--- title: "meilisearch vs semtools" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/meilisearch-meilisearch-vs-run-llama-semtools" tools: ["meilisearch-meilisearch", "run-llama-semtools"] --- # meilisearch vs semtools *GraphCanon updated Aug 22, 2026* ## Verdict Pick meilisearch if meilisearch is a Rust-based, lightning-fast hybrid search engine that integrates easily into web and mobile applications. It supports both full-text and vector searches; pick semtools if semtools is a Rust-based tool that provides command-line capabilities for semantic searching and parsing documents. It leverages embeddings and static embedding techniques to offer robust data retrieval functionalities. [meilisearch](https://www.meilisearch.com) reports 59k GitHub stars, 2.7k forks, and 311 open issues, last pushed Aug 14, 2026. [semtools](https://github.com/run-llama/semtools) has 1.9k stars, 142 forks, and 6 open issues, last pushed Mar 11, 2026. Figures are from public GitHub metadata via [meilisearch's repository](https://github.com/meilisearch/meilisearch) and [semtools's repository](https://github.com/run-llama/semtools). | | [meilisearch](/tools/meilisearch-meilisearch.md) | [semtools](/tools/run-llama-semtools.md) | | --- | --- | --- | | Tagline | A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications. | Semantic search and document parsing tools for the command line | | Stars | 59,034 | 1,855 | | Forks | 2,672 | 142 | | Open issues | 311 | 6 | | Language | Rust | Rust | | Adopt for | Meilisearch is a Rust-based, lightning-fast hybrid search engine that integrates easily into web and mobile applications. It supports both full-text and vector searches. | semtools is a Rust-based tool that provides command-line capabilities for semantic searching and parsing documents. It leverages embeddings and static embedding techniques to offer robust data retrieval functionalities. | | Persona | - | - | | Runtime | - | - | | License | Other | MIT | | Categories | Data & Retrieval, Vector Databases | Data & Retrieval, Vector Databases | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [meilisearch](/tools/meilisearch-meilisearch.md) | [semtools](/tools/run-llama-semtools.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Slowing (36%) | | Days since push | 6d | 163d | | Open issues (now) | 311 | 6 | | Stars delta | +352 (30d) | +17 (30d) | | Open issues delta | -8 (30d) | 0 (30d) | | Full report | [trust report](/tools/meilisearch-meilisearch/trust.md) | [trust report](/tools/run-llama-semtools/trust.md) | ## Decision facts: meilisearch - **Adopt for:** Meilisearch is a Rust-based, lightning-fast hybrid search engine that integrates easily into web and mobile applications. It supports both full-text and vector searches. ## Decision facts: semtools - **Pricing:** freemium - Freely available under the MIT license, with possible premium features not covered by open-source. - **Adopt for:** semtools is a Rust-based tool that provides command-line capabilities for semantic searching and parsing documents. It leverages embeddings and static embedding techniques to offer robust data retrieval functionalities. ## Choose when ### Choose meilisearch if… - License: meilisearch is Other, semtools is MIT. - Tags unique to meilisearch: ai, api, app-search, database. - meilisearch ships Docker support for self-hosted deployment. - - You require fast integration capabilities for your web or mobile application, as Meilisearch offers flexible deployment options. ### Choose semtools if… - License: semtools is MIT, meilisearch is Other. - Pricing: Freely available under the MIT license, with possible premium features not covered by open-source.. - Tags unique to semtools: cli, embeddings, parser, rust. - - When you require fast, statically typed document and search functionality via the command line built in Rust. ## When NOT to use meilisearch - - When you specifically need language support for a large number of languages beyond what Meilisearch currently offers, as some specialized multilingual search engines might handle more languages nimb - - If your application does not require real-time search-as-you-type or typo tolerance features which can add overhead and may slow down performance in less demanding scenarios. ## When NOT to use semtools - - If your workflow does not frequently involve command-line operations for managing search capabilities on documents, as semtools is explicitly designed for such usage. - - When there's no plan or necessity to integrate with Rust-based ecosystems, since semtools might require additional effort in setting up a compatible environment. ## Common questions ### What is the difference between meilisearch and semtools? meilisearch: A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications.. semtools: Semantic search and document parsing tools for the command line. See the comparison table for live GitHub stats and shared categories. ### When should I choose meilisearch over semtools? Choose meilisearch over semtools when License: meilisearch is Other, semtools is MIT; Tags unique to meilisearch: ai, api, app-search, database; meilisearch ships Docker support for self-hosted deployment; - You require fast integration capabilities for your web or mobile application, as Meilisearch offers flexible deployment options. ### When should I choose semtools over meilisearch? Choose semtools over meilisearch when License: semtools is MIT, meilisearch is Other; Pricing: Freely available under the MIT license, with possible premium features not covered by open-source.; Tags unique to semtools: cli, embeddings, parser, rust; - When you require fast, statically typed document and search functionality via the command line built in Rust. ### When should I avoid meilisearch? - When you specifically need language support for a large number of languages beyond what Meilisearch currently offers, as some specialized multilingual search engines might handle more languages nimb - If your application does not require real-time search-as-you-type or typo tolerance features which can add overhead and may slow down performance in less demanding scenarios. ### When should I avoid semtools? - If your workflow does not frequently involve command-line operations for managing search capabilities on documents, as semtools is explicitly designed for such usage. - When there's no plan or necessity to integrate with Rust-based ecosystems, since semtools might require additional effort in setting up a compatible environment. ### Is meilisearch or semtools more popular on GitHub? meilisearch has more GitHub stars (59,034 vs 1,855). Stars measure visibility, not whether either tool fits your constraints. ### Are meilisearch and semtools open source? Yes - both are open-source projects on GitHub (meilisearch: Other, semtools: MIT). ### Where can I find alternatives to meilisearch or semtools? GraphCanon lists graph-backed alternatives at [meilisearch alternatives](/tools/meilisearch-meilisearch/alternatives) and [semtools alternatives](/tools/run-llama-semtools/alternatives) ([meilisearch markdown twin](/tools/meilisearch-meilisearch/alternatives.md), [semtools markdown twin](/tools/run-llama-semtools/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/meilisearch-meilisearch-vs-run-llama-semtools.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, meilisearch or semtools? meilisearch: Very active. semtools: Slowing. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for meilisearch and semtools? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [meilisearch trust report](/tools/meilisearch-meilisearch/trust); [semtools trust report](/tools/run-llama-semtools/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=meilisearch-meilisearch`](/api/graphcanon/graph?tool=meilisearch-meilisearch) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_