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Honeystax/Claude CodeClaude Code

Claude CodeThe board builders scan before they commit to this stack.

Anthropic’s CLI for Claude — the coding agent

Claude Code is Anthropic’s official CLI for coding with Claude. Explore skills, MCP servers, frameworks, and tools built for the Claude Code ecosystem.

17 featured picks317 builds with real repo pull19 live lanes to scan
933Tracked Builds
1.7MRepo Stars
19Builder Lanes
Read the boardcodeOpen official source
rocket_launch

Fastest Way Into Claude Code

1. Install

npm install -g @anthropic-ai/claude-code

Requires Node.js 18+. Works on macOS, Linux, and WSL.

2. Run

cd your-project && claude

Opens an interactive session. Claude reads your codebase and helps you code.

3. Extend

Add skills (custom slash commands), MCP servers (external tools), hooks (lifecycle events), and agents for complex tasks.

code GitHubmenu_book Docspackage_2 npm
menu_book

Step-by-Step Guide

From zero to coding with Claude in under 2 minutes

1download

Install Claude Code

One command. Takes about 30 seconds.

expand_more
  1. a

    Check if you have Node.js

    node --version

    You need v18 or higher. If you see a number like v20.11.0, you're good. If you get "command not found", go to nodejs.org and install it first.

  2. b

    Install Claude Code globally

    npm install -g @anthropic-ai/claude-code

    This installs the claude command on your machine. Runs on macOS, Linux, and Windows (WSL).

  3. c

    Verify it worked

    claude --version

    You should see a version number. If you do, you're ready to go.

2terminal

Run It in Your Project

Point it at your code and start talking.

expand_more
  1. a

    Open your terminal

    On Mac: Spotlight → type "Terminal". On Windows: open WSL or Windows Terminal.

  2. b

    Navigate to your project folder

    cd ~/my-project

    Replace ~/my-project with the actual path to your project.

  3. c

    Start Claude Code

    claude

    That's it. Just type claude and hit Enter.

  4. d

    First time? Log in

    It'll open a browser window to authenticate with your Anthropic account. Log in, come back to the terminal, and you're connected.

  5. e

    Start talking

    Claude automatically reads your project files. Just describe what you want: "add a login page", "fix the failing test", "refactor this function".

3keyboard

UI Basics & Key Commands

Everything you need to know to not feel lost.

expand_more

Core Controls

Enter

Send your message

Escape

Cancel what Claude is doing right now

Ctrl + C

Exit Claude Code completely

↑ / ↓

Scroll through your message history

Slash Commands

/help

See all available commands

/clear

Wipe the conversation and start fresh

/compact

Summarize and shrink the conversation

/cost

See how much this session has cost so far

lightbulbPro tip: When Claude wants to edit a file or run a command, it'll ask for permission. Press y to allow, n to deny. You can also type ! to allow and stop asking for that type of action.

auto_awesome

Where Claude Code is winning

The strongest lanes in this ecosystem, ranked by visible public proof.

Lead builds

buildSkills

6 tracked builds

77k ★
Leadmarketingskills33k★#2humanizer24k★#3awesome-agent-skills11k★#4pinme3.7k★#5trailofbits-skills3.5k★#6Claudeception2.0k★
Lead builds

hubMCP Servers

5 tracked builds

95k ★
Leadawesome-mcp-servers83k★#2Pal MCP Server11k★#3claude-code-mcp1.3k★#4obsidian-claude-code-mcp172★#5claude-code-mcp-init73★
Lead builds

smart_toyAgents

5 tracked builds

16k ★
Leadawesome-claude-code-subagents13k★#2a-list-of-claude-code-agents1.2k★#3claude_code_agent_farm685★#4agentic-flow531★#5cord132★
Lead builds

extensionPlugins & Hooks

6 tracked builds

8.5k ★
LeadContinuous-Claude-v33.6k★#2claude-code-hooks-mastery3.3k★#3claude-code-hooks-observability1.3k★#4ccproxy180★#5cchooks120★#6claude-hooks-sdk63★
Lead builds

appsApps & Tools

5 tracked builds

64k ★
Leadclaude-code-router29k★#2opcode21k★#3claude-relay-service12k★#4cui1.1k★#5agent-viewer337★
Lead builds

menu_bookGuides & Config

5 tracked builds

137k ★
Leadget-shit-done64k★#2awesome-claude-code27k★#3SuperClaude_Framework23k★#4context-engineering-intro13k★#5claude-code-infrastructure-showcase9.6k★
list

Claude Code board

(121)

Filter the ranked board by type, timing, and proof signal.

