--- title: "AstrBot vs LLM4AlgorithmDesign" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/astrbotdevs-astrbot-vs-feiliu36-llm4algorithmdesign" tools: ["astrbotdevs-astrbot", "feiliu36-llm4algorithmdesign"] --- # AstrBot vs LLM4AlgorithmDesign *GraphCanon updated Jul 11, 2026* ## Verdict Pick AstrBot if astrBot is an AI agent assistant and development framework that integrates multiple instant messaging platforms with various language models and plugins under the AGPL-3.0 license; pick LLM4AlgorithmDesign if lLM4AlgorithmDesign is a valuable resource for researchers and practitioners focusing on the intersection of large language models with algorithm design and optimization. [AstrBot](https://astrbot.app) reports 36k GitHub stars, 2.5k forks, and 1.3k open issues, last pushed Jul 9, 2026. [LLM4AlgorithmDesign](https://github.com/FeiLiu36/LLM4AlgorithmDesign) has 379 stars, 40 forks, and 0 open issues, last pushed Mar 31, 2026. Figures are from public GitHub metadata via [AstrBot's repository](https://github.com/AstrBotDevs/AstrBot) and [LLM4AlgorithmDesign's repository](https://github.com/FeiLiu36/LLM4AlgorithmDesign). | | [AstrBot](/tools/astrbotdevs-astrbot.md) | [LLM4AlgorithmDesign](/tools/feiliu36-llm4algorithmdesign.md) | | --- | --- | --- | | Tagline | AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature | A Collection on Large Language Models for Optimization | | Stars | 36,186 | 379 | | Forks | 2,513 | 40 | | Open issues | 1,315 | 0 | | Language | Python | - | | Adopt for | AstrBot is an AI agent assistant and development framework that integrates multiple instant messaging platforms with various language models and plugins under the AGPL-3.0 license. | LLM4AlgorithmDesign is a valuable resource for researchers and practitioners focusing on the intersection of large language models with algorithm design and optimization. | | Persona | - | - | | Runtime | - | - | | License | AGPL-3.0 | - | | Categories | LLM Frameworks, AI Agents | LLM Frameworks, Evaluation & Observability | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [AstrBot](/tools/astrbotdevs-astrbot.md) | [LLM4AlgorithmDesign](/tools/feiliu36-llm4algorithmdesign.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Slowing (36%) | | Days since push | 2d | 101d | | Open issues (now) | 1.3k | 0 | | Owner type | Organization | User | | Security scan | No MCP manifest | No lockfile | | Full report | [trust report](/tools/astrbotdevs-astrbot/trust.md) | [trust report](/tools/feiliu36-llm4algorithmdesign/trust.md) | ## Decision facts: AstrBot - **Adopt for:** AstrBot is an AI agent assistant and development framework that integrates multiple instant messaging platforms with various language models and plugins under the AGPL-3.0 license. ## Decision facts: LLM4AlgorithmDesign - **Pricing:** freemium - As the repository's license information and language are unknown, assume it to be free but use only for research purpose - **Requirements:** - The main requirement is an interest in large Language Models (LLMs) in algorithm design and optimization.; - Familiarity with Python may be an advantage, considering the mentioned LLM4AD platform is Python-based. - **Adopt for:** LLM4AlgorithmDesign is a valuable resource for researchers and practitioners focusing on the intersection of large language models with algorithm design and optimization. ## Choose when ### Choose AstrBot if… - Tags unique to AstrBot: ai, gemini, docker, discord. - Also covers AI Agents. - AstrBot ships Docker support for self-hosted deployment. - When you require a highly integrative environment where your AI agents can communicate across different instant messaging platforms like Discord, Telegram, QQ, and others. ### Choose LLM4AlgorithmDesign if… - Pricing: As the repository's license information and language are unknown, assume it to be free but use only for research purpose. - Requirements: - The main requirement is an interest in large Language Models (LLMs) in algorithm design and optimization.; - Familiarity with Python may be an advantage, considering the mentioned LLM4AD platform is Python-based.. - Tags unique to LLM4AlgorithmDesign: optimization-algorithms, large-language-models, algorithm design. - Also covers Evaluation & Observability. - - You are a researcher who needs access to a comprehensive set of references and papers focused specifically on using large language models (LLMs) in algorithm design and optimization. ## When NOT to use AstrBot - If you are looking for proprietary solutions or do not want to comply with the AGPL-3.0 open-source license requirements, as AstrBot might not suit businesses