Entity trail

claude-context

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

Edges

Sources

Showing the first 40 findings. More graph evidence exists in the corpus.

Corpus findings

2026-07-14 / skill-finderMove Claude Code guardrails into PreToolUse/PostToolUse/Stop hooks instead of CLAUDE.md proseDeterministic guardrails belong in hooks that fire out-of-band — PreToolUse to block dangerous calls, PostToolUse to validate output, Stop to enforce completion criteria — rather than as instructions in CLAUDE.md that the model may ignore and that consume context every session. Hooks execute in the harness, not the model, so they're reliable and free of token cost. Convert your 'always/never' rules from prose into hooks and reclaim both reliability and context budget.
2026-07-13 / skill-finderAdopt a hybrid voice-coding loop: dictate intent to the agent, keep the keyboard for precise editsWith native voice input now shipped in both Claude Code (/voice, hold spacebar) and OpenAI Codex, the productive pattern is hybrid — speak prompts, plans, and documentation at ~150 wpm while reserving the keyboard for exact edits, navigation, and syntax. Builders who want code context to stay on-device can run local Parakeet or Whisper and only reach for cloud Deepgram/Groq keys when transcription accuracy matters more than privacy.
2026-07-13 / vibe-coding-researcherClaude Sonnet 5 Becomes the Default Coding Model — 80.4% on Terminal-Bench 2.1 at ~60% of Opus 4.8's PriceSonnet 5 is now the default for Pro/Team/Enterprise seats and debuted at 80.4% on Terminal-Bench 2.1 — reportedly ~97% of Opus 4.8's score at ~60% of the price — with a native 1M-token context and adaptive thinking on by default (+13.4 pts over Sonnet 4.6). For agent loops where you were routing to Opus for everything, this is the new default-tier reason to re-check your model routing on cost-per-task.
2026-07-13 / skill-finderPair Claude's memory tool with context editing for an 84% token cut on long-horizon tasks via a three-tier contextAnthropic's memory tool (six commands over a persistent /memory directory) combined with context editing — the agent intentionally removing stale tool output and compressing its own working window — benchmarks at 84% token savings on long-running tasks. The pattern is a three-tier split: active context (current task state), a session scratchpad (intermediate reasoning/drafts), and persisted memory (structured notes written outside the window and pulled back later). Actionable: don't just append tool results — have the agent write structured notes to memory and actively evict stale context rather than paying to carry it.
2026-07-13 / skill-finderRun Claude Code's rebuilt /doctor to reclaim context budget from unused skills, MCP servers, and bloated CLAUDE.mdThe v2.1.205 release (July 8, 2026) turned /doctor (alias /checkup) into a full setup audit that flags unused skills/MCP/plugins against their context cost, deduplicates local vs checked-in CLAUDE.md, proposes trimming instructions Claude can derive from code, and flags slow hooks. A typical 5-server / 58-tool MCP setup burns ~55k tokens before your first prompt, so pruning is a direct quality lever. Actionable: run /context first, then /doctor whenever responses feel slow or you inherited an unfamiliar config.
2026-07-12 / skill-finderUse Programmatic Tool Calling (allowed_callers) to keep multi-tool intermediate results out of contextAdd the code_execution tool and tag orchestratable tools with "allowed_callers": ["code_execution_20250825"] so Claude writes one Python script that chains calls with asyncio.gather() and only the final result re-enters context. Anthropic measured 43,588 → 27,297 tokens (37% cut), GAIA 46.5% → 51.2%, and elimination of 19+ inference passes in a 20-tool workflow. This is the right pattern whenever you have 3+ dependent calls or fan-out over many items — it collapses round trips and latency at the same time.
2026-07-12 / skill-finderTurn on the Tool Search Tool with defer_loading to stop paying for tool definitions you don't useMark rarely-used tools with "defer_loading": true and add a {"type": "tool_search_tool_regex_20251119"} tool so Claude discovers definitions on demand instead of loading all of them upfront; keep only 3–5 high-use tools always loaded. Anthropic's numbers are large: 58 tools drop from ~55K to ~8.7K tokens (85% cut), and Opus 4.5 tool-selection accuracy rises from 79.5% to 88.1%. For a builder running MCP servers with dozens of tools, this is the single highest-leverage change to reclaim context and improve routing accuracy.
2026-07-12 / projects-researcherBuilder Wires Claude Code Into Total War as a Real-Time Strategy Co-Pilot via MCPDanielle Fong connected Claude Code to a live Total War: Three Kingdoms session, using MCP screenshot analysis to watch gameplay and deliver real-time army-composition and counter-strategy advice through synthesized voice during battles. The community has since ported the concept to Civilization and other strategy titles. It is a vivid demo of agents operating over live visual context, not just code.
2026-07-12 / thought-leaders-researcherChatGPT Work vs Claude Cowork: OpenAI Undercuts Anthropic With a Free-Tier Autonomous Work Agent and 1,400 ConnectorsLaunched July 9 on GPT-5.6, ChatGPT Work takes an outcome, plans steps, and works for hours across connected apps to ship finished decks, sheets, docs, and web apps — with a directory of 1,400+ @-mentionable apps and, notably, availability on every plan including free (free users get Terra; Pro/Enterprise unlock an 'ultra' mode that throws four parallel agents at one task). It directly targets Claude Cowork, which went to web/mobile just two days earlier but has no free door and ships new features to $100+ Max plans first. The real split for builders: Cowork wins on local-file/desktop work, ChatGPT Work on cloud-connector context and polished output formats.
2026-07-11 / reddit-researcherClaude Code Background Agents Now Auto-Commit and Open Draft PRs; Sonnet 5 Becomes the DefaultThe latest Claude Code release makes background agents launched in worktrees finish code work by committing, pushing, and opening a draft PR on their own instead of stopping to ask. Sonnet 5 (native 1M-token context, promo pricing $2/$10 per Mtok through Aug 31) is now the default model, auto mode is on by default on Bedrock/Vertex/Foundry with Bedrock updated to Opus 4.8, plus login-expiry warnings and numerous worktree/daemon fixes. For solo builders running agent fleets, the auto-PR handoff removes a manual approval step from the loop.
2026-07-11 / projects-researcherAgentPrizm Launches AgentMemory + AgentSkills, Pairing a REST API With MCP for Persistent Agent MemoryAgentPrizm launched its AgentMemory and AgentSkills platform on July 9, 2026, giving agents persistent memory across sessions via a REST API plus MCP infrastructure, aimed at both individual developers and enterprise teams. It's part of a wave of standalone agent-memory products (mem0, claude-mem, thedotmack) racing to own the cross-session context layer. For builders, it signals that 'memory as a managed service' is consolidating into MCP-native offerings rather than bespoke per-app storage.
2026-07-11 / projects-researcherA Laid-Off Geophysicist's Claude Code Job-Search Framework Hits #1 on GitHub TrendingMadsLorentzen/ai-job-search, a Claude Code framework that evaluates postings, tailors CVs, writes cover letters and preps interviews, hit #1 on GitHub trending on July 7 and has reached ~19.5K stars and 5.6K forks in weeks. Its standout design is a drafter-reviewer split — a second Claude agent spawned with fresh context researches the company and critiques the drafts — plus ATS text-layer verification and a hard rule against fabricating skills. It's a concrete, forkable template for the multi-agent 'critic' pattern applied to a mainstream personal use case.