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121 signals found

claude-plugins-officialstar
MCP Server

Official, Anthropic-managed directory of high quality Claude Code Plugins.

Featured build30k repo stars9017 builder votes
Featured buildAlready singled out as one of the stronger builds on the board.
Claude CodeClaude Code

Official, Anthropic-managed directory of high quality Claude Code Plugins.. An open-source mcp server for the AI coding ecosystem.

claude-context
MCP ServerCode & Search

Code search MCP for Claude Code. Make entire codebase the context for any coding agent.

Stack favorite12k repo stars3551 builder votes
Claude, Go, TypeScript, JavaScript, Python, Rust, Ruby, Java, C++, Swift, Kotlin, PHP, OpenAI, LangChain, Ollama, pnpm
Stack favoriteReal repo gravity. Builders already treat this as a serious reference point.
Claude CodeClaude CodeClaude, Go, TypeScript, JavaScript, Python, Rust, Ruby, Java, C++, Swift, Kotlin, PHP, OpenAI, LangChain, Ollama, pnpm

Code search MCP for Claude Code. Make entire codebase the context for any coding agent.. An open-source mcp server for the AI coding ecosystem.

claude-code-ultimate-guide
MCP Server

A tremendous feat of documentation, this guide covers Claude Code from beginner to power user, with production-ready...

Stack favorite5.0k repo stars1499 builder votes
Stack favoriteReal repo gravity. Builders already treat this as a serious reference point.
Claude CodeClaude Code

A tremendous feat of documentation, this guide covers Claude Code from beginner to power user, with production-ready templates for Claude Code features, guides on agentic workflows, and a lot of great learning materials, including quizzes and a handy "cheatsheet". Whether it's the "ultimate" guide to Claude Code will be up to the reader :). An open-source mcp server for the AI coding ecosystem.

NotFair
MCP Server

Open-source Claude Code skills for SEO, GEO, Google Ads, Meta Ads

Stack favorite2.8k repo stars849 builder votes
Stack favoriteReal repo gravity. Builders already treat this as a serious reference point.
Claude CodeClaude Code

Open-source Claude Code skills for SEO, GEO, Google Ads, Meta Ads. An open-source mcp server for the AI coding ecosystem.

toprank
MCP Server

Open-source Claude Code skills for SEO, GEO, Google Ads, Meta Ads

Stack favorite2.6k repo stars786 builder votes
Stack favoriteReal repo gravity. Builders already treat this as a serious reference point.
Claude CodeClaude Code

Open-source Claude Code skills for SEO, GEO, Google Ads, Meta Ads. An open-source mcp server for the AI coding ecosystem.

claude-code-plugins-plus-skills
MCP Server

425 plugins, 2,810 skills, 200 agents for Claude Code. Open-source marketplace at tonsofskills.com with the ccpi CLI...

Stack favorite2.3k repo stars703 builder votes
Stack favoriteReal repo gravity. Builders already treat this as a serious reference point.
Claude CodeClaude Code

425 plugins, 2,810 skills, 200 agents for Claude Code. Open-source marketplace at tonsofskills.com with the ccpi CLI package manager.. An open-source mcp server for the AI coding ecosystem.

md2wechat-skill
MCP Server

Markdown to WeChat CLI | 一键排版发布到微信公众号：支持 40+ 排版样式和专业主题 、AI 配图 、批量发布

Stack favorite2.3k repo stars232 builder votes
Stack favoriteReal repo gravity. Builders already treat this as a serious reference point.
Claude CodeClaude Code

Markdown to WeChat CLI | 一键排版发布到微信公众号：支持 40+ 排版样式和专业主题 、AI 配图 、批量发布

code-graph-rag
MCP Server

The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and kno...

Stack favorite2.2k repo stars219 builder votes
Stack favoriteReal repo gravity. Builders already treat this as a serious reference point.
Claude CodeClaude Code

The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs

mcp_excalidraw
MCP Server

MCP server and Claude Code skill for Excalidraw — programmatic canvas toolkit to create, edit, and export diagrams vi...

