{"adoption": {"forks": 466, "observed_at": "2026-08-28T04:08:05.120702+00:00", "stars": 3441}, "canonical_url": "https://ross.abutalabs.com/products/professor-synapse", "card": {"archived": false, "artifact_type": "learning-resource", "description": null, "domain": ["artificial-intelligence", "large-language-models", "chatbots", "developer-tools"], "enriched": true, "function": ["agent-framework", "prompt-engineering", "chatbot"], "health_score": 100, "homepage": null, "language": "Python", "license": null, "license_family": "other", "maturity": "active", "member_repos": ["ProfSynapse/Professor-Synapse"], "name": "ProfSynapse/Professor-Synapse", "platform": ["cross-platform"], "pushed_at": "2026-08-25T15:28:04+00:00", "repo": "ProfSynapse/Professor-Synapse", "stars": 3441, "tags": ["system-prompt", "multi-agent", "claude-skill", "ai-guide", "persona", "ai-agents", "web-server"], "topics": [], "urls": [], "use_cases": ["get step-by-step expert guidance from an AI tutor", "summon specialized AI agents for different tasks", "set up a persistent multi-agent assistant in Claude Desktop", "use a reusable system prompt across ChatGPT, Claude, and Gemini", "build a self-growing library of expert agents with memory"], "what_it_is": "Professor Synapse is a structured system prompt and self-building skill that turns any LLM chat assistant into a wise guide which summons specialized expert agents for user tasks. It ships as a universal prompt plus Claude Desktop and portable skill versions with persistent memory and an agent library.", "when_to_avoid": ["you need a programmable agent framework with real tool APIs and code execution", "you want a production multi-agent backend service rather than a prompt/skill", "you require guaranteed licensing terms, since the repo has no license"], "when_to_choose": ["you want a ready-made agent orchestration prompt without writing code", "you use Claude Desktop or a skills-aware assistant and want persistent memory and reusable experts", "you need guided, task-focused conversations across any LLM"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/professor-synapse", "repo": "ProfSynapse/Professor-Synapse", "role": "main", "score": 95}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:05.120702+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:37:38.555792+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "36ee7cf25ea41e84c2606b7d9da812fea205ce366078823fe423a2798062d94d", "fetched_at": "2026-08-28T04:08:05.120702+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ProfSynapse/Professor-Synapse"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:05.120702+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:37:38.555792+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "36ee7cf25ea41e84c2606b7d9da812fea205ce366078823fe423a2798062d94d", "fetched_at": "2026-08-28T04:08:05.120702+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ProfSynapse/Professor-Synapse"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:37:38.555792+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "36ee7cf25ea41e84c2606b7d9da812fea205ce366078823fe423a2798062d94d", "fetched_at": "2026-08-28T04:08:05.120702+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ProfSynapse/Professor-Synapse"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:05.120702+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:05.120702+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:05.120702+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:37:38.555792+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "36ee7cf25ea41e84c2606b7d9da812fea205ce366078823fe423a2798062d94d", "fetched_at": "2026-08-28T04:08:05.120702+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ProfSynapse/Professor-Synapse"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:05.120702+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:05.120702+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:37:38.555792+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "36ee7cf25ea41e84c2606b7d9da812fea205ce366078823fe423a2798062d94d", "fetched_at": "2026-08-28T04:08:05.120702+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ProfSynapse/Professor-Synapse"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:05.120702+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:05.120702+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:05.120702+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:37:38.555792+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "36ee7cf25ea41e84c2606b7d9da812fea205ce366078823fe423a2798062d94d", "fetched_at": "2026-08-28T04:08:05.120702+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ProfSynapse/Professor-Synapse"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:05.120702+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:05.120702+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:37:38.555792+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "36ee7cf25ea41e84c2606b7d9da812fea205ce366078823fe423a2798062d94d", "fetched_at": "2026-08-28T04:08:05.120702+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ProfSynapse/Professor-Synapse"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:37:38.555792+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "36ee7cf25ea41e84c2606b7d9da812fea205ce366078823fe423a2798062d94d", "fetched_at": "2026-08-28T04:08:05.120702+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ProfSynapse/Professor-Synapse"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:37:38.555792+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "36ee7cf25ea41e84c2606b7d9da812fea205ce366078823fe423a2798062d94d", "fetched_at": "2026-08-28T04:08:05.120702+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ProfSynapse/Professor-Synapse"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:37:38.555792+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "36ee7cf25ea41e84c2606b7d9da812fea205ce366078823fe423a2798062d94d", "fetched_at": "2026-08-28T04:08:05.120702+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ProfSynapse/Professor-Synapse"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 80, "rhythm": 99}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1123, "days_push": 8, "days_rel": 8, "gap_med": 4, "n_releases_24m": 12}, "score": 95, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}