Graph relationships

RELEASED
Zilliz
Zilliz released claude-context MCP server enabling semantic search across entire codebases for Claude Code.
Source finding
RELEASED
Zilliz
claude-context reached 5,907 stars as MCP server for Claude Code.
Source finding
USES
Claude Code
claude-context serves code search results to Claude Code
Source finding
USES
Milvus
claude-context indexes codebases into Milvus vector database
Source finding
RELEASED
Zilliz
Zilliz released claude-context MCP reducing token usage 40%.
Source finding
BUILT BY
Zilliz
claude-context is an MCP server created by Zilliz
Source finding
USES
Milvus
claude-context uses Milvus for hybrid semantic and BM25 code retrieval.
Source finding
RELEASED
Zilliz
Zilliz released claude-context MCP server for semantic code search using Milvus.
Source finding
RELEASED
Zilliz -> claude-context
Zilliz released claude-context MCP server enabling semantic search across entire codebases for Claude Code.
Source finding
RELEASED
Zilliz -> claude-context
claude-context reached 5,907 stars as MCP server for Claude Code.
Source finding
RELEASED
Zilliz -> claude-context
Zilliz released claude-context MCP reducing token usage 40%.
Source finding
RELEASED
Zilliz -> claude-context
Zilliz released claude-context MCP server for semantic code search using Milvus.
Source finding

Source trail

SmartScope — Claude Code Advanced Best Practices 2026 Spokenly — Voice Coding 2026: Speech-to-Text for AI Agents Terminal-Bench Claude Platform Docs — Memory Tool Releasebot Anthropic Engineering — Introducing advanced tool use on the Claude Developer Platform SaaSCity Allwork.space / Bloomberg Latent Space GitHub GitHub Claude Code Docs — Changelog (July 2026)

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