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 Jun 27, 2026
Manage a personal knowledge base by adding, searching, organizing, and reviewing articles, links, and notes with tags and natural language queries.
Generate a daily work report by automatically discovering all git repositories the user worked on, collecting commit logs across all branches, and summarizin...
日记引导助手。每日写作引导、感恩日记、反思日记、晨间日记、晚间总结、周总结模板。Journal prompts for daily writing, gratitude, reflection, morning pages, evening review, weekly summary. 日记、写作、反思、感恩。
Use when maintaining RDR2 (Red Dead Redemption 2) playthrough notes — logging an acquisition ("acquired X", "got N gold bars", "finished X"), answering in-game location/crafting questions, or reviewing the notes for duplicate or stale info. Triggers on RDR2, Red Dead Redemption, playthrough, legendary animal, talisman, trinket, valerian root, gold bar, horse, weapon, berry.
Use when a sales rep already has a customer who has expressed some need (from outreach follow-up, account-landing research, customer-initiated contact, or meeting notes) and needs to structurally validate whether that need is real, urgent, whose pain it actually is, and whether it matches the team's capability — before pushing to ROI proofing or buying-intent assessment. Triggers: '验证一下这个需求是不是真的', '需求真不真', '客户说痛但我不确定', '这个客户值不值得跟', '客户说会考虑但是真的吗', '谁拍板', '现有方案是什么', '切换成本', 'need validation', 'pain point validation', 'is this a real need', 'verify customer need'. Do NOT use for: scoring leads at line-item level, building target-customer profiles, calculating ROI, overall buying-intent scoring, opportunity-stage assessment, or writing outreach/cold messages.
Microsoft OneNote integration. Manage Notebooks. Use when the user wants to interact with Microsoft OneNote data.