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values | size_bytes int64 200 94.1k | char_count int64 200 60k | crawl_timestamp stringlengths 32 32 | repo_license stringclasses 31
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class | dup_count int64 1 217 | is_duplicate bool 2
classes | text stringlengths 167 60.4k | char_len int64 167 60.4k | redactions int64 0 351 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
6313b85a95b83f171a331925342130647c1272eac1c0dd2ffe0ba8f414185f28 | anon/7996e51300d2679a | AGENTS.md | agents.md | universal | instruction | template | project | 5,395 | 5,385 | 2026-03-16T02:06:40.085075+00:00 | mit | true | 1 | false | # Agent Guidelines for qrcode.vue
This document provides guidelines for AI agents working on the qrcode.vue repository.
It includes build/test commands, code style conventions, and project-specific patterns.
## Build and Development Commands
The project uses npm scripts defined in `package.json`:
| Command | Purpos... | 5,441 | 6 |
1e55e310ebcf3126b07a1ec6deaddde1d7b50f855d157d7576b41d3ce40b0247 | anon/f0e4ebe6bdcb99fd | AGENTS.md | agents.md | universal | instruction | template | project | 3,107 | 3,098 | 2026-03-16T02:06:41.026585+00:00 | apache-2.0 | true | 1 | false | # Repository Guidelines
Use this guide to make concise, high-signal contributions to the generalized k-means clustering library.
## Project Structure & Module Organization
- Scala sources live in `src/main/scala` (DataFrame/ML API under `com.massivedatascience.clusterer.ml`), with version-specific shims in `src/main/... | 3,097 | 0 |
192a36be3a0c35553681d77db68c5f90edf5f31a34b5ebfcb4a464af53b236fa | anon/f0e4ebe6bdcb99fd | CLAUDE.md | claude.md | claude | instruction | unknown | project | 13,773 | 13,689 | 2026-03-16T02:06:41.332971+00:00 | apache-2.0 | true | 1 | false | # CLAUDE.md — Maintainer Copilot for *generalized-kmeans-clustering*
**Purpose.** This file tells Claude (or any LLM assistant) exactly how to help on this repo without wasting maintainer time. It encodes project norms, API/persistence guarantees, review rubrics, performance boundaries, and Scala engineering standards... | 13,688 | 0 |
498a25f4d0ec48270ea4aef1c1f4c129bee2f5829e2a10b9ed5c0111026602dd | anon/eebde2e26c80b912 | CLAUDE.md | claude.md | claude | instruction | template | unknown | 1,818 | 1,818 | 2026-03-16T02:06:42.991046+00:00 | gpl-3.0 | true | 1 | false | # Light Manager Air Integration Guidelines
> This file must stay **in sync** with `Agents.md`. Whenever you change one, mirror the same change in the other so both tools continue to work correctly.
## Commit Guidelines
- Do NOT include "Generated with Claude Code" or similar notes in commit messages
- Commit message... | 1,817 | 0 |
3d83487227887dfc7548af8ca04f658e703e90b165c1297dedb5dd7c4b5bb019 | anon/9b0b1a9b1628855a | .cursorrules | cursorrules | cursor | instruction | unknown | unknown | 3,402 | 3,402 | 2026-03-16T02:06:44.872239+00:00 | null | true | 3 | false | This document serves as some special instructions when working with Convex.
# Schemas
When designing the schema please see this page on built in System fields and data types available: https://docs.convex.dev/database/types
Here are some specifics that are often mishandled:
## v (https://docs.convex.dev/api/modules... | 3,401 | 0 |
1814dd4a43a59795ab654443873b66c86dcdf7f47ded1239c6d069d3f1e2cd87 | anon/0a4470331eb15160 | .github/copilot-instructions.md | copilot | copilot | instruction | unknown | unknown | 421 | 421 | 2026-03-16T02:06:45.606112+00:00 | bsd-2-clause | true | 1 | false | # GitHub Copilot Instructions
This file configures GitHub Copilot when working with this repository.
