Compare commits
2 Commits
| Author | SHA1 | Date | |
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 github-actions[bot]
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b1f7b1d30b | ||
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Chris Coutinho
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b8bdbb499f |
+3
-3
@@ -1,6 +1,6 @@
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[submodule "oidc"]
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path = third_party/oidc
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url = https://github.com/cbcoutinho/oidc
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[submodule "third_party/oidc"]
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path = third_party/oidc
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url = https://github.com/cbcoutinho/oidc
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[submodule "third_party/notes"]
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path = third_party/notes
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url = https://github.com/cbcoutinho/notes
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@@ -1,3 +1,16 @@
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## v0.41.0 (2025-11-17)
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### Feat
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- add configurable fusion algorithms for BM25 hybrid search
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- add chunk position tracking to vector indexing and search
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- add vector viz template and chunk context endpoint
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### Fix
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- prevent infinite loop in DocumentChunker with position tracking
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- Relax SearchResult validation to support DBSF fusion scores > 1.0
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## v0.40.0 (2025-11-16)
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### Feat
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@@ -2,8 +2,8 @@ apiVersion: v2
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name: nextcloud-mcp-server
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description: A Helm chart for Nextcloud MCP Server - enables AI assistants to interact with Nextcloud
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type: application
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version: 0.40.0
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appVersion: "0.40.0"
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version: 0.41.0
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appVersion: "0.41.0"
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keywords:
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- nextcloud
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- mcp
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@@ -186,9 +186,9 @@
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</select>
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</div>
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<div class="viz-control-group" style="margin-bottom: 0;">
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<div class="viz-control-group" style="margin-bottom: 0;" x-show="algorithm === 'bm25_hybrid'">
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<label>Fusion Method</label>
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<select x-model="fusion" :disabled="algorithm !== 'bm25_hybrid'" :style="algorithm !== 'bm25_hybrid' ? 'opacity: 0.5; cursor: not-allowed;' : ''">
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<select x-model="fusion">
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<option value="rrf" selected>RRF (Reciprocal Rank Fusion)</option>
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<option value="dbsf">DBSF (Distribution-Based Score Fusion)</option>
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</select>
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@@ -211,39 +211,24 @@
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<div class="viz-advanced-grid">
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<div class="viz-control-group">
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<label style="display: block; margin-bottom: 8px;">Document Types</label>
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<div style="display: grid; grid-template-columns: 1fr; gap: 6px;">
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<label style="display: flex; align-items: center; cursor: pointer; font-weight: normal;">
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<input type="checkbox" x-model="docTypes" value="" style="margin-right: 8px;">
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<span>All Types</span>
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</label>
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<label style="display: flex; align-items: center; cursor: pointer; font-weight: normal;">
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<input type="checkbox" x-model="docTypes" value="note" style="margin-right: 8px;">
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<span>Notes</span>
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</label>
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<label style="display: flex; align-items: center; cursor: pointer; font-weight: normal;">
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<input type="checkbox" x-model="docTypes" value="file" style="margin-right: 8px;">
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<span>Files</span>
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</label>
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<label style="display: flex; align-items: center; cursor: pointer; font-weight: normal;">
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<input type="checkbox" x-model="docTypes" value="calendar" style="margin-right: 8px;">
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<span>Calendar Events</span>
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</label>
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<label style="display: flex; align-items: center; cursor: pointer; font-weight: normal;">
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<input type="checkbox" x-model="docTypes" value="contact" style="margin-right: 8px;">
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<span>Contacts</span>
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</label>
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<label style="display: flex; align-items: center; cursor: pointer; font-weight: normal;">
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<input type="checkbox" x-model="docTypes" value="deck" style="margin-right: 8px;">
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<span>Deck Cards</span>
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</label>
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</div>
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<label>Document Types</label>
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<select x-model="docTypes" multiple>
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<option value="">All Types (cross-app search)</option>
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<option value="note">Notes</option>
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<option value="file">Files</option>
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<option value="calendar">Calendar Events</option>
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<option value="contact">Contacts</option>
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<option value="deck">Deck Cards</option>
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</select>
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<small style="color: #666; display: block; margin-top: 4px;">
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Hold Ctrl/Cmd to select multiple
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</small>
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</div>
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<div>
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<div class="viz-control-group">
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<label>Score Threshold (Semantic/Hybrid)</label>
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<input type="number" x-model.number="scoreThreshold" min="0" max="1" step="any" />
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<input type="number" x-model.number="scoreThreshold" min="0" max="1" step="0.1" />
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</div>
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<div class="viz-control-group">
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@@ -299,8 +284,7 @@
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</a>
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<div style="font-size: 14px; color: #666; margin-top: 4px;" x-text="result.excerpt"></div>
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<div style="font-size: 12px; color: #999; margin-top: 4px;">
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Raw Score: <span x-text="result.original_score.toFixed(3)"></span>
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(<span x-text="(result.score * 100).toFixed(0)"></span>% relative) |
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Score: <span x-text="result.score.toFixed(3)"></span> |
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Type: <span x-text="result.doc_type"></span>
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</div>
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@@ -737,7 +737,7 @@ async def user_info_html(request: Request) -> HTMLResponse:
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y: coordinates.map(c => c[1]),
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mode: 'markers',
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type: 'scatter',
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text: results.map(r => `${{r.title}}<br>Raw Score: ${{r.original_score.toFixed(3)}} (${{(r.score * 100).toFixed(0)}}% relative)`),
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text: results.map(r => `${{r.title}}<br>Score: ${{r.score.toFixed(3)}}`),
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marker: {{
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// Multi-channel encoding: size + opacity + color for visual hierarchy
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// Power scaling (score^2) amplifies visual differences dramatically
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@@ -184,7 +184,7 @@ async def vector_visualization_search(request: Request) -> JSONResponse:
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search_results = all_results[:limit]
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search_duration = time.perf_counter() - search_start
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# Store original scores and normalize for visualization
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# Normalize scores relative to this result set for better visualization
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# (best result = 1.0, worst result = 0.0 within THIS result set)
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# This makes visual encoding meaningful regardless of RRF normalization
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if search_results:
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@@ -197,11 +197,8 @@ async def vector_visualization_search(request: Request) -> JSONResponse:
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f"→ [0.0, 1.0]"
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)
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# Store original score and rescale to 0-1 for visualization
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# Rescale each result's score to 0-1 within this result set
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for r in search_results:
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# Store original score before normalization
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r.original_score = r.score
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# Rescale for visual encoding
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r.score = (r.score - min_score) / score_range
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if not search_results:
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@@ -320,10 +317,7 @@ async def vector_visualization_search(request: Request) -> JSONResponse:
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"doc_type": r.doc_type,
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"title": r.title,
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"excerpt": r.excerpt,
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"score": r.score, # Normalized score for visual encoding (0-1)
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"original_score": getattr(
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r, "original_score", r.score
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), # Raw score from algorithm
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"score": r.score,
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"chunk_start_offset": r.chunk_start_offset,
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"chunk_end_offset": r.chunk_end_offset,
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}
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+1
-1
@@ -1,6 +1,6 @@
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[project]
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name = "nextcloud-mcp-server"
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version = "0.40.0"
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version = "0.41.0"
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description = "Model Context Protocol (MCP) server for Nextcloud integration - enables AI assistants to interact with Nextcloud data"
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authors = [
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{name = "Chris Coutinho", email = "chris@coutinho.io"}
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Vendored
-1
Submodule third_party/notes deleted from ce08e985a7
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