Refactor mem-search documentation and optimize API tool definitions
- Updated SKILL.md to emphasize batch fetching for observations, clarifying usage and efficiency. - Removed deprecated tools from mcp-server.ts and streamlined tool definitions for clarity. - Enhanced formatting in FormattingService.ts for better output readability. - Adjusted SearchManager.ts to improve result headers and removed unnecessary search tips from combined text.
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@@ -87,13 +87,7 @@ Review the index results (and timeline if used). Identify which IDs are actually
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For each relevant ID, fetch full details using MCP tools:
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**Fetch single observation:**
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```
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get_observation(id=11131)
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```
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**Fetch multiple observations (recommended for 2+ IDs):**
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**Fetch multiple observations (ALWAYS use for 2+ IDs):**
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```
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get_batch_observations(ids=[11131, 10942, 10855])
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@@ -105,10 +99,17 @@ get_batch_observations(ids=[11131, 10942, 10855])
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get_batch_observations(
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ids=[11131, 10942, 10855],
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orderBy="date_desc",
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limit=10
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limit=10,
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project="my-project"
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)
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```
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**Fetch single observation (only when fetching exactly 1):**
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```
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get_observation(id=11131)
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```
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**Fetch session:**
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```
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@@ -127,18 +128,20 @@ get_prompt(id=5421)
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- Sessions: Just the number (2005) from "S2005"
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- Prompts: Just the number (5421)
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**When to use batch:**
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**Batch optimization:**
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- Always use `get_batch_observations` when fetching 2+ observations
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- More efficient: one request vs multiple
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- Returns all observations in a single response
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- **ALWAYS use `get_batch_observations` for 2+ observations**
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- 10-100x more efficient than individual fetches
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- Single HTTP request vs N requests
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- Returns all results in one response
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- Supports ordering and filtering
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## Search Parameters
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**Basic:**
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- `query` - What to search for (required)
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- `format` - "index" or "full" (always use "index" first)
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- `format` - "index" (NEVER USE FULL)
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- `limit` - How many results (default 30)
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- `project` - Filter by project name (required)
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@@ -188,18 +191,30 @@ progressive_ix(topic="all") # Get complete guide
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## Why This Workflow?
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**Token efficiency:**
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**Massive performance gains:**
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- Index format: ~50-100 tokens per result
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- Full format: ~500-1000 tokens per result
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- **10x difference** - only fetch full when you know it's relevant
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- **Index format:** ~50-100 tokens per result
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- **Full format:** ~500-1000 tokens per result
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- **10x token savings** - only fetch full when you know it's relevant
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**Batch fetching optimization:**
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- **Fetching 10 observations individually:** 10 HTTP requests, ~5-10s latency
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- **Batch fetch:** 1 HTTP request, ~0.5-1s latency
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- **10-100x faster** for multi-observation queries
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**Clarity:**
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- See everything first
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- Pick what matters
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- Get details only for what you need
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- See everything first (index)
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- Get timeline context around interesting results
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- Pick what matters based on context
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- Fetch details only for what you need (batch when possible)
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---
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**Remember:** ALWAYS search with format=index first. ALWAYS get timeline context for observations you're interested in. ALWAYS fetch by ID for details. The IDs are there for a reason - use them.
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**Remember:**
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- ALWAYS search with `format="index"` first for token efficiency
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- ALWAYS get timeline context to understand what was happening
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- ALWAYS use `get_batch_observations` when fetching 2+ observations
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- The workflow is optimized: index → timeline → batch fetch = 10-100x faster
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