preferring closed development. - In scenarios where a very streamlined or simple AI agent without extensive plugin and platform customizability is required due to time constraints or a specific project scope that does not need broad, - +adaptability. ## When NOT to use LLM4AlgorithmDesign - - If you require a hands-on development framework but without the specific focus on optimizing algorithms through large language models. - - You are looking for a platform with active development contributions from users. LLM4AlgorithmDesign primarily serves as a repository of references, which means its primary utility is in referencing - - This tool is not suitable for those seeking direct implementation guidance or code snippets for algorithm optimization without additional research. ## Common questions ### What is the difference between AstrBot and LLM4AlgorithmDesign? AstrBot: AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature. LLM4AlgorithmDesign: A Collection on Large Language Models for Optimization. See the comparison table for live GitHub stats and shared categories. ### When should I choose AstrBot over LLM4AlgorithmDesign? Choose AstrBot over LLM4AlgorithmDesign when Tags unique to AstrBot: ai, gemini, docker, discord; Also covers AI Agents; AstrBot ships Docker support for self-hosted deployment; When you require a highly integrative environment where your AI agents can communicate across different instant messaging platforms like Discord, Telegram, QQ, and others. ### When should I choose LLM4AlgorithmDesign over AstrBot? Choose LLM4AlgorithmDesign over AstrBot when Pricing: As the repository's license information and language are unknown, assume it to be free but use only for research purpose; Requirements: - The main requirement is an interest in large Language Models (LLMs) in algorithm design and optimization.; - Familiarity with Python may be an advantage, considering the mentioned LLM4AD platform is Python-based.; Tags unique to LLM4AlgorithmDesign: optimization-algorithms, large-language-models, algorithm design; Also covers Evaluation & Observability; - You are a researcher who needs access to a comprehensive set of references and papers focused specifically on using large language models (LLMs) in algorithm design and optimization. ### When should I avoid AstrBot? If you are looking for proprietary solutions or do not want to comply with the AGPL-3.0 open-source license requirements, as AstrBot might not suit businesses preferring closed development. In scenarios where a very streamlined or simple AI agent without extensive plugin and platform customizability is required due to time constraints or a specific project scope that does not need broad, +adaptability. ### When should I avoid LLM4AlgorithmDesign? - If you require a hands-on development framework but without the specific focus on optimizing algorithms through large language models. - You are looking for a platform with active development contributions from users. LLM4AlgorithmDesign primarily serves as a repository of references, which means its primary utility is in referencing - This tool is not suitable for those seeking direct implementation guidance or code snippets for algorithm optimization without additional research. ### Is AstrBot or LLM4AlgorithmDesign more popular on GitHub? AstrBot has more GitHub stars (36,186 vs 379). Stars measure visibility, not whether either tool fits your constraints. ### Are AstrBot and LLM4AlgorithmDesign open source? Yes - both are open-source projects on GitHub. ### Where can I find alternatives to AstrBot or LLM4AlgorithmDesign? GraphCanon lists graph-backed alternatives at [AstrBot alternatives](/tools/astrbotdevs-astrbot/alternatives) and [LLM4AlgorithmDesign alternatives](/tools/feiliu36-llm4algorithmdesign/alternatives) ([AstrBot markdown twin](/tools/astrbotdevs-astrbot/alternatives.md), [LLM4AlgorithmDesign markdown twin](/tools/feiliu36-llm4algorithmdesign/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/astrbotdevs-astrbot-vs-feiliu36-llm4algorithmdesign.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, AstrBot or LLM4AlgorithmDesign? AstrBot: Very active. LLM4AlgorithmDesign: 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 AstrBot and LLM4AlgorithmDesign? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [AstrBot trust report](/tools/astrbotdevs-astrbot/trust); [LLM4AlgorithmDesign trust report](/tools/feiliu36-llm4algorithmdesign/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=astrbotdevs-astrbot`](/api/graphcanon/graph?tool=astrbotdevs-astrbot) - 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/_