Commit Graph

23 Commits

Author SHA1 Message Date
Alex Newman 7fd0f28343 docs: Update all search API documentation for simplified parameters
Update all documentation to reflect the new simplified URL parameter format:
- Replace dateRange[start]/dateRange[end] with dateStart/dateEnd
- Clarify that concepts, files, and obs_type accept comma-separated values
- Update all code examples in skill documentation
- Update comments in search-server.ts

Files updated:
- SKILL.md - Main skill documentation
- operations/*.md - 8 operation guides (observations, prompts, sessions,
  by-file, by-type, by-concept, common-workflows, help)
- principles/progressive-disclosure.md - Design pattern doc
- src/servers/search-server.ts - Code comment

All examples now use clean URLs without bracket encoding:
- Old: ?dateRange[start]=2025-11-01&concepts[]=decision
- New: ?dateStart=2025-11-01&concepts=decision

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
2025-11-30 19:03:19 -05:00
Alex Newman 50535499d9 fix: Simplify search endpoint parameters to avoid bracket encoding
Replace complex array/object parameters with simple comma-separated strings
and flat date parameters to eliminate annoying URL bracket encoding issues.

Changes:
- Add normalizeParams() helper to convert URL-friendly params to internal format
- Replace obs_type/concepts/files arrays with comma-separated strings
- Replace dateRange object with dateStart/dateEnd scalar params
- Update all tool schemas to use simplified parameters
- Add normalization to all tool handlers

Examples of new simplified URLs:
- Before: ?concepts[]=decision&concepts[]=bugfix&dateRange[start]=2024-01-01
- After: ?concepts=decision,bugfix&dateStart=2024-01-01

All endpoints tested and working correctly.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
2025-11-30 18:46:39 -05:00
Alex Newman 03fefca884 Enhance memory search functionality with timeline context retrieval (#151)
- Introduced optional timeline context retrieval step in memory search flow to provide users with better understanding of previous sessions.
- Updated SKILL.md to reflect new flow, including timeline context commands and usage scenarios.
- Refactored timeline retrieval commands in timeline-by-query.md and timeline.md to utilize new MCP tools for streamlined access.
- Implemented filtering logic in search-server.ts to respect depth_before and depth_after parameters when displaying timeline items.
- Improved response formatting to include filtered item counts and enhanced user guidance for timeline queries.
2025-11-30 14:58:01 -05:00
Alex Newman 4e5913611a feat(search-server): enhance decision search with optional semantic query support
- Updated the 'decisions' tool to accept an optional 'query' parameter for semantic filtering.
- Implemented logic to handle semantic search using Chroma when a query is provided.
- Preserved ranking order of results based on Chroma's output.
- Added fallback to metadata-first search when no query is present.
2025-11-25 16:37:08 -05:00
Alex Newman c5e68a17c8 refactor: Clean up search architecture, remove experimental contextualize endpoint (#133)
* Refactor code structure for improved readability and maintainability

* Add test results for search API and related functionalities

- Created test result files for various search-related functionalities, including:
  - test-11-search-server-changes.json
  - test-12-context-hook-changes.json
  - test-13-worker-service-changes.json
  - test-14-patterns.json
  - test-15-gotchas.json
  - test-16-discoveries.json
  - test-17-all-bugfixes.json
  - test-18-all-features.json
  - test-19-all-decisions.json
  - test-20-session-search.json
  - test-21-prompt-search.json
  - test-22-decisions-endpoint.json
  - test-23-changes-endpoint.json
  - test-24-how-it-works-endpoint.json
  - test-25-contextualize-endpoint.json
  - test-26-timeline-around-observation.json
  - test-27-multi-param-combo.json
  - test-28-file-type-combo.json

- Each test result file captures specific search failures or outcomes, including issues with undefined properties and successful execution of search queries.
- Enhanced documentation of search architecture and testing strategies, ensuring compliance with established guidelines and improving overall search functionality.