**All instructions are maintained in a single file to avoid duplication across agents.**
Please refer to [AGENTS.md](../AGENTS.md) for complete instructions on:
- Project overview and structure
- Building and testin... | 420 | 0 |
31744ceb1de120466407cc3107711d5f212580680ae24c091fb275dc666cbe1c | anon/0a4470331eb15160 | AGENTS.md | agents.md | universal | instruction | template | project | 7,741 | 7,741 | 2026-03-16T02:06:45.798381+00:00 | bsd-2-clause | true | 1 | false | # Tomlyn Code Contribution Instructions
## Overview
- In the `readme.md` file, you will find general information about the Tomlyn project.
- In the `doc/readme.md` file you will find the user guide documentation for the Tomlyn library.
## Project Structure
- In the `src/Tomlyn` folder you will find the code for the... | 7,740 | 0 |
1607bdf25fc7dc6fa9caaf203b00f69b7108026b64c6ab73d0caf1b226346c8e | anon/0a4470331eb15160 | CLAUDE.md | claude.md | claude | instruction | unknown | unknown | 449 | 449 | 2026-03-16T02:06:45.974378+00:00 | bsd-2-clause | true | 1 | false | # Claude Instructions
This file configures Claude Code (claude.ai/code) and Claude in other IDEs when working with this repository.
**All instructions are maintained in a single file to avoid duplication across agents.**
Please refer to [AGENTS.md](AGENTS.md) for complete instructions on:
- Project overview and str... | 448 | 0 |
a97de74bd092c55f99b9d9653286898d36f73c05778363e7edc3995b9e902751 | anon/92bd7bab2c9be05d | AGENTS.md | agents.md | universal | instruction | human | project | 4,971 | 4,941 | 2026-03-16T02:06:48.357397+00:00 | null | true | 2 | false | # Macaw UI
## Project Overview
MacawUI is Saleor's React component library focused on dashboard-like interfaces (admin panels, cloud consoles, apps). It's NOT designed for end-user interfaces like storefronts. The library uses Vanilla Extract for styling and Radix UI primitives for accessible component foundations.
... | 4,957 | 3 |
a97de74bd092c55f99b9d9653286898d36f73c05778363e7edc3995b9e902751 | anon/92bd7bab2c9be05d | CLAUDE.md | claude.md | claude | instruction | human | project | 4,971 | 4,941 | 2026-03-16T02:06:48.557113+00:00 | null | true | 2 | true | # Macaw UI
## Project Overview
MacawUI is Saleor's React component library focused on dashboard-like interfaces (admin panels, cloud consoles, apps). It's NOT designed for end-user interfaces like storefronts. The library uses Vanilla Extract for styling and Radix UI primitives for accessible component foundations.
... | 4,957 | 3 |
d0be7c958dee84ca42ac224464b74b98af58ba8c267ba8fd5675a5308c18733a | anon/7babddbda3435ddd | .github/copilot-instructions.md | copilot | copilot | instruction | unknown | project | 21,162 | 20,778 | 2026-03-16T02:06:49.541971+00:00 | mit | true | 1 | false | # 🤖 GitHub Copilot Agent — Feature-to-PR Template
> **Optimized for GitHub Copilot agents on github.com and in VS Code**
> Execute as ONE autonomous PR with full context awareness
---
## 🎯 Mission Statement
**Feature:** `[REQUIRED: Specific feature name]`
**Outcome:** `[REQUIRED: 1-2 sentences describing user... | 20,783 | 1 |
49739631a03442daa685d566ca495bbf4edf1f5f3e8db198fe306f7b2fc432e3 | anon/7babddbda3435ddd | AGENTS.md | agents.md | universal | instruction | unknown | project | 5,699 | 5,659 | 2026-03-16T02:06:49.711341+00:00 | mit | true | 1 | false | <!-- Last verified: 2026-03-16 -->
# AGENTS.md — Cross-Agent Coordination
> **Purpose**: Single source of truth for how ALL AI coding agents interact with this repository.