Stack favorite1.9k repo stars581 builder votes
Stack favoriteReal repo gravity. Builders already treat this as a serious reference point.
Claude CodeClaude Code

MCP server and Claude Code skill for Excalidraw — programmatic canvas toolkit to create, edit, and export diagrams via AI agents with real-time canvas sync.. An open-source mcp server for the AI coding ecosystem.

jcodemunch-mcp
MCP Server

The leading, most token-efficient MCP server for GitHub source code exploration via tree-sitter AST parsing

Stack favorite1.9k repo stars191 builder votes
Stack favoriteReal repo gravity. Builders already treat this as a serious reference point.
Claude CodeClaude Code

The leading, most token-efficient MCP server for GitHub source code exploration via tree-sitter AST parsing

Claude-Code-Everything-You-Need-to-Know
MCP ServerWorkflow & Automation

The ultimate all-in-one guide to mastering Claude Code. From setup, prompt engineering, commands, hooks, workflows, a...

Stack favorite1.7k repo stars173 builder votes
Anthropic, Claude, Python, Go, SQLite, GPT, LLM, AWS, Vercel
Stack favoriteReal repo gravity. Builders already treat this as a serious reference point.
Claude CodeClaude CodeAnthropic, Claude, Python, Go, SQLite, GPT, LLM, AWS, Vercel

The ultimate all-in-one guide to mastering Claude Code. From setup, prompt engineering, commands, hooks, workflows, automation, and integrations, to MCP servers, tools, and the BMAD method—packed with step-by-step tutorials, real-world examples, and expert strategies to make this the global go-to repo for Claude mastery.

claude-code-mcp
MCP ServerClaude Code MCPs

Claude Code as one-shot MCP server to have an agent in your agent.

Stack favorite1.3k repo stars128 builder votes
Go, Claude, ESLint, GitHub Actions, JavaScript, Python, Java, Anthropic
Stack favoriteReal repo gravity. Builders already treat this as a serious reference point.
Claude CodeClaude CodeGo, Claude, ESLint, GitHub Actions, JavaScript, Python, Java, Anthropic

Claude Code as one-shot MCP server to have an agent in your agent.

voicemode
MCP Server

Natural voice conversations with Claude Code

Stack favorite1.2k repo stars120 builder votes
Stack favoriteReal repo gravity. Builders already treat this as a serious reference point.
Claude CodeClaude Code

Natural voice conversations with Claude Code

agentshield
MCP Server

AI agent security scanner. Detect vulnerabilities in agent configurations, MCP servers, and tool permissions. Availab...

Builder signal649 repo stars65 builder votes
Builder signalGetting enough attention to influence how people assemble their stack.
Claude CodeClaude Code

AI agent security scanner. Detect vulnerabilities in agent configurations, MCP servers, and tool permissions. Available as CLI, GitHub Action, ECC plugin, and GitHub App integration.

storybloq
MCP Server

Cross-session context for Claude Code. CLI + MCP server + /story skill that tracks tickets, issues, handovers, and ro...

Builder signal549 repo stars55 builder votes
Builder signalGetting enough attention to influence how people assemble their stack.
Claude CodeClaude Code

Cross-session context for Claude Code. CLI + MCP server + /story skill that tracks tickets, issues, handovers, and roadmap in a.story/ directory.

UnrealClaude
MCP Server

Claude Code CLI integration for Unreal Engine 5.7 - Get AI coding assistance with built-in UE5.7 documentation contex...

Builder signal542 repo stars54 builder votes
Builder signalGetting enough attention to influence how people assemble their stack.
Claude CodeClaude Code

Claude Code CLI integration for Unreal Engine 5.7 - Get AI coding assistance with built-in UE5.7 documentation context directly in the editor.

claude-code-skills
MCP Server

Plugin suite + bundled MCP servers for Claude Code. Full delivery lifecycle: Agile pipeline with multi-model AI revie...

Builder signal478 repo stars48 builder votes
Builder signalGetting enough attention to influence how people assemble their stack.
Claude CodeClaude Code

Plugin suite + bundled MCP servers for Claude Code. Full delivery lifecycle: Agile pipeline with multi-model AI review, project bootstrap, documentation generation, codebase audits, performance optimization, community workflows. Includes hex-line (hash-verified editing), hex-graph (code knowledge graph), and hex-ssh (remote SSH) MCP servers.

claude-video-vision
MCP Server

Give Claude the ability to watch and understand videos — Claude Code plugin with frame extraction and multimodal audi...