* feat: Enhance unified search API with catch-all parameters and backward compatibility

- Implemented a unified search API at /api/search that accepts catch-all parameters for filtering by type, observation type, concepts, and files.
- Maintained backward compatibility by keeping granular endpoints functional while routing through the same infrastructure.
- Completed comprehensive testing of search capabilities with real-world query scenarios.

fix: Address missing debug output in search API query tests

- Flushed PM2 logs and executed search queries to verify functionality.
- Diagnosed absence of "Raw Chroma" debug messages in worker logs, indicating potential issues with logging or query processing.

refactor: Improve build and deployment pipeline for claude-mem plugin

- Successfully built and synced all hooks and services to the marketplace directory.
- Ensured all dependencies are installed and up-to-date in the deployment location.

feat: Implement hybrid search filters with 90-day recency window

- Enhanced search server to apply a 90-day recency filter to Chroma results before categorizing by document type.

fix: Correct parameter handling in searchUserPrompts method

- Added support for filter-only queries and improved dual-path logic for clarity.

refactor: Rename FTS5 method to clarify fallback status

- Renamed escapeFTS5 to escapeFTS5_fallback_when_chroma_unavailable to indicate its temporary usage.

feat: Introduce contextualize tool for comprehensive project overview

- Added a new tool to fetch recent observations, sessions, and user prompts, providing a quick project overview.

feat: Add semantic shortcut tools for common search patterns

- Implemented 'decisions', 'changes', and 'how_it_works' tools for convenient access to frequently searched observation categories.

feat: Unified timeline tool supports anchor and query modes

- Combined get_context_timeline and get_timeline_by_query into a single interface for timeline exploration.

feat: Unified search tool added to MCP server

- New tool queries all memory types simultaneously, providing combined chronological results for improved search efficiency.

* Refactor search functionality to clarify FTS5 fallback usage

- Updated `worker-service.cjs` to replace FTS5 fallback function with a more descriptive name and improved error handling.
- Enhanced documentation in `SKILL.md` to specify the unified API endpoint and clarify the behavior of the search engine, including the conditions under which FTS5 is used.
- Modified `search-server.ts` to provide clearer logging and descriptions regarding the fallback to FTS5 when UVX/Python is unavailable.
- Renamed and updated the `SessionSearch.ts` methods to reflect the conditions for using FTS5, emphasizing the lack of semantic understanding in fallback scenarios.

* feat: Add ID-based fetch endpoints and simplify mem-search skill

**Problem:**
- Search returns IDs but no way to fetch by ID
- Skill documentation was bloated with too many options
- Claude wasn't using IDs because we didn't tell it how

**Solution:**
1. Added three new HTTP endpoints:
   - GET /api/observation/:id
   - GET /api/session/:id
   - GET /api/prompt/:id

2. Completely rewrote SKILL.md:
   - Stripped complexity down to essentials
   - Clear 3-step prescriptive workflow: Search → Review IDs → Fetch by ID
   - Emphasized ID usage: "The IDs are there for a reason - USE THEM"
   - Removed confusing multi-endpoint documentation
   - Kept only unified search with filters

**Impact:**
- Token efficiency: Claude can now fetch full details only for relevant IDs
- Clarity: One clear workflow instead of 10+ options to choose from
- Usability: IDs are no longer wasted context - they're actionable

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* chore: Move internal docs to private directory

Moved POSTMORTEM and planning docs to ./private to exclude from PR reviews.

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Co-Authored-By: Claude <noreply@anthropic.com>

* refactor: Remove experimental contextualize endpoint

- Removed contextualize MCP tool from search-server (saves ~4KB)
- Disabled FTS5 fallback paths in SessionSearch (now vector-first)
- Cleaned up CLAUDE.md documentation
- Removed contextualize-rewrite-plan.md doc

Rationale:
- Contextualize is better suited as a skill (LLM-powered) than an endpoint
- Search API already provides vector search with configurable limits
- Created issue #132 to track future contextualize skill implementation

Changes:
- src/servers/search-server.ts: Removed contextualize tool definition
- src/services/sqlite/SessionSearch.ts: Disabled FTS5 fallback, added deprecation warnings
- CLAUDE.md: Cleaned up outdated skill documentation
- docs/: Removed contextualize plan document

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* refactor: Complete FTS5 cleanup - remove all deprecated search code

This completes the FTS5 cleanup work by removing all commented-out
FTS5 search code while preserving database tables for backward compatibility.

