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2 changed files with 2 additions and 555 deletions
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@ -32,8 +32,8 @@
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- **Memory as files**：以带 frontmatter 和 wikilink 的 Markdown 作为记忆节点，让人和 Agent 都能直接读写。
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- **自进化知识库**：通过 Auto Memory、Auto Resource、Auto Dream 和 Auto Link，把对话与资料渐进加工、梦境整理为长期 Markdown 记忆，并自动构建 wikilink 关系。
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- **渐进式混合搜索**：构建 BM25 + embedding 的混合检索，先召回片段，再通过 wikilink 支持正向和反向的上下文展开。
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- **Agent 友好集成**：通过文件、索引、工具接口、CLI 模型接入和 MCP 接入组织记忆，方便不同 Agent 维护和复用。
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- **渐进式混合搜索**：构建 wikilink + BM25 + embedding 的渐进式混合搜索。
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- **Agent 友好集成**：通过SKILL.md + CLI 接入，方便不同 Agent 维护和复用。
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<details>
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<summary><b>适用场景</b></summary>
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@ -1,553 +0,0 @@
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service:
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backend: http
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jobs:
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index_update_loop:
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backend: background
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# watch_dirs: [daily_dir, digest_dir, resource_dir]
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watch_dirs: [daily_dir, digest_dir]
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# watch_suffixes: [md, jsonl]
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watch_suffixes: [md]
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steps:
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- backend: init_changes_step
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monitor_type: file_store
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monitor_name: default
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dispatch_steps: [update_index_step]
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- backend: watch_changes_step
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dispatch_steps: [update_index_step]
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resource_watch_loop:
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backend: background
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watch_dirs: [resource_dir]
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watch_suffixes: [md, txt, json, jsonl, csv, yaml, html]
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steps:
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- backend: init_changes_step
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monitor_type: file_catalog
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monitor_name: resource
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dispatch_steps:
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- backend: update_catalog_step
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file_catalog: resource
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- backend: auto_resource_step
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- backend: watch_changes_step
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dispatch_steps:
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- backend: update_catalog_step
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file_catalog: resource
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- backend: auto_resource_step
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version:
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backend: base
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description: "return reme package version"
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parameters:
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type: object
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properties: { }
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steps:
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- backend: version_step
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reindex:
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backend: base
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description: "wipe the file store and rebuild it from the existing files"
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watch_dirs: [daily_dir, digest_dir, resource_dir]
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watch_suffixes: [md, jsonl]
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parameters:
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type: object
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properties: { }
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steps:
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- backend: clear_store_step
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- backend: init_changes_step
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monitor_type: file_store
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monitor_name: default
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dispatch_steps: [update_index_step]
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search:
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backend: base
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description: "Hybrid vault search (vector + BM25, RRF-fused)."
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parameters:
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type: object
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properties:
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query:
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type: string
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description: "search query"
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limit:
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type: integer
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description: "max results"
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default: 5
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min_score:
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type: number
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description: "min fused score"
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default: 0.0
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required:
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- query
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steps:
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- backend: search_step
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vector_weight: 0.7
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candidate_multiplier: 3.0
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expand_links: true
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max_links_per_direction: 10
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node_search:
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backend: base
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description: "Digest node recall — given a candidate abstraction's name+description, surface existing digest nodes similar enough to either dedup against or link to as related."
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parameters:
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type: object
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properties:
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query:
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type: string
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description: "search query"
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limit:
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type: integer
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description: "max digest nodes to return"
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default: 20
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required:
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- query
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steps:
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- backend: node_search_step
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vector_weight: 0.7
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candidate_multiplier: 5.0
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daily_create:
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backend: base
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description: "Provision a session note under a daily folder: daily/<date>/<session_id>.md or daily/<date>.md"
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parameters:
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type: object
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properties:
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session_id:
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type: string
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description: "the session identifier (also the file stem); empty = day-level file"
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default: ""
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date:
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type: string
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description: "YYYY-MM-DD; empty = today"
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default: ""
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steps:
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- backend: daily_create_step
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daily_list:
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backend: base
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description: "List notes under a single day."
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parameters:
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type: object
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properties:
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date:
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type: string
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description: "YYYY-MM-DD; empty = today"
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default: ""
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steps:
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- backend: daily_list_step
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daily_reindex:
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backend: base
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description: "Rebuild the day-index page daily/<date>.md."
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parameters:
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type: object
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properties:
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date:
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type: string
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description: "YYYY-MM-DD; empty = today"
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default: ""
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steps:
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- backend: daily_reindex_step
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frontmatter_delete:
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backend: base
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description: "Drop keys from a file's frontmatter."
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parameters:
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type: object
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properties:
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path:
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type: string
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description: "vault-relative path"
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keys:
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type: array
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description: "keys to remove"
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items:
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type: string
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required:
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- path
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- keys
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steps:
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- backend: frontmatter_delete_step
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frontmatter_read:
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backend: base
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description: "Read a file's frontmatter as a dict."