> For the AI agent system built *into* ArchDesigner (the 10 backend functions), see [agents.md](./agents.md).
---
## Agent Configuration Files
... | 5,658 | 0 |
96e61b582dae5a0a0b9b6b77e5c2d67da30fd246bf6668d41ddc835931225aa1 | anon/7babddbda3435ddd | CLAUDE.md | claude.md | claude | instruction | hybrid | project | 5,167 | 5,125 | 2026-03-16T02:06:49.866221+00:00 | mit | true | 1 | false | <!-- Last verified: 2026-03-16 -->
# CLAUDE.md — Claude Code Agent Instructions
> **Format**: Imperative instructions for Claude Code / Claude coding agent sessions.
> For Claude-as-a-service integration documentation, see [claude.md](./claude.md).
---
## Project Context
You are working on **ArchDesigner** — an AI... | 5,123 | 1 |
469ff7a8ed28669bbaafd4e11122cf3c9f6cf346f4b97fb4a1cc69698fdd0143 | anon/7babddbda3435ddd | CONVENTIONS.md | other | universal | instruction | human | project | 8,459 | 8,363 | 2026-03-16T02:06:50.045036+00:00 | mit | true | 1 | false | <!-- Last verified: 2026-03-16 -->
# CONVENTIONS.md — Code Standards and Patterns
> **Canonical source** for code style, naming, file organization, and patterns.
> [CONTRIBUTING.md](./CONTRIBUTING.md) links here. Agent config files reference this document.
---
## Naming Conventions
### Files and Directories
| Cont... | 8,383 | 4 |
751a8d6f875b15e71903edd5f170d369aa2bae86c7924b3c4a0293e73acb1619 | anon/54b0e60cbceeae1a | AGENTS.md | agents.md | universal | instruction | template | unknown | 1,590 | 1,590 | 2026-03-16T02:06:51.807141+00:00 | agpl-3.0 | true | 1 | false | # AGENTS.md - Miro PDF Viewer Development Guide
## Build/Test Commands
- `cargo build` - Build the project
- `cargo run` - Run the application
- `cargo test` - Run all tests
- `cargo test <test_name>` - Run a specific test
- `cargo check` - Check code without building, use this before each build since it is a lot fast... | 1,589 | 0 |
b8d41ea475283bb4bc643f05b1cabbf8b8cf1090010598639a0929d8ae3c102f | anon/a4e4ae43f9714571 | CLAUDE.md | claude.md | claude | instruction | template | project | 6,622 | 6,520 | 2026-03-16T02:06:54.111773+00:00 | mit | true | 1 | false | # CLAUDE.md
This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
## Repository Overview
This is a modern single-page portfolio website for Suraj Fale built with React, TypeScript, and Material-UI. The site showcases professional experience (Scala/Kafka/Spark speciali... | 6,519 | 0 |
666fe2858e2204531e8e9ff5ce8f516133fc3f3e85b37ef87368ebc442a5fff1 | anon/f22d1cf7c5a92640 | AGENTS.md | agents.md | universal | instruction | human | project | 4,296 | 4,296 | 2026-03-16T02:06:54.954750+00:00 | mit | true | 1 | false | # AGENTS.md
This file provides guidance for AI coding agents working in this repository.
## Repository Overview
- This is a monorepo of example projects for the Rstack ecosystem: Rspack, Rsbuild, Rspress, Rsdoctor, Rslib, and Rstest.
- Package manager: `pnpm` (see `package.json#packageManager`).
- Workspace layout: ... | 4,294 | 1 |
07680e2320428e4ed1c11f85d8ee3470f054eee0dcb0bde57d2ef4fee913962c | anon/68e536df84cbc927 | .github/copilot-instructions.md | copilot | copilot | instruction | template | project | 14,981 | 14,912 | 2026-03-16T02:06:56.385462+00:00 | null | true | 1 | false | # Hooplytics AI Agent Instructions
## Global GitHub Copilot Instructions
You are an expert Senior Software Engineer specializing in Python and Java. You prioritize accruacy,usability,maintainability, security, and performance over quick fixes.
