{"adoption": {"forks": 22236, "observed_at": "2026-08-28T04:12:24.174895+00:00", "stars": 125803}, "canonical_url": "https://ross.abutalabs.com/products/llamacpp", "card": {"archived": false, "artifact_type": "library", "description": "LLM inference in C/C++", "domain": ["large-language-models", "artificial-intelligence", "machine-learning", "developer-tools", "self-hosted"], "enriched": true, "function": ["llm-inference", "machine-learning", "cli", "http-server", "gpu-computing"], "health_score": 100, "homepage": "https://llama.app", "language": "C++", "license": "MIT", "license_family": "permissive", "maturity": "stable", "member_repos": ["ggml-org/llama.cpp"], "name": "ggml-org/llama.cpp", "platform": ["cross-platform", "windows", "cli", "wasm", "python", "cpp", "c"], "pushed_at": "2026-08-26T22:00:32+00:00", "repo": "ggml-org/llama.cpp", "stars": 125803, "tags": ["ggml", "local-llm", "quantization", "cpu-inference", "apple-silicon", "openai-compatible-api", "llama-server", "linux", "macos", "docker", "gpu"], "topics": ["ggml"], "urls": [], "use_cases": ["run an LLM locally on my laptop without an API key", "serve a local model with an OpenAI-compatible API", "run quantized GGUF models on CPU", "run LLM inference on Apple Silicon", "host a private chatbot on my own machine", "run a local coding agent with a local model", "run LLM inference on a Jetson or embedded GPU"], "what_it_is": "llama.cpp is a C/C++ library and toolset for running large language model inference locally on CPUs and GPUs, built on the ggml tensor library. It ships CLI tools, an OpenAI-compatible REST server (llama-server), and supports quantized GGUF models across a wide range of hardware.", "when_to_avoid": ["you need large-scale multi-node training or fine-tuning infrastructure", "you prefer managed cloud inference APIs", "you need a high-level Python training framework rather than an inference runtime"], "when_to_choose": ["you want private, fully local LLM inference with no telemetry or API keys", "you need to run models on heterogeneous hardware from laptops to clusters", "you want a lightweight C/C++ inference stack with quantization support"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/llamacpp", "repo": "ggml-org/llama.cpp", "role": "main", "score": 93}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:12:24.174895+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T16:11:31.312590+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2c343a49704643284df91309f6e4c9f89b6041eba7ecf43c350c54d8c535ebc0", "fetched_at": "2026-08-28T04:12:24.174895+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ggml-org/llama.cpp"}, {"content_hash": "003dcf48936b96835756ea5d10e40d77f808876b532b60388ee314f2a8da6dd6", "fetched_at": "2026-08-28T17:27:56.655614+00:00", "kind": "homepage", "missing": false, "url": "https://llama.app"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-28T17:27:56.664125+00:00", "kind": "site_page", "missing": false, "url": "https://llama.app/docs"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:12:24.174895+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T16:11:31.312590+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2c343a49704643284df91309f6e4c9f89b6041eba7ecf43c350c54d8c535ebc0", "fetched_at": "2026-08-28T04:12:24.174895+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ggml-org/llama.cpp"}, {"content_hash": "003dcf48936b96835756ea5d10e40d77f808876b532b60388ee314f2a8da6dd6", "fetched_at": "2026-08-28T17:27:56.655614+00:00", "kind": "homepage", "missing": false, "url": "https://llama.app"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-28T17:27:56.664125+00:00", "kind": "site_page", "missing": false, "url": "https://llama.app/docs"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T16:11:31.312590+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2c343a49704643284df91309f6e4c9f89b6041eba7ecf43c350c54d8c535ebc0", "fetched_at": "2026-08-28T04:12:24.174895+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ggml-org/llama.cpp"}, {"content_hash": "003dcf48936b96835756ea5d10e40d77f808876b532b60388ee314f2a8da6dd6", "fetched_at": "2026-08-28T17:27:56.655614+00:00", "kind": "homepage", "missing": false, "url": "https://llama.app"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-28T17:27:56.664125+00:00", "kind": "site_page", "missing": false, "url": "https://llama.app/docs"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:12:24.174895+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:12:24.174895+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:12:24.174895+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T16:11:31.312590+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2c343a49704643284df91309f6e4c9f89b6041eba7ecf43c350c54d8c535ebc0", "fetched_at": "2026-08-28T04:12:24.174895+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ggml-org/llama.cpp"}, {"content_hash": "003dcf48936b96835756ea5d10e40d77f808876b532b60388ee314f2a8da6dd6", "fetched_at": "2026-08-28T17:27:56