{"adoption": {"forks": 133, "observed_at": "2026-08-28T04:03:58.370472+00:00", "stars": 1202}, "canonical_url": "https://ross.abutalabs.com/products/sirchmunk", "card": {"archived": false, "artifact_type": "application", "description": "🐿️ Sirchmunk:  Raw data to self-evolving intelligence, real-time.", "domain": ["artificial-intelligence", "large-language-models", "developer-tools"], "enriched": true, "function": ["search-engine", "rag", "agent-framework", "mcp", "chat-interface", "llm-inference", "nlp"], "health_score": 100, "homepage": "https://modelscope.github.io/sirchmunk-web/", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["modelscope/sirchmunk"], "name": "modelscope/sirchmunk", "platform": ["python", "self-hosted", "cli", "cross-platform"], "pushed_at": "2026-08-25T18:52:16+00:00", "repo": "modelscope/sirchmunk", "stars": 1202, "tags": ["agentic-search", "embedding-free", "indexless-retrieval", "self-evolving-knowledge", "monte-carlo-sampling", "react-agent", "fastapi", "nextjs", "duckdb", "knowledge-base", "retrieval-augmented-generation", "search", "ai-agents", "docker", "web-server"], "topics": [], "urls": [], "use_cases": ["search raw files instantly without building a vector index", "build a self-evolving knowledge base from documents", "replace brittle embedding-based RAG pipelines", "query large document collections token-efficiently with an LLM", "add agentic search to AI assistants via MCP", "chat with my files in real time"], "what_it_is": "Sirchmunk is an agentic, embedding-free search engine that turns raw files into a self-evolving knowledge base in real time, without vector databases or pre-indexing. It combines Monte Carlo evidence sampling, knowledge clustering, and a ReAct agent fallback, exposed via MCP, REST, WebSocket, CLI, and a Web UI.", "when_to_avoid": ["you need sub-millisecond retrieval over massive fixed corpora where a tuned vector index excels", "you want fully offline search with no LLM API dependency", "you need a mature, battle-tested production search engine", "your workload requires heavy multi-modal media processing beyond text extraction"], "when_to_choose": ["your data changes frequently and static embeddings go stale", "you want to skip ETL and vector database setup entirely", "you need precise evidence extraction from raw files rather than chunk similarity", "you want an MCP-integrated search backend for agents"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/sirchmunk", "repo": "modelscope/sirchmunk", "role": "main", "score": 83}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:58.370472+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:20:36.859719+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "edc2583279cc86f2856b4f10338b83a960f53cd7c37813f7d3c5cb94b1d9f865", "fetched_at": "2026-08-28T04:03:58.370472+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/sirchmunk"}, {"content_hash": "638256a6e9c558c5158cea80558bcb3efd8d64cd217bfc2f93f39dad02a24b00", "fetched_at": "2026-08-29T12:27:41.486348+00:00", "kind": "homepage", "missing": false, "url": "https://modelscope.github.io/sirchmunk-web/"}, {"content_hash": "4a7120cd97e86212eb6cc7626279fb7333868678ecaf6a32b99828db7c1f8989", "fetched_at": "2026-08-29T12:27:41.492743+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/sirchmunk/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:58.370472+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:20:36.859719+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "edc2583279cc86f2856b4f10338b83a960f53cd7c37813f7d3c5cb94b1d9f865", "fetched_at": "2026-08-28T04:03:58.370472+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/sirchmunk"}, {"content_hash": "638256a6e9c558c5158cea80558bcb3efd8d64cd217bfc2f93f39dad02a24b00", "fetched_at": "2026-08-29T12:27:41.486348+00:00", "kind": "homepage", "missing": false, "url": "https://modelscope.github.io/sirchmunk-web/"}, {"content_hash": "4a7120cd97e86212eb6cc7626279fb7333868678ecaf6a32b99828db7c1f8989", "fetched_at": "2026-08-29T12:27:41.492743+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/sirchmunk/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:20:36.859719+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "edc2583279cc86f2856b4f10338b83a960f53cd7c37813f7d3c5cb94b1d9f865", "fetched_at": "2026-08-28T04:03:58.370472+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/sirchmunk"}, {"content_hash": "638256a6e9c558c5158cea80558bcb3efd8d64cd217bfc2f93f39dad02a24b00", "fetched_at": "2026-08-29T12:27:41.486348+00:00", "kind": "homepage", "missing": false, "url": "https://modelscope.github.io/sirchmunk-web/"}, {"content_hash": "4a7120cd97e86212eb6cc7626279fb7333868678ecaf6a32b99828db7c1f8989", "fetched_at": "2026-08-29T12:27:41.492743+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/sirchmunk/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:58.370472+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:58.370472+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:58.370472+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:20:36.859719+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "edc2583279cc86f2856b4f10338b83a960f53cd7c37813f7d3c5cb94b1d9f865", "fetched_at": "2026-08-28T04:03:58.370472+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/sirchmunk"}, {"content_hash": "638256a6e9c558c5158cea80558bcb3efd8d64cd217bfc2f93f39dad02a24b