### 1. General Code Quality & Structure
- **Separation of Concerns**: En... | 14,922 | 1 |
1a127f0bb956d473d82045708b39f6b0fc2680532741cff4daca722a2d63e533 | anon/31cab2824bc8d4e7 | .github/instructions/base-rule.instructions.md | other | copilot | instruction | unknown | project | 1,390 | 1,390 | 2026-03-16T02:06:57.464249+00:00 | null | true | 1 | false | ---
applyTo: "**"
---
# Core Base Rules (Non-Negotiable)
This project uses rule-based agent instructions. All agents working on this codebase must read and follow ./8-Agent-Instructions/base-rule.md# MANDATORY: READ BEFORE ANY ACTION
## STOP - DO NOT PROCEED WITHOUT COMPLETING THESE STEPS
Before responding to ANY us... | 1,390 | 0 |
8e58f70a486bca05003eb9f4cf2870748e86c94a36d7b3542b23c21d5550fccc | anon/31cab2824bc8d4e7 | CLAUDE.md | claude.md | claude | instruction | unknown | unknown | 1,245 | 1,245 | 2026-03-16T02:06:57.640940+00:00 | null | true | 1 | false | # MANDATORY: READ BEFORE ANY ACTION
## STOP - DO NOT PROCEED WITHOUT COMPLETING THESE STEPS
Before responding to ANY user request, you MUST:
1. **READ** all files in `8-Agent-Instructions/` folder using `read_file` tool:
- `8-Agent-Instructions/base-rule.md`
- `8-Agent-Instructions/security-general-rule.md`
... | 1,245 | 0 |
9053c1515602f358f2e21301545617fa8fe85bda184f429a85cd0e997854a12a | anon/bac2624bd2f6a436 | AGENTS.md | agents.md | universal | instruction | template | project | 6,171 | 6,038 | 2026-03-16T02:06:59.483069+00:00 | mit | true | 1 | false | # Repository Guidelines
This provides essential guidance for AI coding agents working on this repository.
## 🚨 CRITICAL: AI AGENT COMMAND REQUIREMENTS
**ALWAYS use `uv run` prefix for ALL Python-related commands. NEVER use vanilla commands.**
### CORRECT (Always use these)
```bash
✅ uv run python script.py ... | 6,045 | 1 |
c5e40855b0084e63778792b905ee442258c6a784f0a0ee950f1fa0ff08ba0e2a | anon/5cd3c534f4a93304 | AGENTS.md | agents.md | universal | instruction | template | unknown | 6,546 | 6,546 | 2026-03-16T02:07:02.277766+00:00 | mit | true | 2 | false | # Rust Development Rules for AI Agents
## When Creating New Code (Files, Functions, Methods, Enums)
- Always check cyclomatic complexity < 25
- Always check data flow complexity < 25
- Always add rust docs to classes/methods/functions (What, Inputs, Output, Details)
- Always add logical important unit tests
- Always a... | 6,545 | 0 |
cd235dbaa4366580871ad333840f6c6a86856014e1de8a41ab079b7771bd8dca | anon/9736e78415127cf3 | CLAUDE.md | claude.md | claude | instruction | unknown | unknown | 5,769 | 5,755 | 2026-03-16T02:07:03.904567+00:00 | null | true | 1 | false | # CLAUDE.md
This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
## Project Overview
This is a local-first MTG (Magic: The Gathering) card similarity service using text embeddings and a vector database. The system recommends similar cards based on one or more input c... | 5,755 | 0 |
dde61baf61c527226e72412bea73c90fa93023303aab8ca123fb2fdd71891462 | anon/7cfcf40c21afac03 | AGENTS.md | agents.md | universal | instruction | template | project | 3,189 | 3,189 | 2026-03-16T02:07:04.686796+00:00 | apache-2.0 | true | 1 | false | # MP Custom Widgets - Agent Guide
## Build Commands
- `npm run dev` - Build in development mode with watch
- `npm run build` or `npm run prod` - Production build (outputs to dist/)
- `npm run create-widget` - CLI to scaffold a new widget
## Testing
No automated tests are configured in this project.
