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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Shows how to store documents and embeddings in Chroma, query them by similarity with metadata filters, and persist them to disk for RAG and semantic search projects. | Orchestra-Research/ | 13k | 7 repos | ~2.3k | Automated safety check: Pass | MIT | 3 mo ago |
| 2 | Set up, index, and manage SocratiCode codebase indexing. An agent skill from giancarloerra/SocratiCode. | giancarloerra/ | 3.3k | 1 repo | ~1.8k | Automated safety check: Pass | AGPL-3.0 | today |
| 3 | Explore and understand codebases using SocratiCode semantic search, dependency graphs, and context artifacts. | giancarloerra/ | 3.3k | 1 repo | ~1.5k | Automated safety check: Pass | AGPL-3.0 | today |
| 4 | A skill your agent uses when you need documentation for a third-party library, SDK, or API before writing code that uses it — for example, "use the OpenAI API", "call the Stripe API", "use the… | sudomakes/ | 162 | — | ~1k | Automated safety check: Pass | MIT | 3 mo ago |
| 5 | Framework for building LLM-powered applications with agents, chains, and RAG. | Orchestra-Research/ | 13k | 2 repos | ~3.2k | Automated safety check: Pass | MIT | 3 mo ago |
| 6 | Walks through turning on semantic search in Open Second Brain: embedding key, sqlite-vec extension, first reindex and an optional periodic refresh, starting from o2b search check. | itechmeat/ | 474 | — | ~2.6k | Automated safety check: Warn | MIT | today |
| 7 | Switches cognee's LLM, embedding, relational, vector and graph backends through environment variables, with the extras to install and the traps to avoid. | topoteretes/ | 32k | — | ~1k | Automated safety check: Notes | Apache-2.0 | yesterday |
| 8 | Designs retrieval-augmented generation systems: document chunking, embeddings, vector store setup, hybrid search, reranking and retrieval evaluation, with checks at each step. | Jeffallan/ | 12k | — | ~2k | Automated safety check: Pass | MIT | 7 days ago |
| 9 | A skill your agent uses when building production LLM applications — designing RAG pipelines, choosing vector databases, implementing agent orchestration, optimizing cost, or adding AI safety… | kid-sid/ | 190 | — | ~3.7k | Automated safety check: Pass | MIT | 2 mo ago |
| 10 | Organizes research with the self-hosted Open Notebook alternative to NotebookLM. | K-Dense-AI/ | 48k | 1 repo | ~2.8k | Automated safety check: Pass | MIT | 5 days ago |
| 11 | INVOKE THIS SKILL when building ANY retrieval-augmented generation (RAG) system. | langchain-ai/ | 1.3k | — | ~3.9k | Automated safety check: Pass | MIT | 2 days ago |
| 12 | Vector database implementation for AI/ML applications, semantic search, and RAG systems. | ancoleman/ | 525 | — | ~3.5k | Automated safety check: Pass | MIT | 10 mo ago |
| 13 | A skill your agent uses when integrating LLMs, chat clients, embeddings, RAG pipelines, or AI agents into Spring Boot. | rrezartprebreza/ | 301 | — | ~2.1k | Automated safety check: Pass | MIT | 19 days ago |
| 14 | A skill your agent uses when integrating LLMs, chat clients, embeddings, RAG pipelines, or AI agents into Spring Boot. | rrezartprebreza/ | 301 | — | ~2.5k | Automated safety check: Pass | MIT | 19 days ago |
| 15 | 15.Memory Setup Enable and configure Moltbot/Clawdbot memory search for persistent context. | sundial-org/ | 663 | 1 repo | ~1k | Automated safety check: Pass | No licence | 7 mo ago |
| 16 | Build and query vector stores with LangChain 1.0 without getting burned by flipped score semantics, embedding-dim mismatches, reranker quirks, and chunk-splitter bugs. | jeremylongshore/ | 2.8k | — | ~2.6k | Automated safety check: Pass | MIT | yesterday |
| 17 | A skill your agent uses when building or restructuring an LLM agent — provider adapter, tool calling, structured output, RAG, agent loop, eval gate, cost routing, tracing, MCP server —… | ericrisco/ | 180 | — | ~5k | Automated safety check: Pass | MIT | yesterday |
| 18 | Ultimate AI agent memory system for Cursor, Claude, ChatGPT & Copilot. | aAAaqwq/ | 105 | 2 repos | ~2.9k | Automated safety check: Pass | MIT | 2 days ago |