.655614+00:00", "kind": "homepage", "missing": false, "url": "https://llama.app"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-28T17:27:56.664125+00:00", "kind": "site_page", "missing": false, "url": "https://llama.app/docs"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:12:24.174895+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:12:24.174895+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T16:11:31.312590+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2c343a49704643284df91309f6e4c9f89b6041eba7ecf43c350c54d8c535ebc0", "fetched_at": "2026-08-28T04:12:24.174895+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ggml-org/llama.cpp"}, {"content_hash": "003dcf48936b96835756ea5d10e40d77f808876b532b60388ee314f2a8da6dd6", "fetched_at": "2026-08-28T17:27:56.655614+00:00", "kind": "homepage", "missing": false, "url": "https://llama.app"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-28T17:27:56.664125+00:00", "kind": "site_page", "missing": false, "url": "https://llama.app/docs"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:12:24.174895+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:12:24.174895+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:12:24.174895+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T16:11:31.312590+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2c343a49704643284df91309f6e4c9f89b6041eba7ecf43c350c54d8c535ebc0", "fetched_at": "2026-08-28T04:12:24.174895+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ggml-org/llama.cpp"}, {"content_hash": "003dcf48936b96835756ea5d10e40d77f808876b532b60388ee314f2a8da6dd6", "fetched_at": "2026-08-28T17:27:56.655614+00:00", "kind": "homepage", "missing": false, "url": "https://llama.app"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-28T17:27:56.664125+00:00", "kind": "site_page", "missing": false, "url": "https://llama.app/docs"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:12:24.174895+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:12:24.174895+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T16:11:31.312590+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2c343a49704643284df91309f6e4c9f89b6041eba7ecf43c350c54d8c535ebc0", "fetched_at": "2026-08-28T04:12:24.174895+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ggml-org/llama.cpp"}, {"content_hash": "003dcf48936b96835756ea5d10e40d77f808876b532b60388ee314f2a8da6dd6", "fetched_at": "2026-08-28T17:27:56.655614+00:00", "kind": "homepage", "missing": false, "url": "https://llama.app"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-28T17:27:56.664125+00:00", "kind": "site_page", "missing": false, "url": "https://llama.app/docs"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T16:11:31.312590+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2c343a49704643284df91309f6e4c9f89b6041eba7ecf43c350c54d8c535ebc0", "fetched_at": "2026-08-28T04:12:24.174895+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ggml-org/llama.cpp"}, {"content_hash": "003dcf48936b96835756ea5d10e40d77f808876b532b60388ee314f2a8da6dd6", "fetched_at": "2026-08-28T17:27:56.655614+00:00", "kind": "homepage", "missing": false, "url": "https://llama.app"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-28T17:27:56.664125+00:00", "kind": "site_page", "missing": false, "url": "https://llama.app/docs"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T16:11:31.312590+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2c343a49704643284df91309f6e4c9f89b6041eba7ecf43c350c54d8c535ebc0", "fetched_at": "2026-08-28T04:12:24.174895+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ggml-org/llama.cpp"}, {"content_hash": "003dcf48936b96835756ea5d10e40d77f808876b532b60388ee314f2a8da6dd6", "fetched_at": "2026-08-28T17:27:56.655614+00:00", "kind": "homepage", "missing": false, "url": "https://llama.app"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-28T17:27:56.664125+00:00", "kind": "site_page", "missing": false, "url": "https://llama.app/docs"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T16:11:31.312590+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "2c343a49704643284df91309f6e4c9f89b6041eba7ecf43c350c54d8c535ebc0", "fetched_at": "2026-08-28T04:12:24.174895+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ggml-org/llama.cpp"}, {"content_hash": "003dcf48936b96835756ea5d10e40d77f808876b532b60388ee314f2a8da6dd6", "fetched_at": "2026-08-28T17:27:56.655614+00:00", "kind": "homepage", "missing": false, "url": "https://llama.app"}, {"content_hash": "44136fa355b3678a1146ad16f7e8649e94fb4fc21fe77e8310c060f61caaff8a", "fetched_at": "2026-08-28T17:27:56.664125+00:00", "kind": "site_page", "missing": false, "url": "https://llama.app/docs"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 90, "rhythm": 87}, "computed_at": "2026-09-03T02:39:23.370411+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1272, "days_push": 7, "days_rel": 8, "gap_med": 0.0, "n_releases_24m": 4641}, "score": 93, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}