## Architecture
-... | 3,188 | 0 |
87f8b8af83fd1c49f6716061ab0ced29f9c0f87200a3c36bda418fea8a979a76 | anon/d8998ddfb6912d9b | AGENTS.md | agents.md | universal | instruction | unknown | project | 5,761 | 5,761 | 2026-03-16T02:07:05.293384+00:00 | mit | true | 1 | false | ## Working with the `django-cf` Repository
This document provides guidance for AI agents working on the `django-cf` repository.
### Project Overview
`django-cf` is a Python package that integrates Django with Cloudflare services. It provides database backends for Cloudflare D1 and Durable Objects, plus middleware fo... | 5,760 | 0 |
29a038c5dfd401152572895ecd2bddef6abeddb9085df6fea76f57d39baf3c35 | anon/d8998ddfb6912d9b | CLAUDE.md | claude.md | claude | instruction | unknown | unknown | 2,434 | 2,434 | 2026-03-16T02:07:05.476338+00:00 | mit | true | 1 | false | # CLAUDE.md
This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
## Project Overview
django-cf integrates Django with Cloudflare products (Workers, D1, Durable Objects, R2, and Access). It enables running Django applications on Cloudflare's serverless platform with c... | 2,433 | 0 |
5af4dade3e83052b6e7a90301ca7b128887a9c2e14b998f8490b8caf498a094e | anon/1be445bf8252e96d | AGENTS.md | agents.md | universal | instruction | unknown | unknown | 1,592 | 632 | 2026-03-16T02:07:06.312220+00:00 | apache-2.0 | true | 2 | false | # AGENTS
- Premature Optimization is the Root of All Evil
- モックやスタブの利用を禁止する
- 一切忖度しないこと
- 常に日本語を利用すること
- 全角と半角の間には半角スペースを入れること
- 絵文字を使わないこと
- 後方互換性は考慮しないこと
- 一時的な修正はしないこと
- 変数名を省略しないこと
- 何か変更をする場合はテストを先に修正すること
## レビューについて
- レビューはかなり厳しくすること
- レビューの表現は、シンプルにすること
- レビューの表現は、日本語で行うこと
- レビューの表現は、指摘内容を明確にすること
- レビューの表現は、指... | 631 | 0 |
5af4dade3e83052b6e7a90301ca7b128887a9c2e14b998f8490b8caf498a094e | anon/1be445bf8252e96d | CLAUDE.md | claude.md | claude | instruction | unknown | unknown | 1,592 | 632 | 2026-03-16T02:07:06.623515+00:00 | apache-2.0 | true | 2 | true | # AGENTS
- Premature Optimization is the Root of All Evil
- モックやスタブの利用を禁止する
- 一切忖度しないこと
- 常に日本語を利用すること
- 全角と半角の間には半角スペースを入れること
- 絵文字を使わないこと
- 後方互換性は考慮しないこと
- 一時的な修正はしないこと
- 変数名を省略しないこと
- 何か変更をする場合はテストを先に修正すること
## レビューについて
- レビューはかなり厳しくすること
- レビューの表現は、シンプルにすること
- レビューの表現は、日本語で行うこと
- レビューの表現は、指摘内容を明確にすること
- レビューの表現は、指... | 631 | 0 |
c94aefbd9fd5e5306f0962f2625d6bec3ad4af231775612c4de40440c2495618 | anon/6a7889acb57c71f9 | AGENTS.md | agents.md | universal | instruction | human | unknown | 2,618 | 2,616 | 2026-03-16T02:07:07.252764+00:00 | mit | true | 1 | false | This file is the canonical guardrails + pointers for Codex work in this repo.
