TopRank Skills

Home / Claw Skills / Git / GitHub / memory-pioneer
Official OpenClaw rules 36%

memory-pioneer

Benchmark your agent's memory. Contribute anonymized scores to open research. Citizen science for AI memory.

Stars

0

Installs

0

Status

ACTIVE

Visibility

PUBLIC

安装方式

直接复制以下提示词,发送给你的 AI 助手即可完成安装。

请先检查是否已安装 SkillHub 商店,若未安装,请根据 https://skillhub-1388575217.cos.ap-guangzhou.myqcloud.com/install/skillhub.md 安装 SkillHub 商店,然后安装 memory-pioneer 技能。 若已安装,则直接安装 memory-pioneer 技能。

Overview

Skill Key
globalcaos/memory-pioneer
Author
globalcaos
Source Repo
openclaw/skills
Version
1.0.2
Source Path
skills/globalcaos/memory-pioneer
Latest Commit SHA
5edc8b5bbe24f31725e8d875fb72519074bd8da5

Extracted Content

SKILL.md excerpt

# Memory Pioneer

### Map the unknown. Every benchmark you run pushes agent memory science forward.

Agent memory is one of AI's unsolved problems. How well does your agent recall what it learned? Where does it hallucinate? Nobody has enough data to answer these questions yet.

That's where you come in.

**memory-pioneer** benchmarks your agent's memory — testing recall, precision, and hallucination detection — and if you opt in, contributes your anonymized scores to an open research dataset. You're not just testing. You're pioneering.

### What it measures

- 🧪 **Recall** — does your agent remember what it stored?
- 🎯 **Precision** — does it retrieve the right things?
- 🚨 **Hallucination rate** — does it fabricate memories it never had?
- 📈 Re-run after tuning to measure actual improvement

### What gets shared (and what doesn't)

We believe in full transparency — because we're that kind of obsessive.

**Sent (opt-in only):** anonymized benchmark scores — recall %, precision %, hallucination rate. That's it.

**Never sent:** your conversations, your memory content, your personal data. Zero. None.

**Your controls:**
- Opt-in at first run. Not automatic.
- Review every data point before it's submitted.
- Opt-out anytime. No guilt, no friction.

**Where it goes:** aggregated into our open research dataset on GitHub, feeding the [**ENGRAM**](https://github.com/globalcaos/clawdbot-moltbot-openclaw/blob/main/docs/papers/context-compaction.md) and [**CORTEX**](https://github.com/globalcaos/clawdbot-moltbot-openclaw/blob/main/docs/papers/cortex.md) research papers. Everything stays open.

### Why this matters

Agent memory is a frontier — largely unmapped, poorly understood. The more data points we collect across different agents, configurations, and use cases, the closer we get to solving it. For everyone.

Every benchmark you run is a flag planted in uncharted territory.

Without benchmarks, your agent's memory is just vibes. *"I'm pretty sure the user mentioned som...

Related Claw Skills

heyixuan2

bambu-studio-ai

★ 41

Bambu Lab 3D printer control and automation. Activate when user mentions: printer status, 3D printing, slice, analyze model, generate 3D, AMS filament, print monitor, Bambu Lab, or any 3D printing task. Full pipeline: search → generate → analyze → colorize → preview → open BS → user slice → print → monitor. Supports all 9 Bambu Lab printers (A1 Mini, A1, P1S, P2S, X1C, X1E, H2C, H2S, H2D).

capt-marbles

geo-optimization

★ 1

Generative Engine Optimization (GEO) for AI search visibility. Optimize content to appear in ChatGPT, Perplexity, Claude, and Google AI Overviews. Use when optimizing websites, pages, or content for LLM discoverability and citation.

carlulsoe

parakeet-stt

★ 0

Local speech-to-text with NVIDIA Parakeet TDT 0.6B v3 (ONNX on CPU). 30x faster than Whisper, 25 languages, auto-detection, OpenAI-compatible API. Use when transcribing audio files, converting speech to text, or processing voice recordings locally without cloud APIs.

carlzhao007

feishu-process-feedback

★ 0

飞书消息自动处理与进度反馈技能。安装后后台运行,监听飞书任务消息并自动创建独立进程处理。 在处理前后发送实时进度反馈(任务确认、进度百分比、完成通知)。 支持任务类型识别、智能解析、错误重试、并发控制、状态持久化。 使用场景:飞书自动化工作流、任务进度追踪、批量任务处理、需要实时反馈的场景。

cartoonitunes

bottyfans

★ 0

BottyFans agent skill for autonomous creator monetization. Lets AI agents register, build a profile, publish posts (public, subscriber-only, or pay-to-unlock), upload media, accept USDC subscriptions and tips on Base, send and receive DMs, track earnings, and appear on the creator leaderboard. Use this skill when an agent needs to monetize content, interact with fans, manage a creator profile, handle payments in USDC, or operate as an autonomous creator on the BottyFans platform.

camopel

arxivkb

★ 0

Local arXiv paper manager with semantic search. Crawls arXiv categories, downloads PDFs, chunks content, and indexes with FAISS + Ollama embeddings. No cloud API keys required — everything runs locally.