diff --git a/README.md b/README.md
index bd7ead1c..e12a6ca2 100644
--- a/README.md
+++ b/README.md
@@ -32,8 +32,8 @@
 
 - **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。
 - **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。
-- **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。
-- **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。
+- **渐进式混合搜索**：构建 wikilink + BM25 + embedding 的渐进式混合搜索。
+- **Agent 友好集成**：通过SKILL.md + CLI 接入，方便不同 Agent 维护和复用。
 
 <details>
 <summary><b>适用场景</b></summary>
diff --git a/reme/config/qwenpaw.yaml b/reme/config/qwenpaw.yaml
deleted file mode 100644
index c6a9a685..00000000
--- a/reme/config/qwenpaw.yaml
+++ /dev/null
@@ -1,553 +0,0 @@
-service:
-  backend: http
-
-jobs:
-  index_update_loop:
-    backend: background
-    # watch_dirs: [daily_dir, digest_dir, resource_dir]
-    watch_dirs: [daily_dir, digest_dir]
-    # watch_suffixes: [md, jsonl]
-    watch_suffixes: [md]
-    steps:
-      - backend: init_changes_step
-        monitor_type: file_store
-        monitor_name: default
-        dispatch_steps: [update_index_step]
-      - backend: watch_changes_step
-        dispatch_steps: [update_index_step]
-
-  resource_watch_loop:
-    backend: background
-    watch_dirs: [resource_dir]
-    watch_suffixes: [md, txt, json, jsonl, csv, yaml, html]
-    steps:
-      - backend: init_changes_step
-        monitor_type: file_catalog
-        monitor_name: resource
-        dispatch_steps:
-          - backend: update_catalog_step
-            file_catalog: resource
-          - backend: auto_resource_step
-      - backend: watch_changes_step
-        dispatch_steps:
-          - backend: update_catalog_step
-            file_catalog: resource
-          - backend: auto_resource_step
-
-  version:
-    backend: base
-    description: "return reme package version"
-    parameters:
-      type: object
-      properties: { }
-    steps:
-      - backend: version_step
-
-  reindex:
-    backend: base
-    description: "wipe the file store and rebuild it from the existing files"
-    watch_dirs: [daily_dir, digest_dir, resource_dir]
-    watch_suffixes: [md, jsonl]
-    parameters:
-      type: object
-      properties: { }
-    steps:
-      - backend: clear_store_step
-      - backend: init_changes_step
-        monitor_type: file_store
-        monitor_name: default
-        dispatch_steps: [update_index_step]
-
-  search:
-    backend: base
-    description: "Hybrid vault search (vector + BM25, RRF-fused)."
-    parameters:
-      type: object
-      properties:
-        query:
-          type: string
-          description: "search query"
-        limit:
-          type: integer
-          description: "max results"
-          default: 5
-        min_score:
-          type: number
-          description: "min fused score"
-          default: 0.0
-      required:
-        - query
-    steps:
-      - backend: search_step
-        vector_weight: 0.7
-        candidate_multiplier: 3.0
-        expand_links: true
-        max_links_per_direction: 10
-
-  node_search:
-    backend: base
-    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."
-    parameters:
-      type: object
-      properties:
-        query:
-          type: string
-          description: "search query"
-        limit:
-          type: integer
-          description: "max digest nodes to return"
-          default: 20
-      required:
-        - query
-    steps:
-      - backend: node_search_step
-        vector_weight: 0.7
-        candidate_multiplier: 5.0
-
-  daily_create:
-    backend: base
-    description: "Provision a session note under a daily folder: daily/<date>/<session_id>.md or daily/<date>.md"
-    parameters:
-      type: object
-      properties:
-        session_id:
-          type: string
-          description: "the session identifier (also the file stem); empty = day-level file"
-          default: ""
-        date:
-          type: string
-          description: "YYYY-MM-DD; empty = today"
-          default: ""
-    steps:
-      - backend: daily_create_step
-
-  daily_list:
-    backend: base
-    description: "List notes under a single day."
-    parameters:
-      type: object
-      properties:
-        date:
-          type: string
-          description: "YYYY-MM-DD; empty = today"
-          default: ""
-    steps:
-      - backend: daily_list_step
-
-  daily_reindex:
-    backend: base
-    description: "Rebuild the day-index page daily/<date>.md."
-    parameters:
-      type: object
-      properties:
-        date:
-          type: string
-          description: "YYYY-MM-DD; empty = today"
-          default: ""
-    steps:
-      - backend: daily_reindex_step
-
-  frontmatter_delete:
-    backend: base
-    description: "Drop keys from a file's frontmatter."
-    parameters:
-      type: object
-      properties:
-        path:
-          type: string
-          description: "vault-relative path"
-        keys:
-          type: array
-          description: "keys to remove"
-          items:
-            type: string
-      required:
-        - path
-        - keys
-    steps:
-      - backend: frontmatter_delete_step
-
-  frontmatter_read:
-    backend: base
-    description: "Read a file's frontmatter as a dict."