Changes:
- Removed 200+ lines of commented FTS5 search code from SessionSearch.ts
- Removed deprecated degraded_search_query__when_uvx_unavailable method
- Updated all method documentation to clarify vector-first architecture
- Updated class documentation to reflect filter-only query support
- Updated CLAUDE.md to remove FTS5 search references
- Clarified that FTS5 tables exist for backward compatibility only
- Updated "Why SQLite FTS5" section to "Why Vector-First Search"

Database impact: NONE - FTS5 tables remain intact for existing installations

Search architecture:
- ChromaDB: All text-based vector search queries
- SQLite: Filter-only queries (date ranges, metadata, no query text)
- FTS5 tables: Maintained but unused (backward compatibility)

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* refactor: Remove all FTS5 fallback execution code from search-server

Completes the FTS5 cleanup by removing all fallback execution paths
that attempted to use FTS5 when ChromaDB was unavailable.

Changes:
- Removed all FTS5 fallback code execution paths
- When ChromaDB fails or is unavailable, return empty results with helpful error messages
- Updated all deprecated tool descriptions (search_observations, search_sessions, search_user_prompts)
- Changed error messages to indicate FTS5 fallback has been removed
- Added installation instructions for UVX/Python when vector search is unavailable
- Updated comments from "hybrid search" to "vector-first search"
- Removed ~100 lines of dead FTS5 fallback code

Database impact: NONE - FTS5 tables remain intact (backward compatibility)

Search behavior when ChromaDB unavailable:
- Text queries: Return empty results with error explaining ChromaDB is required
- Filter-only queries (no text): Continue to work via direct SQLite

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* fix: Address PR 133 review feedback

Critical fixes:
- Remove contextualize endpoint from worker-service (route + handler)
- Fix build script logging to show correct .cjs extension (was .mjs)

Documentation improvements:
- Add comprehensive FTS5 retention rationale documentation
- Include v7.0.0 removal TODO for future cleanup

Testing:
- Build succeeds with correct output logging
- Worker restarts successfully (30th restart)
- Contextualize endpoint properly removed (404 response)
- Search endpoint verified working

This addresses all critical review feedback from PR 133.

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Co-Authored-By: Claude <noreply@anthropic.com>

---------

Co-authored-by: Claude <noreply@anthropic.com>
2025-11-21 18:59:23 -05:00
Copilot c46e4a341a Fix memory leaks from orphaned uvx/python processes (#120)
This fixes memory leak, will remove one unnecessary MCP after this in a new PR but this is mission critical fix

* Initial plan

* Fix memory leaks: Add proper cleanup for ChromaSync and search server processes

Co-authored-by: thedotmack <683968+thedotmack@users.noreply.github.com>

* Add comprehensive process cleanup and PM2 configuration improvements

Co-authored-by: thedotmack <683968+thedotmack@users.noreply.github.com>

* Add comprehensive summary and recommendations for memory leak fixes

Co-authored-by: thedotmack <683968+thedotmack@users.noreply.github.com>

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: thedotmack <683968+thedotmack@users.noreply.github.com>
2025-11-16 22:16:41 -05:00
Alex Newman c0778bef00 docs: Align search documentation with hybrid ChromaDB architecture (#116)
* feat: Add discovery_tokens for ROI tracking in observations and session summaries

- Introduced `discovery_tokens` column in `observations` and `session_summaries` tables to track token costs associated with discovering and creating each observation and summary.
- Updated relevant services and hooks to calculate and display ROI metrics based on discovery tokens.
- Enhanced context economics reporting to include savings from reusing previous observations.
- Implemented migration to ensure the new column is added to existing tables.
- Adjusted data models and sync processes to accommodate the new `discovery_tokens` field.

* refactor: streamline context hook by removing unused functions and updating terminology

- Removed the estimateTokens and getObservations helper functions as they were not utilized.
- Updated the legend and output messages to replace "discovery" with "work" for clarity.
- Changed the emoji representation for different observation types to better reflect their purpose.
- Enhanced output formatting for improved readability and understanding of token usage.

* Refactor user-message-hook and context-hook for improved clarity and functionality

- Updated user-message-hook.js to enhance error messaging and improve variable naming for clarity.
- Modified context-hook.ts to include a new column key section, improved context index instructions, and added emoji icons for observation types.
- Adjusted footer messages in context-hook.ts to emphasize token savings and access to past research.
- Changed user-message-hook.ts to update the feedback and support message for clarity.

