--- title: "openmed vs local-llm-function-calling" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/maziyarpanahi-openmed-vs-rizerphe-local-llm-function-calling" tools: ["maziyarpanahi-openmed", "rizerphe-local-llm-function-calling"] --- # openmed vs local-llm-function-calling *GraphCanon updated Sep 20, 2026* ## Verdict Pick openmed if openmed supplies localized AI for clinical NER tasks and HIPAA-compliant PII de-identification across 12 languages with over 1000 models, operable on-device in Python or Apple MLX; pick local-llm-function-calling if local-llm-function-calling is designed for generating appropriate arguments and selecting functions to call within the context of local language model deployments. [openmed](https://openmed.life/) reports 5.3k GitHub stars, 680 forks, and 517 open issues, last pushed Sep 19, 2026. [local-llm-function-calling](https://local-llm-function-calling.readthedocs.io/) has 435 stars, 41 forks, and 6 open issues, last pushed Mar 12, 2024. Figures are from public GitHub metadata via [openmed's repository](https://github.com/maziyarpanahi/openmed) and [local-llm-function-calling's repository](https://github.com/rizerphe/local-llm-function-calling). | | [openmed](/tools/maziyarpanahi-openmed.md) | [local-llm-function-calling](/tools/rizerphe-local-llm-function-calling.md) | | --- | --- | --- | | Tagline | Local-first healthcare AI for clinical NER and HIPAA PII de-identification. | Generates function arguments and selects functions to call with local LLMs | | Stars | 5,346 | 435 | | Forks | 680 | 41 | | Open issues | 517 | 6 | | Language | Python | Python | | Adopt for | openmed supplies localized AI for clinical NER tasks and HIPAA-compliant PII de-identification across 12 languages with over 1000 models, operable on-device in Python or Apple MLX. | local-llm-function-calling is designed for generating appropriate arguments and selecting functions to call within the context of local language model deployments. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | MIT | | Categories | Inference & Serving, LLM Frameworks | Inference & Serving, LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [openmed](/tools/maziyarpanahi-openmed.md) | [local-llm-function-calling](/tools/rizerphe-local-llm-function-calling.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Dormant (18%) | | Days since push | 0d | 921d | | Open issues (now) | 517 | 6 | | Stars delta | +372 (30d) | 0 (30d) | | Open issues delta | -160 (30d) | 0 (30d) | | Full report | [trust report](/tools/maziyarpanahi-openmed/trust.md) | [trust report](/tools/rizerphe-local-llm-function-calling/trust.md) | ## Decision facts: openmed - **Adopt for:** openmed supplies localized AI for clinical NER tasks and HIPAA-compliant PII de-identification across 12 languages with over 1000 models, operable on-device in Python or Apple MLX. ## Decision facts: local-llm-function-calling - **Adopt for:** local-llm-function-calling is designed for generating appropriate arguments and selecting functions to call within the context of local language model deployments. ## Choose when ### Choose openmed if… - License: openmed is Apache-2.0, local-llm-function-calling is MIT. - Tags unique to openmed: clinical-nlp, healthcare, hipaa, ios. - openmed ships Docker support for self-hosted deployment. - When you need full data sovereignty with no cloud dependency ### Choose local-llm-function-calling if… - License: local-llm-function-calling is MIT, openmed is Apache-2.0. - Tags unique to local-llm-function-calling: chatgpt-functions, huggingface-transformers, json-schema, llm-inference. - When your project requires local handling of function calls with detailed argument generation from LLMs ## When NOT to use openmed - Avoid if flexible model training and updates from the cloud are preferred - Not suitable for environments without powerful edge devices - If a broad ecosystem of AI tools beyond clinical NER is needed ## When NOT to use local-llm-function-calling - Avoid if you need cloud-based services exclusively, as this tool focuses on local deployments - Do not use when your application specifically requires real-time integration with external web APIs that are not locally hosted ## Common questions ### What is the difference between openmed and local-llm-function-calling? openmed: Local-first healthcare AI for clinical NER and HIPAA PII de-identification.. local-llm-function-calling: Generates function arguments and selects functions to call with local LLMs. See the comparison table for live GitHub stats and shared categories. ### When should I choose openmed over local-llm-function-calling? Choose openmed over local-llm-function-calling when License: openmed is Apache-2.0, local-llm-function-calling is MIT; Tags unique to openmed: clinical-nlp, healthcare, hipaa, ios; openmed ships Docker support for self-hosted deployment; When you need full data sovereignty with no cloud dependency. ### When should I choose local-llm-function-calling over openmed? Choose local-llm-function-calling over openmed when License: local-llm-function-calling is MIT, openmed is Apache-2.0; Tags unique to local-llm-function-calling: chatgpt-functions, huggingface-transformers, json-schema, llm-inference; When your project requires local handling of function calls with detailed argument generation from LLMs. ### When should I avoid openmed? Avoid if flexible model training and updates from the cloud are preferred Not suitable for environments without powerful edge devices If a broad ecosystem of AI tools beyond clinical NER is needed ### When should I avoid local-llm-function-calling? Avoid if you need cloud-based services exclusively, as this tool focuses on local deployments Do not use when your application specifically requires real-time integration with external web APIs that are not locally hosted ### Is openmed or local-llm-function-calling more popular on GitHub? openmed has more GitHub stars (5,346 vs 435). Stars measure visibility, not whether either tool fits your constraints. ### Are openmed and local-llm-function-calling open source? Yes - both are open-source projects on GitHub (openmed: Apache-2.0, local-llm-function-calling: MIT). ### Where can I find alternatives to openmed or local-llm-function-calling? GraphCanon lists graph-backed alternatives at [openmed alternatives](/tools/maziyarpanahi-openmed/alternatives) and [local-llm-function-calling alternatives](/tools/rizerphe-local-llm-function-calling/alternatives) ([openmed markdown twin](/tools/maziyarpanahi-openmed/alternatives.md), [local-llm-function-calling markdown twin](/tools/rizerphe-local-llm-function-calling/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/maziyarpanahi-openmed-vs-rizerphe-local-llm-function-calling.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, openmed or local-llm-function-calling? openmed: Very active. local-llm-function-calling: Dormant. 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 openmed and local-llm-function-calling? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [openmed trust report](/tools/maziyarpanahi-openmed/trust); [local-llm-function-calling trust report](/tools/rizerphe-local-llm-function-calling/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=maziyarpanahi-openmed`](/api/graphcanon/graph?tool=maziyarpanahi-openmed) - 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/_