-    parameters:
-      type: object
-      properties:
-        path:
-          type: string
-          description: "vault-relative path"
-      required:
-        - path
-    steps:
-      - backend: frontmatter_read_step
-
-  frontmatter_update:
-    backend: base
-    description: "Merge key-values into a file's frontmatter."
-    parameters:
-      type: object
-      properties:
-        path:
-          type: string
-          description: "vault-relative path"
-        metadata:
-          type: object
-          description: "key-values to merge"
-      required:
-        - path
-        - metadata
-    steps:
-      - backend: frontmatter_update_step
-
-  stat:
-    backend: base
-    description: "Stat path (size, mtime, exists, is_dir, is_file)."
-    parameters:
-      type: object
-      properties:
-        path:
-          type: string
-          description: "vault-relative path"
-      required:
-        - path
-    steps:
-      - backend: stat_step
-
-  list:
-    backend: base
-    description: "List files under a vault path."
-    parameters:
-      type: object
-      properties:
-        path:
-          type: string
-          description: "vault-relative dir; empty = root"
-          default: ""
-        recursive:
-          type: boolean
-          description: "recurse"
-          default: false
-        limit:
-          type: integer
-          description: "max results"
-          default: 100
-    steps:
-      - backend: list_step
-
-  move:
-    backend: base
-    description: "Move / rename a vault file; rewrites inbound wikilinks by default."
-    parameters:
-      type: object
-      properties:
-        src_path:
-          type: string
-          description: "vault-relative source"
-        dst_path:
-          type: string
-          description: "vault-relative destination"
-        overwrite:
-          type: boolean
-          description: "overwrite if dst exists"
-          default: false
-        retarget:
-          type: boolean
-          description: "rewrite [[src]] → [[dst]] across the vault"
-          default: true
-      required:
-        - src_path
-        - dst_path
-    steps:
-      - backend: move_step
-
-  delete:
-    backend: base
-    description: "Delete a vault file or folder; returns surviving inbound wikilinks."
-    parameters:
-      type: object
-      properties:
-        path:
-          type: string
-          description: "vault-relative path"
-      required:
-        - path
-    steps:
-      - backend: delete_step
-
-  read:
-    backend: base
-    description: "Read a markdown file under the vault."
-    parameters:
-      type: object
-      properties:
-        path:
-          type: string
-          description: "vault-relative path; markdown only"
-        start_line:
-          type: integer
-          description: "first line (1-based, inclusive)"
-        end_line:
-          type: integer
-          description: "last line (1-based, inclusive)"
-      required:
-        - path
-    steps:
-      - backend: read_step
-        with_neighbors: false
-        max_neighbors_per_direction: 10
-
-  read_image:
-    backend: base
-    description: "Read an image file as base64 (vault-relative path)."
-    parameters:
-      type: object
-      properties:
-        path:
-          type: string
-          description: >-
-            vault-relative path; common image formats supported
-            (png/jpg/jpeg/webp/gif/bmp/tiff/heic)
-      required:
-        - path
-    steps:
-      - backend: read_image_step
-        max_bytes: 5242880
-
-  write:
-    backend: base
-    description: "Write a markdown file (create or overwrite) with name/description frontmatter."
-    parameters:
-      type: object
-      properties:
-        path:
-          type: string
-          description: "vault-relative path; markdown only"
-        name:
-          type: string
-          description: "frontmatter name"
-        description:
-          type: string
-          description: "frontmatter description"
-        content:
-          type: string
-          description: "body"
-        metadata:
-          type: object
-          description: "Optional extra frontmatter fields (md only)."
-      required:
-        - path
-        - name
-        - description
-        - content
-    steps:
-      - backend: write_step
-
-  edit:
-    backend: base
-    description: "Find-and-replace in a markdown file (all occurrences)."
-    parameters:
-      type: object
-      properties:
-        path:
-          type: string
-          description: "vault-relative path"
-        old:
-          type: string
-          description: "text to find"
-        new:
-          type: string
-          description: "replacement"
-          default: ""
-      required:
-        - path
-        - old
-        - new
-    steps:
-      - backend: edit_step
-
-  auto_dream:
-    backend: base
-    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."
-    parameters:
-      type: object
-      properties:
-        date:
-          type: string
-          description: "YYYY-MM-DD to scan; defaults to today in the dreamer's timezone"
-          default: ""
-        hint:
-          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
-        topic_diversity_days:
-          type: integer
-          description: "number of previous interests.yaml days to avoid repeating"
-          default: 7
-    steps:
-      - backend: dream_extract_step
-        file_catalog: dream
-        topic_session_id: interests
-      - backend: dream_integrate_step
-      - backend: dream_topics_step
-        topic_count: 3
-        topic_diversity_days: 7
-      - backend: dream_finish_step
-        file_catalog: dream
-
-  proactive:
-    backend: base
-    description: "Proactive: read daily/<date>/interests.yaml and expose the latest user-interest topics."
-    parameters:
-      type: object
-      properties:
-        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
-
-  auto_memory:
-    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
-    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