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parameters:
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type: object
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properties:
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path:
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type: string
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description: "vault-relative path"
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required:
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- path
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steps:
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- backend: frontmatter_read_step
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frontmatter_update:
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backend: base
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description: "Merge key-values into a file's frontmatter."
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parameters:
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type: object
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properties:
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path:
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type: string
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description: "vault-relative path"
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metadata:
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type: object
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description: "key-values to merge"
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required:
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- path
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- metadata
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steps:
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- backend: frontmatter_update_step
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stat:
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backend: base
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description: "Stat path (size, mtime, exists, is_dir, is_file)."
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parameters:
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type: object
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properties:
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path:
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type: string
|
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description: "vault-relative path"
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required:
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- path
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steps:
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- backend: stat_step
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list:
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backend: base
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description: "List files under a vault path."
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parameters:
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type: object
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properties:
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path:
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type: string
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||||
description: "vault-relative dir; empty = root"
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default: ""
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recursive:
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type: boolean
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description: "recurse"
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default: false
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limit:
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type: integer
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description: "max results"
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default: 100
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steps:
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- backend: list_step
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move:
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backend: base
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description: "Move / rename a vault file; rewrites inbound wikilinks by default."
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parameters:
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type: object
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properties:
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src_path:
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type: string
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description: "vault-relative source"
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dst_path:
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type: string
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description: "vault-relative destination"
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overwrite:
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type: boolean
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description: "overwrite if dst exists"
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default: false
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retarget:
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type: boolean
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description: "rewrite [[src]] → [[dst]] across the vault"
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default: true
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required:
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- src_path
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- dst_path
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steps:
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- backend: move_step
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delete:
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backend: base
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description: "Delete a vault file or folder; returns surviving inbound wikilinks."
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parameters:
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type: object
|
||||
properties:
|
||||
path:
|
||||
type: string
|
||||
description: "vault-relative path"
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required:
|
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- path
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steps:
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- backend: delete_step
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read:
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backend: base
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description: "Read a markdown file under the vault."
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parameters:
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type: object
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properties:
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path:
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type: string
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description: "vault-relative path; markdown only"
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start_line:
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type: integer
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description: "first line (1-based, inclusive)"
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end_line:
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type: integer
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description: "last line (1-based, inclusive)"
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required:
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- path
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steps:
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- backend: read_step
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with_neighbors: false
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max_neighbors_per_direction: 10
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read_image:
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backend: base
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description: "Read an image file as base64 (vault-relative path)."
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parameters:
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type: object
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properties:
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path:
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type: string
|
||||
description: >-
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vault-relative path; common image formats supported
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(png/jpg/jpeg/webp/gif/bmp/tiff/heic)
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required:
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- path
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steps:
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- backend: read_image_step
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max_bytes: 5242880
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write:
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backend: base
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description: "Write a markdown file (create or overwrite) with name/description frontmatter."
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parameters:
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type: object
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properties:
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path:
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type: string
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||||
description: "vault-relative path; markdown only"
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name:
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type: string
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||||
description: "frontmatter name"
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description:
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||||
type: string
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||||
description: "frontmatter description"
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||||
content:
|
||||
type: string
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||||
description: "body"
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||||
metadata:
|
||||
type: object
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||||
description: "Optional extra frontmatter fields (md only)."
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||||
required:
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- path
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- name
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- description
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- content
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steps:
|
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- backend: write_step
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||||
edit:
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backend: base
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description: "Find-and-replace in a markdown file (all occurrences)."
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parameters:
|
||||
type: object
|
||||
properties:
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||||
path:
|
||||
type: string
|
||||
description: "vault-relative path"
|
||||
old:
|
||||
type: string
|
||||
description: "text to find"
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||||
new:
|
||||
type: string
|
||||
description: "replacement"
|
||||
default: ""
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||||
required:
|
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- path
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- old
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- new
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steps:
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- backend: edit_step
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||||
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auto_dream:
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backend: base
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description: "Auto-dream: scan today's day-index and daily notes, globally extract merged units/topics, integrate digest units, write interests.yaml, and persist the dream catalog."
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parameters:
|
||||
type: object
|
||||
properties:
|
||||
date:
|
||||
type: string
|
||||
description: "YYYY-MM-DD to scan; defaults to today in the dreamer's timezone"
|
||||
default: ""
|
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hint:
|
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type: string
|
||||
description: "caller guidance passed through to dream extract/integrate"
|
||||
default: ""
|
||||
topic_count:
|
||||
type: integer
|
||||
description: "maximum number of final daily interest topics"
|
||||
default: 3
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topic_diversity_days:
|
||||
type: integer
|
||||
description: "number of previous interests.yaml days to avoid repeating"
|
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default: 7
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steps:
|
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- backend: dream_extract_step
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file_catalog: dream
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topic_session_id: interests
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- backend: dream_integrate_step
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- backend: dream_topics_step
|
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topic_count: 3
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topic_diversity_days: 7
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- backend: dream_finish_step
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file_catalog: dream
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|
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proactive:
|
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backend: base
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||||
description: "Proactive: read daily/<date>/interests.yaml and expose the latest user-interest topics."
