Fetching from the wire…
Public story · 2026-03-15 · source-backed
Claude Code's Tool Search feature — shipped January 2026, now on by default — solved one of the most expensive hidden costs in agentic development. Previously, connecting 7 MCP servers consumed approximately 51,000 tokens of context just loading tool definitions before any work began. Tool Search defers all definitions and injects a single search tool instead, dropping overhead to ~8,500 tokens — an 85% reduction with zero configuration. Joe Njenga / Medium
The mechanism: when Claude needs a tool, it searches by keyword and selectively loads 3–5 relevant definitions per query. The feature auto-activates when total tool descriptions exceed 10K tokens. For builders running MCP-heavy setups — database servers, browser automation, file management, custom business logic — this is a pure context budget recovery play. Those 42,500 recovered tokens are now available for actual work: more code in context, longer conversation history before compaction, deeper retrieval results.
Combined with path-scoped .claude/rules/ files that defer instruction loading until matching files enter context, and CLAUDE.md kept under 200 lines with lazy pointers to module-specific sub-files, the full token discipline stack recovers the majority of context budget that naive configurations waste. Claude Code Docs If you haven't audited your MCP token footprint, run /context in Claude Code — the new optimization tips will flag bloat directly.
Each link below shares sources, entities, or timing with this story.
1. KV-Cache-Aware Context Engineering (Advanced) — 10x cost reduction by treating cache hit rate as your most important metric. Make system prompts stable, use append-only history, static tools with logit masking. Manus Blog 2. Claude Code Agent Teams (Intermediate) — Run coor...
This one rearranged my week. An essay published August 4 walks through Databricks' independent benchmark of coding harnesses against its own multi-million-line codebase. Pi, a harness with four built-in tools and a system prompt under 1,000 tokens, paired with Opus 4.8 at xhig...
Two releases landed today and they're both significant. The headline security fix: PreToolUse hooks returning allow were bypassing deny permission rules — including enterprise managed settings. If you're running Claude Code in a managed enterprise environment with security hoo...
It now dedupes local CLAUDE.md files against checked-in ones, proposes trimming content it can derive from the codebase, ranks unused skills, MCP servers, and plugins by context cost, and flags slow hooks. Background subagents run by default and, when launched from claude agen...
The v2.1.205 release turned /doctor into a full setup audit that flags unused skills, MCP, and plugins against their context cost, deduplicates local vs checked-in CLAUDE.md, and flags slow hooks (Releasebot). A typical 5-server, 58-tool MCP setup burns ~55k tokens before your...
1. AGENTS.md Attention Budget Management (beginner) — Prune your config to under 50 lines. Front-load and back-load critical rules. Repeat must-follow instructions. paddo.dev 2. Claude Code /batch for Parallel Migrations (advanced) — Run /batch <description> to decompose large...
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