Files
claude-mem/plugin/skills/mem-search/operations/observations.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

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Markdown

# Search Observations (Full-Text)
Search all observations using natural language queries.
## When to Use
- User asks: "How did we implement authentication?"
- User asks: "What bugs did we fix?"
- User asks: "What features did we add?"
- Looking for past work by keyword or topic
## Command
```bash
curl -s "http://localhost:37777/api/search/observations?query=authentication&format=index&limit=5"
```
## Parameters
- **query** (required): Search terms (e.g., "authentication", "bug fix", "database migration")
- **format**: "index" (summary) or "full" (complete details). Default: "full"
- **limit**: Number of results (default: 20, max: 100)
- **project**: Filter by project name (optional)
## When to Use Each Format
**Use format=index for:**
- Quick overviews
- Finding IDs for deeper investigation
- Listing multiple results
- **Token cost: ~50-100 per result**
**Use format=full for:**
- Complete details including narrative, facts, files, concepts
- Understanding the full context of specific observations
- **Token cost: ~500-1000 per result**
## Example Response (format=index)
```json
{
"query": "authentication",
"count": 5,
"format": "index",
"results": [
{
"id": 1234,
"type": "feature",
"title": "Implemented JWT authentication",
"subtitle": "Added token-based auth with refresh tokens",
"created_at_epoch": 1699564800000,
"project": "api-server",
"score": 0.95
}
]
}
```
## How to Present Results
For format=index, present as a compact list:
```markdown
Found 5 results for "authentication":
1. **#1234** [feature] Implemented JWT authentication
> Added token-based auth with refresh tokens
> Nov 9, 2024 • api-server
2. **#1235** [bugfix] Fixed token expiration edge case
> Handled race condition in refresh flow
> Nov 9, 2024 • api-server
```
**Include:** ID (for follow-up), type emoji (🔴 bugfix, 🟣 feature, 🔄 refactor, 🔵 discovery, 🧠 decision, ✅ change), title, subtitle, date, project.
For complete formatting guidelines, see formatting.md (documentation coming soon).
## Error Handling
**Missing query parameter:**
```json
{"error": "Missing required parameter: query"}
```
Fix: Add the query parameter
**No results found:**
```json
{"query": "foobar", "count": 0, "results": []}
```
Response: "No results found for 'foobar'. Try different search terms."
## Tips
1. Be specific: "authentication JWT" > "auth"
2. Start with format=index and limit=5-10
3. Use project filtering when working on one codebase
4. If no results, try broader terms or check spelling
**Token Efficiency:**
- Start with format=index (~50-100 tokens per result)
- Use format=full only for relevant items (~500-1000 tokens per result)
- See [../principles/progressive-disclosure.md](../principles/progressive-disclosure.md)