Files
claude-mem/plugin/skills/mem-search/operations/sessions.md
T
basher83 97d565e3cd Replace search skill with mem-search (#91)
* feat: add mem-search skill with progressive disclosure architecture

Add comprehensive mem-search skill for accessing claude-mem's persistent
cross-session memory database. Implements progressive disclosure workflow
and token-efficient search patterns.

Features:
- 12 search operations (observations, sessions, prompts, by-type, by-concept, by-file, timelines, etc.)
- Progressive disclosure principles to minimize token usage
- Anti-patterns documentation to guide LLM behavior
- HTTP API integration for all search functionality
- Common workflows with composition examples

Structure:
- SKILL.md: Entry point with temporal trigger patterns
- principles/: Progressive disclosure + anti-patterns
- operations/: 12 search operation files

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

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

* docs: add CHANGELOG entry for mem-search skill

Document mem-search skill addition in Unreleased section with:
- 100% effectiveness compliance metrics
- Comparison to previous search skill implementation
- Progressive disclosure architecture details
- Reference to audit report documentation

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

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

* docs: add mem-search skill audit report

Add comprehensive audit report validating mem-search skill against
Anthropic's official skill-creator documentation.

Report includes:
- Effectiveness metrics comparison (search vs mem-search)
- Critical issues analysis for production readiness
- Compliance validation across 6 key dimensions
- Reference implementation guidance

Result: mem-search achieves 100% compliance vs search's 67%

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

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

* feat: Add comprehensive search architecture analysis document

- Document current state of dual search architectures (HTTP API and MCP)
- Analyze HTTP endpoints and MCP search server architectures
- Identify DRY violations across search implementations
- Evaluate the use of curl as the optimal approach for search
- Provide architectural recommendations for immediate and long-term improvements
- Outline action plan for cleanup, feature parity, DRY refactoring

* refactor: Remove deprecated search skill documentation and operations

* refactor: Reorganize documentation into public and context directories

Changes:
- Created docs/public/ for Mintlify documentation (.mdx files)
- Created docs/context/ for internal planning and implementation docs
- Moved all .mdx files and assets to docs/public/
- Moved all internal .md files to docs/context/
- Added CLAUDE.md to both directories explaining their purpose
- Updated docs.json paths to work with new structure

Benefits:
- Clear separation between user-facing and internal documentation
- Easier to maintain Mintlify docs in dedicated directory
- Internal context files organized separately

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

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

* Enhance session management and continuity in hooks

- Updated new-hook.ts to clarify session_id threading and idempotent session creation.
- Modified prompts.ts to require claudeSessionId for continuation prompts, ensuring session context is maintained.
- Improved SessionStore.ts documentation on createSDKSession to emphasize idempotent behavior and session connection.
- Refined SDKAgent.ts to detail continuation prompt logic and its reliance on session.claudeSessionId for unified session handling.

---------

Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Alex Newman <thedotmack@gmail.com>
2025-11-11 16:15:07 -05:00

3.5 KiB

Search Sessions (Full-Text)

Search session summaries using natural language queries.

When to Use

  • User asks: "What did we work on last week?"
  • User asks: "What sessions involved database work?"
  • User asks: "Show me sessions where we fixed bugs"
  • Looking for past sessions by topic or theme

Command

curl -s "http://localhost:37777/api/search/sessions?query=authentication&format=index&limit=5"

Parameters

  • query (required): Search terms (e.g., "authentication", "database migration", "bug fixes")
  • format: "index" (summary) or "full" (complete details). Default: "full"
  • limit: Number of results (default: 20, max: 100)
  • project: Filter by project name (optional)
  • dateRange: Filter by date range (optional)

When to Use Each Format

Use format=index for:

  • Quick overviews of past sessions
  • Finding session IDs for deeper investigation
  • Listing multiple sessions
  • Token cost: ~50-100 per result

Use format=full for:

  • Complete session summaries with requests, completions, learnings
  • Understanding the full context of a session
  • Token cost: ~500-1000 per result

Example Response (format=index)

{
  "query": "authentication",
  "count": 3,
  "format": "index",
  "results": [
    {
      "id": 545,
      "session_id": "S545",
      "title": "Implemented JWT authentication system",
      "subtitle": "Added token-based auth with refresh tokens",
      "created_at_epoch": 1699564800000,
      "project": "api-server"
    }
  ]
}

How to Present Results

For format=index, present as a compact list:

Found 3 sessions about "authentication":

🎯 **Session #545** Implemented JWT authentication system
   > Added token-based auth with refresh tokens
   > Nov 9, 2024 • api-server

🎯 **Session #546** Fixed authentication token expiration
   > Resolved race condition in token refresh flow
   > Nov 8, 2024 • api-server

For complete formatting guidelines, see formatting.md.

Session Summary Structure

Full session summaries include:

  • Session request: What the user asked for
  • What was completed: Summary of work done
  • Key learnings: Important insights and discoveries
  • Files modified: List of changed files
  • Observations: Links to detailed observations

Error Handling

Missing query parameter:

{"error": "Missing required parameter: query"}

Fix: Add the query parameter

No results found:

{"query": "foobar", "count": 0, "results": []}

Response: "No sessions found for 'foobar'. Try different search terms."

Tips

  1. Be specific: "JWT authentication implementation" > "auth"
  2. Start with format=index and limit=5-10
  3. Use dateRange for recent sessions: ?query=auth&dateRange[start]=2024-11-01
  4. Sessions provide high-level overview, observations provide details
  5. Use project filtering when working on one codebase

Token Efficiency:

When to Use Sessions vs Observations

Use sessions search when:

  • Looking for high-level work summaries
  • Understanding what was done in past sessions
  • Getting overview of recent activity

Use observations search when:

  • Looking for specific implementation details
  • Finding bugs, features, or decisions
  • Need fine-grained context about code changes