* fix: Critical ROI tracking fixes from PR review

Addresses critical findings from PR #111 review:

1. **Fixed incorrect discovery token calculation** (src/services/worker/SDKAgent.ts)
   - Changed from passing cumulative total to per-response delta
   - Now correctly tracks token cost for each observation/summary
   - Captures token state before/after response processing
   - Prevents all observations getting inflated cumulative values

2. **Fixed schema version mismatch** (src/services/sqlite/SessionStore.ts)
   - Changed ensureDiscoveryTokensColumn() from version 11 to version 7
   - Now matches migration007 definition in migrations.ts
   - Ensures consistent version tracking across migration system

These fixes ensure ROI metrics accurately reflect token costs.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* fix: Update search documentation to reflect hybrid ChromaDB architecture

The backend correctly implements ChromaDB-first semantic search with SQLite
temporal ordering and FTS5 fallback, but documentation incorrectly described
it as "FTS5 full-text search". This fix aligns all skill guides and tool
descriptions with the actual implementation.

Changes:
- Update SKILL.md to describe hybrid architecture with ChromaDB primary
- Update observations.md title and query parameter descriptions
- Update all three search tool descriptions in search-server.ts:
  * search_observations
  * search_sessions
  * search_user_prompts

All tools now correctly document:
- ChromaDB semantic search (primary ranking)
- 90-day recency filter
- SQLite temporal ordering
- FTS5 fallback (when ChromaDB unavailable)

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* fix: Add discovery_tokens column to observations and session_summaries tables

---------

Co-authored-by: Claude <noreply@anthropic.com>
2025-11-16 13:36:17 -05:00
Alex Newman 68290a9121 Performance improvements: Token reduction and enhanced summaries (#101)
* refactor: Reduce continuation prompt token usage by 95 lines

Removed redundant instructions from continuation prompt that were originally
added to mitigate a session continuity issue. That issue has since been
resolved, making these detailed instructions unnecessary on every continuation.

Changes:
- Reduced continuation prompt from ~106 lines to ~11 lines (~95 line reduction)
- Changed "User's Goal:" to "Next Prompt in Session:" (more accurate framing)
- Removed redundant WHAT TO RECORD, WHEN TO SKIP, and OUTPUT FORMAT sections
- Kept concise reminder: "Continue generating observations and progress summaries..."
- Initial prompt still contains all detailed instructions

Impact:
- Significant token savings on every continuation prompt
- Faster context injection with no loss of functionality
- Instructions remain comprehensive in initial prompt

Files modified:
- src/sdk/prompts.ts (buildContinuationPrompt function)
- plugin/scripts/worker-service.cjs (compiled output)

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* refactor: Enhance observation and summary prompts for clarity and token efficiency

* Enhance prompt clarity and instructions in prompts.ts

- Added a reminder to think about instructions before starting work.
- Simplified the continuation prompt instruction by removing "for this ongoing session."

* feat: Enhance settings.json with permissions and deny access to sensitive files

refactor: Remove PLAN-full-observation-display.md and PR_SUMMARY.md as they are no longer needed

chore: Delete SECURITY_SUMMARY.md since it is redundant after recent changes

fix: Update worker-service.cjs to streamline observation generation instructions

cleanup: Remove src-analysis.md and src-tree.md for a cleaner codebase

refactor: Modify prompts.ts to clarify instructions for memory processing

* refactor: Remove legacy worker service implementation

* feat: Enhance summary hook to extract last assistant message and improve logging

- Added function to extract the last assistant message from the transcript.
- Updated summary hook to include last assistant message in the summary request.
- Modified SDKSession interface to store last assistant message.
- Adjusted buildSummaryPrompt to utilize last assistant message for generating summaries.
- Updated worker service and session manager to handle last assistant message in summarize requests.
- Introduced silentDebug utility for improved logging and diagnostics throughout the summary process.

* docs: Add comprehensive implementation plan for ROI metrics feature

Added detailed implementation plan covering:
- Token usage capture from Agent SDK
- Database schema changes (migration #8)
- Discovery cost tracking per observation
- Context hook display with ROI metrics
- Testing and rollout strategy

Timeline: ~20 hours over 4 days
Goal: Empirical data for YC application amendment

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

* feat: Add transcript processing scripts for analysis and formatting

- Implemented `dump-transcript-readable.ts` to generate a readable markdown dump of transcripts, excluding certain entry types.
- Created `extract-rich-context-examples.ts` to extract and showcase rich context examples from transcripts, highlighting user requests and assistant reasoning.
- Developed `format-transcript-context.ts` to format transcript context into a structured markdown format for improved observation generation.
- Added `test-transcript-parser.ts` for validating data extraction from transcript JSONL files, including statistics and error reporting.
- Introduced `transcript-to-markdown.ts` for a complete representation of transcript data in markdown format, showing all context data.
- Enhanced type definitions in `transcript.ts` to support new features and ensure type safety.
- Built `transcript-parser.ts` to handle parsing of transcript JSONL files, including error handling and data extraction methods.

