{"adoption": {"forks": 231, "observed_at": "2026-08-28T04:06:03.749136+00:00", "stars": 1999}, "canonical_url": "https://ross.abutalabs.com/products/shotgun_code", "card": {"archived": false, "artifact_type": "application", "description": "One‑click codebase “blast” for Large‑Language‑Model workflows.", "domain": ["developer-tools", "large-language-models"], "enriched": true, "function": ["llm-inference", "prompt-engineering", "developer-tools", "file-system"], "health_score": 69, "homepage": null, "language": "Go", "license": "NOASSERTION", "license_family": "other", "maturity": "active", "member_repos": ["glebkudr/shotgun_code"], "name": "glebkudr/shotgun_code", "platform": ["cross-platform", "go"], "pushed_at": "2025-12-04T15:11:51+00:00", "repo": "glebkudr/shotgun_code", "stars": 1999, "tags": ["llm-client", "codebase-context", "context-payload", "wails", "ai-coding-assistant", "openai", "gemini", "openrouter", "command-line", "desktop"], "topics": [], "urls": [], "use_cases": ["package my codebase as context for an LLM", "stop copy-pasting files into Cursor manually", "let AI pick which files are relevant for a bug fix", "send a prompt directly to GPT-4o or Gemini with my repo context", "generate a full project context dump for AI reasoning", "keep a history of prompts and responses sent to LLMs", "create architecture summaries to ground LLM answers"], "what_it_is": "Shotgun is a desktop application that packages a local codebase into a structured context payload for LLMs, with AI-powered file selection and direct API execution against OpenAI, Gemini, and OpenRouter. It is built with a Go backend using the Wails framework and includes prompt templates, history tracking, and repo summaries.", "when_to_avoid": ["you need a headless CLI or CI-integrated context generator", "your code cannot be sent to third-party LLM APIs", "you want an IDE plugin rather than a separate desktop application", "you need fine-grained code indexing or semantic search over the codebase"], "when_to_choose": ["you need to give an LLM large, structured context from a local repository", "you want AI-assisted selection of relevant files instead of manual picking", "you want to send prompts directly to OpenAI, Gemini, or OpenRouter from a desktop app", "you use tools like Cursor or Windsurf and need better context payloads"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/shotgun_code", "repo": "glebkudr/shotgun_code", "role": "main", "score": 52}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:03.749136+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:02:10.472577+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dde21e4b0d76e293788444573fb8addc6d62498349172be2f6ac7249d1cf760a", "fetched_at": "2026-08-28T04:06:03.749136+00:00", "kind": "readme", "missing": false, "url": "https://github.com/glebkudr/shotgun_code"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:03.749136+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:02:10.472577+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dde21e4b0d76e293788444573fb8addc6d62498349172be2f6ac7249d1cf760a", "fetched_at": "2026-08-28T04:06:03.749136+00:00", "kind": "readme", "missing": false, "url": "https://github.com/glebkudr/shotgun_code"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:02:10.472577+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dde21e4b0d76e293788444573fb8addc6d62498349172be2f6ac7249d1cf760a", "fetched_at": "2026-08-28T04:06:03.749136+00:00", "kind": "readme", "missing": false, "url": "https://github.com/glebkudr/shotgun_code"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:03.749136+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:03.749136+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:03.749136+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:02:10.472577+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dde21e4b0d76e293788444573fb8addc6d62498349172be2f6ac7249d1cf760a", "fetched_at": "2026-08-28T04:06:03.749136+00:00", "kind": "readme", "missing": false, "url": "https://github.com/glebkudr/shotgun_code"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:03.749136+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:03.749136+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:02:10.472577+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dde21e4b0d76e293788444573fb8addc6d62498349172be2f6ac7249d1cf760a", "fetched_at": "2026-08-28T04:06:03.749136+00:00", "kind": "readme", "missing": false, "url": "https://github.com/glebkudr/shotgun_code"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:03.749136+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:03.749136+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:03.749136+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:02:10.472577+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dde21e4b0d76e293788444573fb8addc6d62498349172be2f6ac7249d1cf760a", "fetched_at": "2026-08-28T04:06:03.749136+00:00", "kind": "readme", "missing": false, "url": "https://github.com/glebkudr/shotgun_code"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:03.749136+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:03.749136+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:02:10.472577+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dde21e4b0d76e293788444573fb8addc6d62498349172be2f6ac7249d1cf760a", "fetched_at": "2026-08-28T04:06:03.749136+00:00", "kind": "readme", "missing": false, "url": "https://github.com/glebkudr/shotgun_code"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:02:10.472577+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dde21e4b0d76e293788444573fb8addc6d62498349172be2f6ac7249d1cf760a", "fetched_at": "2026-08-28T04:06:03.749136+00:00", "kind": "readme", "missing": false, "url": "https://github.com/glebkudr/shotgun_code"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:02:10.472577+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dde21e4b0d76e293788444573fb8addc6d62498349172be2f6ac7249d1cf760a", "fetched_at": "2026-08-28T04:06:03.749136+00:00", "kind": "readme", "missing": false, "url": "https://github.com/glebkudr/shotgun_code"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:02:10.472577+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dde21e4b0d76e293788444573fb8addc6d62498349172be2f6ac7249d1cf760a", "fetched_at": "2026-08-28T04:06:03.749136+00:00", "kind": "readme", "missing": false, "url": "https://github.com/glebkudr/shotgun_code"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 55, "longevity": 34, "rhythm": 57}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 482, "days_push": 272, "days_rel": 288, "gap_med": 4, "n_releases_24m": 4}, "score": 52, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}