refactor: extract kb_framework package, build graph in memory
Scripts become thin CLIs over kb_framework (graph, query, query_tools, vault, instructions) so the hosted read-only connector shares one implementation with the stdio server. The MCP server builds the graph from Markdown on demand and invalidates it on writes; refresh_graph rebuilds in memory and reports validation problems. Pre-commit hook validates only; index/graph.json is no longer read, written or staged (generate-graph.py --write remains for operators). Golden fixtures pin graph and tool payloads to the previous output. Agent and skill docs updated to match. Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
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@@ -1,14 +1,14 @@
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---
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name: knowledge-base-read
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description: Read and query the knowledge-base vault — a personal docs-as-code knowledge database (PARA-organized). Use when the user asks what is known about a repo, policy, decision (ADR), area, or project; wants context before working in a repo; or asks to find/navigate notes by tag, type, repo, or link. Resolves the question against the Markdown notes and the generated graph index.
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description: Read and query the knowledge-base vault — a personal docs-as-code knowledge database (PARA-organized). Use when the user asks what is known about a repo, policy, decision (ADR), area, or project; wants context before working in a repo; or asks to find/navigate notes by tag, type, repo, or link. Resolves the question against the Markdown notes and the graph the MCP server builds from them in memory.
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---
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# Read the Knowledge Base
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This vault is a personal docs-as-code knowledge database,
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organized with the [PARA method](https://fortelabs.com/blog/para/).
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Markdown is the source of truth; `index/graph.json` is a generated navigation
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index. Use this skill to answer questions FROM the vault and to surface the
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Markdown is the source of truth; the graph is a navigation index the MCP
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server builds from it in memory (nothing on disk). Use this skill to answer questions FROM the vault and to surface the
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exact notes that back the answer.
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Call `read_instructions` on `knowledge-database` to read the framework's
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@@ -20,7 +20,7 @@ This skill is read-only — do not modify notes here.
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The `knowledge-database` MCP server is the only interface for vault access. Use `graph_summary` to orient, `graph_search_nodes` to find notes,
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`graph_neighbors` to traverse links, and `read_note` to read the source.
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Use `refresh_graph` when the generated index is stale. Skills and operational
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Use `refresh_graph` when the graph looks stale. Skills and operational
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documentation belong to the framework; never infer the data vault from this
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skill's file location.
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@@ -34,7 +34,6 @@ skill's file location.
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03_resources/repos/<repo>/ per-repo info.md (+ decisions/)
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03_resources/repos/repo-landscape.md index of documented repos
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04_archives/ inactive items
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index/graph.json generated graph (nodes + edges)
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```
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@@ -79,8 +78,8 @@ policies, decisions, and repo info. Use each edge's `type` and `annotation` to
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judge which links are worth following; links are the intended navigation, so
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traverse them rather than guessing.
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If the graph looks stale or a path is missing, use `refresh_graph`. This updates
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only the generated index; it does not touch Markdown. Do not commit.
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If the graph looks stale or a path is missing, use `refresh_graph`. This rebuilds
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the in-memory graph; it does not touch Markdown. Nothing to commit.
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## 4. Answer with citations
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