* Refactor hooks and SDKAgent for improved observation handling

- Updated `new-hook.ts` to clean user prompts by stripping leading slashes for better semantic clarity.
- Enhanced `save-hook.ts` to include additional tools in the SKIP_TOOLS set, preventing unnecessary observations from certain command invocations.
- Modified `prompts.ts` to change the structure of observation prompts, emphasizing the observational role and providing a detailed XML output format for observations.
- Adjusted `SDKAgent.ts` to enforce stricter tool usage restrictions, ensuring the memory agent operates solely as an observer without any tool access.

* feat: Enhance session initialization to accept user prompts and prompt numbers

- Updated `handleSessionInit` in `worker-service.ts` to extract `userPrompt` and `promptNumber` from the request body and pass them to `initializeSession`.
- Modified `initializeSession` in `SessionManager.ts` to handle optional `currentUserPrompt` and `promptNumber` parameters.
- Added logic to update the existing session's `userPrompt` and `lastPromptNumber` if a `currentUserPrompt` is provided.
- Implemented debug logging for session initialization and updates to track user prompts and prompt numbers.

---------

Co-authored-by: Claude <noreply@anthropic.com>
2025-11-13 18:22:44 -05:00
Alex Newman f45c782c07 Refactor SDK exports and remove unused functions; update search-server formatting functions to eliminate unused parameters; adjust SQLite migration function parameter; add TypeScript error documentation with detailed fixes and priority order. 2025-11-06 22:27:12 -05:00
Alex Newman 03ba89b703 fix: update user prompt formatting and correct 90-day cutoff logic
- Changed user prompt formatting to use full text instead of truncated version.
- Updated date filtering logic to use milliseconds instead of seconds for 90-day cutoff.
- Renamed doc_type values in ChromaSync to ensure consistency and prevent deduplication issues.
- Improved documentation for concept tags in input schema.
2025-11-03 19:05:12 -05:00
Alex Newman 263a8d4c18 Add stderr option to Chroma client initialization for better error handling
- Updated the StdioClientTransport configuration in search-server.ts to include 'stderr: ignore' for the Chroma client.
- Modified the ChromaSync class in ChromaSync.ts to also set 'stderr: ignore' when initializing the Chroma client.
2025-11-03 18:19:35 -05:00
Alex Newman b25b312bf3 feat: add get_timeline_by_query tool for enhanced observation search with timeline context
- Implemented a new tool to search for observations using natural language and retrieve timeline context around the best match.
- Introduced two modes: "auto" for automatic timeline anchor selection and "interactive" for user selection of top matches.
- Added input schema validation using zod for query parameters including depth before/after, limit, and project filtering.
- Integrated hybrid semantic search with fallback to FTS5 for observation retrieval.
- Enhanced response formatting for both modes, including detailed timeline context and observation summaries.
2025-11-03 18:15:05 -05:00
Alex Newman 633f89a5fb feat: Implement user prompt syncing to Chroma and enhance timeline querying
- Added `getObservationById` method to retrieve observations by ID in SessionStore.
- Introduced `getSessionSummariesByIds` and `getUserPromptsByIds` methods for fetching session summaries and user prompts by IDs.
- Developed `getTimelineAroundTimestamp` and `getTimelineAroundObservation` methods to provide a unified timeline of observations, sessions, and prompts around a specified anchor point.
- Enhanced ChromaSync to format and sync user prompts, including a new `syncUserPrompt` method.
- Updated WorkerService to sync the latest user prompt to Chroma after updating the worker port.
- Created tests for timeline querying and MCP handler logic to ensure functionality.
- Documented the implementation plan for user prompts and timeline context tool in the Chroma search completion plan.
2025-11-03 16:55:33 -05:00
Alex Newman 65c89ea2f0 Update default sort order to 'date_desc' in search filters 2025-10-31 23:55:57 -04:00
Alex Newman 9a9b00c6d8 Implement hybrid search server with Chroma + SQLite
- Built search-server.mjs successfully (55KB)
- Configured with packages: 'external' to use node_modules dependencies
- MCP config points to ${CLAUDE_PLUGIN_ROOT}/scripts/search-server.mjs
- Ready for deployment to plugin directory

