{"adoption": {"forks": 213, "observed_at": "2026-08-28T04:04:47.012941+00:00", "stars": 1457}, "canonical_url": "https://ross.abutalabs.com/products/hermes-function-calling", "card": {"archived": false, "artifact_type": "library", "description": null, "domain": ["large-language-models", "fintech"], "enriched": true, "function": ["llm-inference", "agent-framework", "sdk", "developer-tools"], "health_score": 55, "homepage": null, "language": "Jupyter Notebook", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["NousResearch/Hermes-Function-Calling"], "name": "NousResearch/Hermes-Function-Calling", "platform": ["python", "cli", "cross-platform"], "pushed_at": "2025-12-22T14:09:27+00:00", "repo": "NousResearch/Hermes-Function-Calling", "stars": 1457, "tags": ["function-calling", "hermes", "tool-use", "-mode", "chatml", "openai-tools", "ai-agents", "natural-language-processing"], "topics": [], "urls": [], "use_cases": ["make an LLM call functions like fetching stock prices", "add custom tools for Hermes model function calling", "get structured JSON output from a language model", "run function-calling inference from the command line", "build an agent that queries financial data", "convert python functions to OpenAI tool schemas"], "what_it_is": "A repository providing function-calling capabilities for the Hermes Pro large language models, including stock price and financial data tools built on yfinance. It supports schema-based tool use, JSON mode via Pydantic models, and easy addition of custom functions.", "when_to_avoid": ["you need a production agent framework with orchestration and memory", "you use models without Hermes function-calling support", "you want a hosted API rather than local inference"], "when_to_choose": ["you use Hermes Pro models and want native function calling", "you need a lightweight reference implementation of LLM tool use", "you want JSON-structured model output via Pydantic schemas"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/hermes-function-calling", "repo": "NousResearch/Hermes-Function-Calling", "role": "main", "score": 51}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:47.012941+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:35:32.067465+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a76b3c3745271feb35a78d184c1bfce2e3e0c580d34f3ad5b3b8c98a0fd99fd8", "fetched_at": "2026-08-28T04:04:47.012941+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NousResearch/Hermes-Function-Calling"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:47.012941+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:35:32.067465+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a76b3c3745271feb35a78d184c1bfce2e3e0c580d34f3ad5b3b8c98a0fd99fd8", "fetched_at": "2026-08-28T04:04:47.012941+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NousResearch/Hermes-Function-Calling"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:35:32.067465+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a76b3c3745271feb35a78d184c1bfce2e3e0c580d34f3ad5b3b8c98a0fd99fd8", "fetched_at": "2026-08-28T04:04:47.012941+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NousResearch/Hermes-Function-Calling"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:47.012941+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:47.012941+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:47.012941+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:35:32.067465+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a76b3c3745271feb35a78d184c1bfce2e3e0c580d34f3ad5b3b8c98a0fd99fd8", "fetched_at": "2026-08-28T04:04:47.012941+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NousResearch/Hermes-Function-Calling"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:47.012941+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:47.012941+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:35:32.067465+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a76b3c3745271feb35a78d184c1bfce2e3e0c580d34f3ad5b3b8c98a0fd99fd8", "fetched_at": "2026-08-28T04:04:47.012941+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NousResearch/Hermes-Function-Calling"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:47.012941+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:47.012941+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:47.012941+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:35:32.067465+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a76b3c3745271feb35a78d184c1bfce2e3e0c580d34f3ad5b3b8c98a0fd99fd8", "fetched_at": "2026-08-28T04:04:47.012941+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NousResearch/Hermes-Function-Calling"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:47.012941+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:47.012941+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:35:32.067465+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a76b3c3745271feb35a78d184c1bfce2e3e0c580d34f3ad5b3b8c98a0fd99fd8", "fetched_at": "2026-08-28T04:04:47.012941+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NousResearch/Hermes-Function-Calling"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:35:32.067465+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a76b3c3745271feb35a78d184c1bfce2e3e0c580d34f3ad5b3b8c98a0fd99fd8", "fetched_at": "2026-08-28T04:04:47.012941+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NousResearch/Hermes-Function-Calling"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:35:32.067465+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a76b3c3745271feb35a78d184c1bfce2e3e0c580d34f3ad5b3b8c98a0fd99fd8", "fetched_at": "2026-08-28T04:04:47.012941+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NousResearch/Hermes-Function-Calling"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:35:32.067465+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a76b3c3745271feb35a78d184c1bfce2e3e0c580d34f3ad5b3b8c98a0fd99fd8", "fetched_at": "2026-08-28T04:04:47.012941+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NousResearch/Hermes-Function-Calling"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 58, "longevity": 65, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 921, "days_push": 254, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 51, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}