Builder signal395 repo stars40 builder votes
Builder signalGetting enough attention to influence how people assemble their stack.
Claude CodeClaude Code

Give Claude the ability to watch and understand videos — Claude Code plugin with frame extraction and multimodal audio analysis

ai-agent-team
MCP Server

AI Agent Team-拥有24/7专业AI开发团队：产品经理、前端开发、后端开发、测试工程师、DevOps工程师、技术负责人。一键安装，支持中英文命令，大幅提升开发效率！

Builder signal374 repo stars37 builder votes
Builder signalGetting enough attention to influence how people assemble their stack.
Claude CodeClaude Code

AI Agent Team-拥有24/7专业AI开发团队：产品经理、前端开发、后端开发、测试工程师、DevOps工程师、技术负责人。一键安装，支持中英文命令，大幅提升开发效率！

agentrove
MCP Server

Your own Claude Code UI, sandbox, in-browser VS Code, terminal, multi-provider support (Anthropic, OpenAI, GitHub Cop...

Builder signal245 repo stars25 builder votes
Builder signalGetting enough attention to influence how people assemble their stack.
Claude CodeClaude Code

Your own Claude Code UI, sandbox, in-browser VS Code, terminal, multi-provider support (Anthropic, OpenAI, GitHub Copilot, OpenRouter), custom skills, and MCP servers.

node9-proxy
MCP Server

The Execution Security Layer for the Agentic Era. Providing deterministic "Sudo" governance and audit logs for autono...

Builder signal202 repo stars20 builder votes
Builder signalGetting enough attention to influence how people assemble their stack.
Claude CodeClaude Code

The Execution Security Layer for the Agentic Era. Providing deterministic "Sudo" governance and audit logs for autonomous AI agents.

task-orchestrator
MCP Server

Server-enforced workflow discipline for AI agents. An MCP server providing persistent work items, dependency graphs,...

Builder signal190 repo stars19 builder votes
Builder signalGetting enough attention to influence how people assemble their stack.
Claude CodeClaude Code

Server-enforced workflow discipline for AI agents. An MCP server providing persistent work items, dependency graphs, quality gates, and actor attribution. Schemas define what agents must produce — the server blocks the call if they don't. Works with any MCP-compatible client.

jdocmunch-mcp
MCP Server

The leading, most token-efficient MCP server for documentation exploration and retrieval via structured section indexing

Builder signal179 repo stars18 builder votes
Builder signalGetting enough attention to influence how people assemble their stack.
Claude CodeClaude Code

The leading, most token-efficient MCP server for documentation exploration and retrieval via structured section indexing

yantrikdb-server
MCP Server

Cognitive memory database for AI agents — consolidates duplicates, detects contradictions, fades stale memories via t...

Builder signal150 repo stars15 builder votes
Builder signalGetting enough attention to influence how people assemble their stack.
Claude CodeClaude Code

Cognitive memory database for AI agents — consolidates duplicates, detects contradictions, fades stale memories via temporal decay. Rust, AGPL, ships as library / MCP server / HTTP cluster.

claude-mermaid
MCP Server

MCP Server to previewing mermaid diagrams with live reload

Builder signal150 repo stars15 builder votes
Builder signalGetting enough attention to influence how people assemble their stack.
Claude CodeClaude Code

MCP Server to previewing mermaid diagrams with live reload

firefox-devtools-mcp
MCP Server

Model Context Protocol server for Firefox DevTools - enables AI assistants to inspect and control Firefox browser thr...

Builder signal145 repo stars15 builder votes
Builder signalGetting enough attention to influence how people assemble their stack.
Claude CodeClaude Code

Model Context Protocol server for Firefox DevTools - enables AI assistants to inspect and control Firefox browser through the Remote Debugging Protocol

ServiceGraph
MCP Server

AI Agent skills to access structured datasets for startup founders

Builder signal144 repo stars14 builder votes
Builder signalGetting enough attention to influence how people assemble their stack.
Claude CodeClaude Code

AI Agent skills to access structured datasets for startup founders

claude-code-studio
MCP Server

A fully functional web workspace for Claude Code CLI—chat, Kanban task board, task scheduling, multi-agent orchestrat...