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
2025-10-31 23:35:44 -04:00
Alex Newman 309e8a7139 Implement hybrid search: Chroma semantic + SQLite temporal
Core implementation:
- Added Chroma MCP client integration to search-server.ts
- Implemented queryChroma() helper with Python dict parsing
- Added VECTOR_DB_DIR constant to paths.ts
- Added SessionStore.getObservationsByIds() method

Search handlers updated:
- search_observations: Semantic-first with 90-day temporal filter
- find_by_concept/type/file: Metadata-first, semantic-enhanced ranking
- All handlers fall back to FTS5 if Chroma unavailable

Technical details:
- Direct MCP client usage (no abstractions)
- Regex parsing of Chroma Python dict responses
- Semantic ranking preserved in final results
- Graceful degradation to FTS5-only search

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
2025-10-31 23:00:04 -04:00
Alex Newman 726f167ebf feat: Implement full-text search for user prompts
- Added functionality to save raw user prompts for full-text search in the newHook function.
- Introduced new search endpoint 'search_user_prompts' to retrieve user prompts using FTS5.
- Created UserPromptRow and UserPromptSearchResult types for handling user prompt data.
- Implemented searchUserPrompts method in SessionSearch class to perform FTS5 queries.
- Created user_prompts table with FTS5 support and necessary triggers for data synchronization.
- Updated SessionStore to include methods for saving user prompts and managing the new table.
2025-10-21 22:02:06 -04:00
Alex Newman 562194612e Remove advanced search functionality from search-server and SessionSearch classes
- Deleted the advanced_search tool from the search-server.ts file, which combined full-text search with structured filters for observations and sessions.
- Removed the advancedSearch method from the SessionSearch class, which handled the logic for performing advanced searches using FTS5 and structured filters.
2025-10-21 19:12:36 -04:00
Alex Newman 02bce8a6e6 Enhance observation parsing and querying functionality
- Filter out observation type from concepts array in parseObservations function to ensure types and concepts are treated as separate dimensions. Added logging for removed types.
- Update prompts documentation to clarify that the observation type must not be included in the concepts array.
- Modify search-server to provide clearer guidance on result limits, emphasizing starting with smaller limits to avoid exceeding token limits.
- Refactor SessionSearch methods to accept options for limit, offset, and orderBy parameters, improving flexibility in querying observations by concept and type.
2025-10-21 19:01:11 -04:00
Alex Newman e9bcb7e9db Enhance search tips and tool descriptions for improved user guidance
- Updated the formatSearchTips function to emphasize the importance of using index format first for token efficiency.
- Revised descriptions for various search tools to include reminders about starting with index format and using full format only for specific items of interest.
- Clarified output format descriptions to recommend index format for initial searches.
2025-10-21 17:36:22 -04:00
Alex Newman 32f45a1100 Add search tips and format options for observation and session search results
- Introduced `formatSearchTips` function to provide helpful search tips in the output.
- Added formatting options for search results, allowing users to choose between 'index' (titles/dates only) and 'full' (complete details).
- Updated handlers for observation and session search tools to accommodate the new format option.
- Enhanced result formatting to include date information and improved output structure.
2025-10-21 15:34:39 -04:00
Alex Newman fd4684dcb3 Refactor search server to use Model Context Protocol SDK; update tool handling and response formatting
- Replaced `createSdkMcpServer` with `Server` from `@modelcontextprotocol/sdk/server/index.js`.
- Updated tool definitions to use structured input schemas with Zod.
- Enhanced response formatting for search results, combining multiple results into a single text response.
- Added new tools for advanced search and recent session context retrieval.
- Improved error handling and logging throughout the server.
2025-10-21 01:03:35 -04:00
Alex Newman 56167c47a2 feat: Implement Claude-mem MCP Search Server with session and observation search capabilities
- Added search functionality for observations and sessions using full-text search.
- Implemented formatting functions for search results with citations.
- Created multiple tools for searching by various criteria including concept, file, type, and advanced search.
- Integrated structured filters and pagination options for search queries.
- Established error handling for search operations and server initialization.
2025-10-18 20:45:41 -04:00