## Project overview
- `docs/overview.md`
- `README.md` (end-user docs for release v2.0; may lag behind dev)
## Current status
- `docs/status.md`
## Ongoing tasks
- `docs/todo.md`
- `TODO`
## Setup
- `docs/setup.md`
## Architecture
- `doc... | 2,615 | 0 |
fb1f0b404b65f91b9bba899f9f057cb5c0cce4b98b8862bd0c49a7e218efcbf2 | anon/38682dac5ffda543 | .github/copilot-instructions.md | copilot | copilot | instruction | human | project | 4,398 | 4,362 | 2026-03-16T02:07:08.040117+00:00 | gpl-2.0 | true | 1 | false | # WordPress Plugin Boilerplate - AI Coding Instructions
## Architecture Overview
This is a **modern WordPress plugin boilerplate** using PSR-4 namespacing (`WordPress_Plugin_Boilerplate\`) with a custom autoloader and webpack-based asset compilation. The plugin follows a **singleton pattern** with a centralized hook ... | 4,361 | 0 |
3a8d7bbf1816a06781a8efcc777b22f5cc192110e016f509fd88ab1369bda7b9 | anon/53a612d4436db24e | AGENTS.md | agents.md | universal | instruction | unknown | project | 1,686 | 1,676 | 2026-03-16T02:07:09.195821+00:00 | mit | true | 1 | false | # Reference Graph - Agent Instructions
VS Code extension that visualizes code references as an interactive graph.
For commands, project structure, and architecture details, see **[docs/DEVELOPMENT.md](docs/DEVELOPMENT.md)**.
## Documentation Rules (CRITICAL)
**Single Source of Truth:**
| Document | Purpose |
|----... | 1,675 | 0 |
22393c3d405209b0f9699fc35cc0c3e78584e9408f6747795fb34004837c66a4 | anon/bce9bec3341175b7 | AGENTS.md | agents.md | universal | instruction | template | unknown | 3,670 | 3,582 | 2026-03-16T02:07:10.639696+00:00 | mit | true | 1 | false | # Agent Instructions for mq
Instructions for AI coding agents contributing to this repository.
## Architecture
```
mq/
├── main.go # CLI entry point, argument parsing, display
├── lib/ # Core markdown processing
│ ├── parser.go # Goldmark-based markdown parser
│ ├── document.g... | 3,581 | 0 |
b7239f44faf534a765891d6a7db5f5d527ec82895274331b3dc8ee3d212e1cea | anon/228d288254b61fcf | .github/copilot-instructions.md | copilot | copilot | instruction | unknown | unknown | 4,282 | 4,282 | 2026-03-16T02:07:12.899352+00:00 | apache-2.0 | true | 1 | false |
When generating and reviewing Go code, you MUST follow these guidelines:
### File Structure
- Always include proper package declarations at the top
- Add necessary imports in the correct order (standard library, third-party, local)
- Use `goimports` formatting automatically
### Function and Method Generation
- Gener... | 4,281 | 1 |
2f501aa69b0c2bdfed81d390df7c352c5b1580a7e4c5a626923132d50b1fb932 | anon/228d288254b61fcf | AGENTS.md | agents.md | universal | instruction | template | unknown | 2,383 | 2,379 | 2026-03-16T02:07:13.092131+00:00 | apache-2.0 | true | 1 | false | # Repository Guidelines
## Project Structure & Module Organization
The module `github.com/git-hulk/langfuse-go` targets Go 1.23. High-level client code lives in `langfuse.go`, while domain-specific APIs sit under `pkg/<domain>` (for example `pkg/traces`, `pkg/datasets`, `pkg/prompts`). Each package contains request/re... | 2,378 | 0 |
cd2deff73a00b5cf19bcf8c2d41f155b06bfc97a8689896862972ab553ff290f | anon/228d288254b61fcf | CLAUDE.md | claude.md | claude | instruction | human | unknown | 5,750 | 5,750 | 2026-03-16T02:07:13.277404+00:00 | apache-2.0 | true | 1 | false | # CLAUDE.md
This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
## Overview
This is the **langfuse-go** client library for interacting with the Langfuse platform. It provides Go bindings for tracing, prompt management, model management, scores, datasets, sessions, L... | 5,750 | 0 |
AgentArtifactCorpus (AAC)
Agent configuration artefacts (AGENTS.md, CLAUDE.md, .cursorrules, .mdc
rules, system-prompt files) crawled from public GitHub repositories under
permissive licences. AAC underpins the compaction, decomposition, and
classifier experiments in the CIKM 2026 paper The Compaction Cliff in
Long-Running AI Agent Memory.