Builder signal114 repo stars11 builder votes
Builder signalGetting enough attention to influence how people assemble their stack.
Claude CodeClaude Code

A fully functional web workspace for Claude Code CLI—chat, Kanban task board, task scheduling, multi-agent orchestration, MCP servers, skills, remote access (Web, SSH, Telegram), projects, and real-time data streaming.

kept
MCP Server

Search, archive, and recall your AI conversations. ChatGPT, Claude, Gemini, Grok, Kimi. Local-first, MIT licensed.

Builder signal105 repo stars11 builder votes
Builder signalGetting enough attention to influence how people assemble their stack.
Claude CodeClaude Code

Search, archive, and recall your AI conversations. ChatGPT, Claude, Gemini, Grok, Kimi. Local-first, MIT licensed.

mcp-voice-hooks
MCP Server

MCP server plugin for voice input and output in Claude Code

Builder signal101 repo stars10 builder votes
Builder signalGetting enough attention to influence how people assemble their stack.
Claude CodeClaude Code

MCP server plugin for voice input and output in Claude Code

miro-ai
MCP Server

Official Miro AI developer tools and integrations. Includes MCP server configuration, Claude Code skills, and resourc...

Builder signal98 repo stars10 builder votes
Builder signalGetting enough attention to influence how people assemble their stack.
Claude CodeClaude Code

Official Miro AI developer tools and integrations. Includes MCP server configuration, Claude Code skills, and resources for building AI-powered experiences with Miro boards.

knowledge-rag
MCP Server

[knowledge-rag] - Drop docs, search instantly from Claude Code — 12 MCP tools, 20 format parsers, hybrid search + rer...

Builder signal93 repo stars28 builder votes
Builder signalGetting enough attention to influence how people assemble their stack.
Claude CodeClaude Code

[knowledge-rag] - Drop docs, search instantly from Claude Code — 12 MCP tools, 20 format parsers, hybrid search + reranking. Zero servers, zero API keys, 100% local.. An open-source mcp server for the AI coding ecosystem.

claudex
MCP Server

MCP server with persistent memory + FTS5 search for Claude Code conversation history. Index your ~/.claude/projects/,...

Rising build86 repo stars9 builder votes
Rising buildEarly proof is forming around this project before it turns obvious.
Claude CodeClaude Code

MCP server with persistent memory + FTS5 search for Claude Code conversation history. Index your ~/.claude/projects/, expose 10 MCP tools, browse via web UI. MIT-licensed.

open-computer-use
MCP Server

MCP server that gives any LLM its own computer — managed Docker workspaces with live browser, terminal, code executio...

Rising build85 repo stars9 builder votes
Rising buildEarly proof is forming around this project before it turns obvious.
Claude CodeClaude Code

MCP server that gives any LLM its own computer — managed Docker workspaces with live browser, terminal, code execution, document skills, and autonomous sub-agents. Self-hosted, open-source, pluggable into any model.

mcpick
MCP Server

Claude Code extension manager — MCP servers, plugins (skills, hooks, agents), and marketplaces

Rising build82 repo stars8 builder votes
Rising buildEarly proof is forming around this project before it turns obvious.
Claude CodeClaude Code

Claude Code extension manager — MCP servers, plugins (skills, hooks, agents), and marketplaces

claude-soul
MCP Server

Self-correcting learning engine for Claude Code — persistent identity, behavioral pattern tracking, and cross-session...

Rising build81 repo stars8 builder votes
Rising buildEarly proof is forming around this project before it turns obvious.
Claude CodeClaude Code

Self-correcting learning engine for Claude Code — persistent identity, behavioral pattern tracking, and cross-session memory

iai-mcp
MCP Server

The best-benchmarked open-source memory system for AI coding assistants

Rising build81 repo stars8 builder votes
Rising buildEarly proof is forming around this project before it turns obvious.
Claude CodeClaude Code

The best-benchmarked open-source memory system for AI coding assistants

mymir
MCP Server

Project management for the agentic engineering era.

Rising build79 repo stars8 builder votes
Rising buildEarly proof is forming around this project before it turns obvious.
Claude CodeClaude Code

Project management for the agentic engineering era.

ipybox
MCP Server

Unified execution environment for Python code, shell commands, and programmatic MCP tool calls.