|
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parameters:
|
||||
type: object
|
||||
properties:
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||||
date:
|
||||
type: string
|
||||
description: "YYYY-MM-DD to read; defaults to today in the dreamer's timezone"
|
||||
default: ""
|
||||
include_content:
|
||||
type: boolean
|
||||
description: "whether to include the raw YAML content in response metadata"
|
||||
default: true
|
||||
steps:
|
||||
- backend: proactive_step
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||||
|
||||
auto_memory:
|
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backend: base
|
||||
description: "Auto-memory: record conversation facts into a daily note"
|
||||
parameters:
|
||||
type: object
|
||||
properties:
|
||||
messages:
|
||||
type: array
|
||||
description: "messages"
|
||||
items:
|
||||
type: object
|
||||
session_id:
|
||||
type: string
|
||||
description: "session identifier passed to daily_create"
|
||||
default: ""
|
||||
memory_hint:
|
||||
type: string
|
||||
description: "optional hint"
|
||||
required:
|
||||
- messages
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||||
steps:
|
||||
- backend: auto_memory_step
|
||||
|
||||
auto_resource:
|
||||
backend: base
|
||||
description: "Auto-resource: interpret resource files into daily notes"
|
||||
parameters:
|
||||
type: object
|
||||
properties:
|
||||
changes:
|
||||
type: array
|
||||
description: "resource change batch, each item has path/file_path and change"
|
||||
items:
|
||||
type: object
|
||||
properties:
|
||||
path:
|
||||
type: string
|
||||
file_path:
|
||||
type: string
|
||||
change:
|
||||
type: string
|
||||
description: "added/modified/deleted"
|
||||
required:
|
||||
- changes
|
||||
steps:
|
||||
- backend: auto_resource_step
|
||||
|
||||
components:
|
||||
tokenizer:
|
||||
default:
|
||||
backend: regex
|
||||
|
||||
as_embedding:
|
||||
default:
|
||||
backend: ${EMBEDDING_BACKEND:-openai}
|
||||
model: ${EMBEDDING_MODEL_NAME:-text-embedding-v4}
|
||||
credential:
|
||||
api_key: ${EMBEDDING_API_KEY:-}
|
||||
base_url: ${EMBEDDING_BASE_URL:-https://dashscope.aliyuncs.com/compatible-mode/v1}
|
||||
parameters:
|
||||
dimensions: 1024
|
||||
|
||||
embedding_store:
|
||||
default:
|
||||
backend: local
|
||||
as_embedding: default
|
||||
|
||||
as_llm:
|
||||
default:
|
||||
backend: ${LLM_BACKEND:-openai}
|
||||
model: ${LLM_MODEL_NAME:-qwen3.7-plus}
|
||||
stream: true
|
||||
context_size: 200000
|
||||
max_retries: 3
|
||||
credential:
|
||||
api_key: ${LLM_API_KEY:-}
|
||||
base_url: ${LLM_BASE_URL:-}
|
||||
parameters:
|
||||
max_tokens: 65536
|
||||
thinking_enable: false
|
||||
|
||||
agent_wrapper:
|
||||
default:
|
||||
backend: agentscope
|
||||
as_llm: default
|
||||
permission_mode: bypass
|
||||
react_config:
|
||||
max_iters: 30
|
||||
context_config:
|
||||
trigger_ratio: 0.8
|
||||
reserve_ratio: 0.1
|
||||
tool_result_limit: 50000
|
||||
model_config:
|
||||
max_retries: 1
|
||||
claude_code:
|
||||
backend: claude_code
|
||||
model: ${CLAUDE_CODE_MODEL_NAME:-glm-5.1}
|
||||
api_key: ${CLAUDE_CODE_API_KEY:-}
|
||||
base_url: ${CLAUDE_CODE_BASE_URL:-https://dashscope.aliyuncs.com/apps/anthropic}
|
||||
permission_mode: bypassPermissions
|
||||
|
||||
file_graph:
|
||||
default:
|
||||
backend: local
|
||||
|
||||
file_catalog:
|
||||
default:
|
||||
backend: local
|
||||
resource:
|
||||
backend: local
|
||||
digest:
|
||||
backend: local
|
||||
dream:
|
||||
backend: local
|
||||
|
||||
file_chunker:
|
||||
markdown:
|
||||
backend: markdown
|
||||
supported_extensions: [ "md" ]
|
||||
default:
|
||||
backend: default
|
||||
supported_extensions: [ "jsonl" ]
|
||||
|
||||
keyword_index:
|
||||
default:
|
||||
backend: bm25
|
||||
tokenizer: default
|
||||
|
||||
file_store:
|
||||
default:
|
||||
backend: local
|
||||
store_name: local
|
||||
# embedding_store: default
|
||||
embedding_store: ""
|
||||
keyword_index: default
|
||||
file_graph: default
|
||||
Loading…
Add table
Reference in a new issue