keywords, speeding up case preparation. The monitoring dashboard ensures data integrity and coverage for critical documents.
Writers and bloggers can search their vaults by meaning to repurpose or link existing ideas into new articles, with tools like append_content to update drafts. The local setup keeps proprietary content secure without cloud dependencies.
Development teams can maintain a vault of code snippets, documentation, and meeting notes, using semantic search to quickly find solutions or related discussions. The reindex_vault tool ensures the index stays current with frequent updates.
Individuals can organize personal notes and journals, using search to reflect on past entries by emotional or thematic relevance rather than exact dates. The simple_search and list_files tools facilitate easy navigation and retrieval.
Offer the core skill for free to attract users, then charge for advanced features like custom embedding models, priority re-indexing, or multi-vault management. Revenue comes from subscription tiers or one-time setup fees for enterprises.
Sell licenses to organizations needing secure, on-premises semantic search across shared vaults, with added features like audit logs, enhanced dashboard analytics, and dedicated maintenance. Revenue is generated through annual contracts.
Provide paid services for installation, configuration, and integration with existing workflows (e.g., linking to other MCP servers or custom tools). Revenue comes from hourly rates or project-based fees for tailored solutions.
💬 Integration Tip
Ensure Docker and uv are properly installed before setup, and use the monitoring dashboard to verify indexing coverage for reliable search results.
Scored Apr 19, 2026
Notion API for creating and managing pages, databases, and blocks.
Work with Obsidian vaults (plain Markdown notes) and automate via obsidian-cli.
Create, search, and manage Bear notes via grizzly CLI.
Continuous self-improvement through structured reflection and memory
Bidirectional sync between Obsidian PKM (human-friendly notes) and structured ontology (machine-queryable graph). Automatically extracts entities and relatio...
Generate daily, weekly, and alert reports tracking leads, outreach, cost, priorities, and issues, saving structured summaries for progress monitoring.