Rising build74 repo stars7 builder votes
Rising buildEarly proof is forming around this project before it turns obvious.
Claude CodeClaude Code

Unified execution environment for Python code, shell commands, and programmatic MCP tool calls.

octomind
MCP Server

Plug and play AI agents for any domain

Rising build73 repo stars7 builder votes
Rising buildEarly proof is forming around this project before it turns obvious.
Claude CodeClaude Code

Plug and play AI agents for any domain

open-computer-use
MCP Server

MCP server that gives any LLM its own computer — managed Docker workspaces with live browser, terminal, code executio...

Rising build66 repo stars7 builder votes
Rising buildEarly proof is forming around this project before it turns obvious.
Claude CodeClaude Code

MCP server that gives any LLM its own computer — managed Docker workspaces with live browser, terminal, code execution, document skills, and autonomous sub-agents. Self-hosted, open-source, pluggable into any model.

claude-code-emacs
MCP Server

This package provides seamless integration with Claude Code, allowing you to run AI-powered coding sessions directly...

Rising build63 repo stars6 builder votes
Rising buildEarly proof is forming around this project before it turns obvious.
Claude CodeClaude Code

This package provides seamless integration with Claude Code, allowing you to run AI-powered coding sessions directly in your Emacs environment.

caido-mcp-server
MCP Server

MCP server for Caido proxy integration. Enables AI assistants like Claude Code to browse, analyse, and interact with...

Rising build59 repo stars6 builder votes
Rising buildEarly proof is forming around this project before it turns obvious.
Claude CodeClaude Code

MCP server for Caido proxy integration. Enables AI assistants like Claude Code to browse, analyse, and interact with HTTP traffic.

OpenStudy
MCP Server

Self-hostable study dashboard with a built-in MCP server so Claude can read, write, and teach from your courses, lect...

Rising build58 repo stars6 builder votes
Rising buildEarly proof is forming around this project before it turns obvious.
Claude CodeClaude Code

Self-hostable study dashboard with a built-in MCP server so Claude can read, write, and teach from your courses, lectures, and deadlines — Making better use of your Claude/ChatGPT subscription

atlas
MCP Server

Open-source local-first cognitive memory. AGM-compliant belief revision (49/49 postulates). When a fact changes, down...

Rising build56 repo stars6 builder votes
Rising buildEarly proof is forming around this project before it turns obvious.
Claude CodeClaude Code

Open-source local-first cognitive memory. AGM-compliant belief revision (49/49 postulates). When a fact changes, downstream beliefs are automatically re-evaluated, not just flagged.

hana-mcp-server
MCP Server

SAP HANA MCP server — Enterprise Model Context Protocol server for SAP HANA. Use with Claude Code, VS Code. npm: hana...

Rising build56 repo stars6 builder votes
Rising buildEarly proof is forming around this project before it turns obvious.
Claude CodeClaude Code

SAP HANA MCP server — Enterprise Model Context Protocol server for SAP HANA. Use with Claude Code, VS Code. npm: hana-mcp-server

agent-lsp
MCP Server

Your coding agent is editing blind. agent-lsp gives it type-aware navigation, blast-radius analysis, and pre-verified...

Rising build53 repo stars5 builder votes
Rising buildEarly proof is forming around this project before it turns obvious.
Claude CodeClaude Code

Your coding agent is editing blind. agent-lsp gives it type-aware navigation, blast-radius analysis, and pre-verified edits. 50 tools, 21 skills, 30 languages.

Cortex
MCP Server

Persistent memory for Claude Code — 41 neuroscience papers, 26 biological mechanisms with paper-bearing per-mechanism...

Rising build52 repo stars5 builder votes
Rising buildEarly proof is forming around this project before it turns obvious.
Claude CodeClaude Code

Persistent memory for Claude Code — 41 neuroscience papers, 26 biological mechanisms with paper-bearing per-mechanism ablation evidence (E1 v3). LongMemEval R@10 98.4% / MRR 0.9124 (n=500). LoCoMo R@10 94.2% / MRR 0.8278 (n=1986). BEAM-10M +33.4% over flat retrieval. PostgreSQL + pgvector. Verified via 31-row two-benchmark ablation campaign.

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