- Code and reproduction: https://github.com/searchsim-org/knowledge-triage
- Datasheet: see
DATASHEET.mdin the code repository - Access: gated, with a one-page Data Use Agreement (see above)
Configurations
| Config | Contents | Use |
|---|---|---|
corpus (default) |
one row per artefact, with redacted text |
training / analysis |
manifest |
same rows without text (hash + metadata) |
full index, dedup and opt-out bookkeeping |
from datasets import load_dataset
ds = load_dataset("searchsim/AgentArtifactCorpus", "corpus", split="train")
Schema
Rows are at the occurrence level: a template copied across many repositories
appears once per repository, each with its own provenance. dup_count and
is_duplicate let you deduplicate by content when you need to.
| Column | Type | Notes |
|---|---|---|
id |
string | SHA-256 of the artefact content; the dedup key |
repo_slug |
string | anonymised pseudonym (anon/<hash>) |
anonymized |
bool | always True: every source repository is anonymised |
file_path |
string | path of the artefact within its repository |
family |
string | claude.md, agents.md, cursorrules, copilot, system-prompt, other |
platform |
string | crawler platform: claude, cursor, copilot, windsurf, continue, aider, universal |
function |
string | instruction, strategy, configuration, memory |
authorship |
string | human, template, agent, hybrid, unknown |
specificity |
string | e.g. project, global |
size_bytes |
int | original file size |
char_count |
int | original character count (from the crawl) |
crawl_timestamp |
string | ISO 8601 crawl time |
dup_count |
int | number of occurrences sharing this id |
is_duplicate |
bool | False on the first occurrence of an id, True on the rest |
char_len |
int | length of the redacted text (corpus config only) |
redactions |
int | number of PII/secret redactions applied (corpus config only) |
text |
string | redacted artefact text (corpus config only) |
The manifest config carries every in-scope artefact (metadata only, no text),
including artefacts whose body is not materialised. The corpus config carries
the materialised, scrubbed subset with text.
Anonymity, provenance, and licensing
Source repositories are anonymised: every repo_slug is a stable pseudonym
(anon/<hash>). The repo_license column records the upstream SPDX licence
(not identifying). The dataset is distributed under CC-BY-4.0; cite the
paper below rather than individual repositories.
Scrubbing
Every artefact passes these filters (see the code repository's build_full.py):
- Secret scan —
gitleaks/trufflehog/ bearer-token shapes; any hit drops the file. - PII redaction — emails, GitHub @handles, internal hostnames, IPs, user paths, and attribution front-matter lines are replaced with
<REDACTED_*>placeholders. - Anonymisation — the
repo_slugis replaced with a pseudonym.
Opt-out
To have your repository removed, open a data-removal request on the code repository. Because slugs are anonymised, maintainers resolve the request through a private map held off-Hub, then publish a new gated revision (and Zenodo version) with the matching rows removed.
Citation
@inproceedings{zerhoudi2026compaction,
author = {Zerhoudi, Saber and Mitrovi\'{c}, Jelena and Granitzer, Michael},
title = {The Compaction Cliff in Long-Running AI Agent Memory},
year = {2026},
booktitle = {Proceedings of the 35th ACM International Conference on Information and Knowledge Management},
series = {CIKM '26},
doi = {10.1145/3799682.3840567},
}
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