00", "fetched_at": "2026-08-29T12:27:41.486348+00:00", "kind": "homepage", "missing": false, "url": "https://modelscope.github.io/sirchmunk-web/"}, {"content_hash": "4a7120cd97e86212eb6cc7626279fb7333868678ecaf6a32b99828db7c1f8989", "fetched_at": "2026-08-29T12:27:41.492743+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/sirchmunk/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:58.370472+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:58.370472+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:20:36.859719+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "edc2583279cc86f2856b4f10338b83a960f53cd7c37813f7d3c5cb94b1d9f865", "fetched_at": "2026-08-28T04:03:58.370472+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/sirchmunk"}, {"content_hash": "638256a6e9c558c5158cea80558bcb3efd8d64cd217bfc2f93f39dad02a24b00", "fetched_at": "2026-08-29T12:27:41.486348+00:00", "kind": "homepage", "missing": false, "url": "https://modelscope.github.io/sirchmunk-web/"}, {"content_hash": "4a7120cd97e86212eb6cc7626279fb7333868678ecaf6a32b99828db7c1f8989", "fetched_at": "2026-08-29T12:27:41.492743+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/sirchmunk/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:58.370472+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:58.370472+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:58.370472+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:20:36.859719+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "edc2583279cc86f2856b4f10338b83a960f53cd7c37813f7d3c5cb94b1d9f865", "fetched_at": "2026-08-28T04:03:58.370472+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/sirchmunk"}, {"content_hash": "638256a6e9c558c5158cea80558bcb3efd8d64cd217bfc2f93f39dad02a24b00", "fetched_at": "2026-08-29T12:27:41.486348+00:00", "kind": "homepage", "missing": false, "url": "https://modelscope.github.io/sirchmunk-web/"}, {"content_hash": "4a7120cd97e86212eb6cc7626279fb7333868678ecaf6a32b99828db7c1f8989", "fetched_at": "2026-08-29T12:27:41.492743+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/sirchmunk/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:58.370472+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:58.370472+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:20:36.859719+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "edc2583279cc86f2856b4f10338b83a960f53cd7c37813f7d3c5cb94b1d9f865", "fetched_at": "2026-08-28T04:03:58.370472+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/sirchmunk"}, {"content_hash": "638256a6e9c558c5158cea80558bcb3efd8d64cd217bfc2f93f39dad02a24b00", "fetched_at": "2026-08-29T12:27:41.486348+00:00", "kind": "homepage", "missing": false, "url": "https://modelscope.github.io/sirchmunk-web/"}, {"content_hash": "4a7120cd97e86212eb6cc7626279fb7333868678ecaf6a32b99828db7c1f8989", "fetched_at": "2026-08-29T12:27:41.492743+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/sirchmunk/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:20:36.859719+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "edc2583279cc86f2856b4f10338b83a960f53cd7c37813f7d3c5cb94b1d9f865", "fetched_at": "2026-08-28T04:03:58.370472+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/sirchmunk"}, {"content_hash": "638256a6e9c558c5158cea80558bcb3efd8d64cd217bfc2f93f39dad02a24b00", "fetched_at": "2026-08-29T12:27:41.486348+00:00", "kind": "homepage", "missing": false, "url": "https://modelscope.github.io/sirchmunk-web/"}, {"content_hash": "4a7120cd97e86212eb6cc7626279fb7333868678ecaf6a32b99828db7c1f8989", "fetched_at": "2026-08-29T12:27:41.492743+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/sirchmunk/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:20:36.859719+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "edc2583279cc86f2856b4f10338b83a960f53cd7c37813f7d3c5cb94b1d9f865", "fetched_at": "2026-08-28T04:03:58.370472+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/sirchmunk"}, {"content_hash": "638256a6e9c558c5158cea80558bcb3efd8d64cd217bfc2f93f39dad02a24b00", "fetched_at": "2026-08-29T12:27:41.486348+00:00", "kind": "homepage", "missing": false, "url": "https://modelscope.github.io/sirchmunk-web/"}, {"content_hash": "4a7120cd97e86212eb6cc7626279fb7333868678ecaf6a32b99828db7c1f8989", "fetched_at": "2026-08-29T12:27:41.492743+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/sirchmunk/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:20:36.859719+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "edc2583279cc86f2856b4f10338b83a960f53cd7c37813f7d3c5cb94b1d9f865", "fetched_at": "2026-08-28T04:03:58.370472+00:00", "kind": "readme", "missing": false, "url": "https://github.com/modelscope/sirchmunk"}, {"content_hash": "638256a6e9c558c5158cea80558bcb3efd8d64cd217bfc2f93f39dad02a24b00", "fetched_at": "2026-08-29T12:27:41.486348+00:00", "kind": "homepage", "missing": false, "url": "https://modelscope.github.io/sirchmunk-web/"}, {"content_hash": "4a7120cd97e86212eb6cc7626279fb7333868678ecaf6a32b99828db7c1f8989", "fetched_at": "2026-08-29T12:27:41.492743+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/sirchmunk/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 17, "rhythm": 99}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 246, "days_push": 8, "days_rel": 8, "gap_med": 3.0, "n_releases_24m": 21}, "score": 83, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}