huggingface/paperswithcode

記録された最新のソース活動: 2026年10月26日 10:17

SkillsMP カタログ更新: 2026年11月5日 19:57

収集済み skills: 28

GitHub スター: 188
GitHub フォーク: 20

AI アシスタントでインストール

このプロンプトをコピーして、使用中の AI アシスタントに送ってください。

Follow https://skillsmp.com/skill-install/prompt.md to install Agent Skills from https://github.com/huggingface/paperswithcode.

リポジトリの README

README の元ファイル：README.md

README の元ファイルを読む

README 全文を表示

# Papers with Code Papers with Code makes open AI research and its artifacts accessible: papers, code, models, datasets, tasks, methods, and benchmark leaderboards. It recreates the original paperswithcode.com, which Meta retired in 2025, and keeps it up to date with automated imports from Hugging Face, arXiv, GitHub, and public leaderboards. **Live site:** https://paperswithcode.co ## Features - **Paper catalog.** arXiv and external papers with official code, project pages, Hugging Face models, datasets, and Spaces, plus thumbnails, TL;DRs, lineage, and a Markdown reader. - **Taxonomy.** Browsable tasks, methods, datasets, frameworks, conferences, organizations, and authors, with trending views. - **Leaderboards.** Paper-native evaluation results on benchmarks, plus scheduled syncs of external leaderboards. - **Search.** Hybrid lexical (`pg_trgm`) and semantic (`pgvector`) paper retrieval. - **Public API.** A REST API under `/api/v1/` that stays compatible with the original [Papers with Code API client](https://github.com/paperswithcode/paperswithcode-client). OpenAPI docs are served at `/docs`. - **Research chat (optional).** An assistant grounded in the catalog through the Papers with Code MCP tools. - **Curation automation.** Scheduled jobs and agent workflows import daily papers, link tasks and methods, refresh stars and citations, and propose evaluations. ## Tech stack | Layer | Technology | |---|---| | Frontend | React 18, TypeScript, Vite, TanStack Query, shadcn/ui, Tailwind CSS | | Backend | Python 3.12, FastAPI, SQLAlchemy 2, Pydantic | | Database | PostgreSQL 16 with the `vector` and `pg_trgm` extensions | | Tooling | [uv](https://docs.astral.sh/uv/), npm, Ruff, pytest | | Hosting | nginx serving immutable releases ([deploy/](deploy/)) | ## Repository layout | Path | Contents | |---|---| | [`backend/`](backend/) | FastAPI app (`main.py`), `routers/` (HTTP adapters), `services/` (domain logic), `models/` (API models; `models/database/` for SQLAlchemy models), `database/migrations/` (SQL migrations), `cli.py` (the `pwc` maintenance CLI), and `tests/` | | [`frontend/`](frontend/) | React single-page app | | [`deploy/`](deploy/) | Release, rollback, nginx, systemd, and environment templates for the hosted site | | [`.github/workflows/`](.github/workflows/) | CI and scheduled data jobs; job scripts live in `scripts/` | | [`jobs/`](jobs/) | Paper-curation runner for Hugging Face Jobs | | [`docs/`](docs/) | Development, data, database, and operations guides | ## Local development ### Prerequisites - [uv](https://docs.astral.sh/uv/getting-started/installation/), which installs Python 3.12 for you - Node.js 18+ and npm - PostgreSQL 16 with [pgvector](https://github.com/pgvector/pgvector) ### 1. Install dependencies ```bash git clone https://github.com/huggingface/paperswithcode.git cd paperswithcode uv sync cd frontend && npm install && cd .. ``` ### 2. Create a database ```bash createdb paperswithcode psql -d paperswithcode -c 'CREATE EXTENSION vector' -c 'CREATE EXTENSION pg_trgm' ``` ### 3. Configure the environment Settings are read from `PWC_`-prefixed environment variables (see [`backend/config.py`](backend/config.py)). Put them in `backend/keys.env`, which git ignores: ```env PWC_DB_HOST=localhost PWC_DB_PORT=5432 PWC_DB_NAME=paperswithcode PWC_DB_USER=postgres PWC_DB_PASSWORD= PWC_ENVIRONMENT=development # Optional: higher Hugging Face and GitHub rate limits for imports PWC_HF_TOKEN= PWC_GITHUB_TOKEN= ``` Chat, curation, and hosted integrations need more credentials; the templates in [`deploy/env/`](deploy/env/) list them. ### 4. Create the schema and run the app ```bash uv run --env-file backend/keys.env python -m backend.database.connection init uv run --env-file backend/keys.env backend/run_server.py # API on http://localhost:8000 cd frontend && npm run dev # app on http://localhost:8080 ``` The Vite dev server proxies `/api` to the backend on port 8000. The schema starts empty; use the `pwc` CLI below to index papers. ### Tests and linting ```bash uv run pytest backend/tests/paper -q # run the suite you touched cd frontend && npm run lint ``` Tests that need PostgreSQL refuse to run unless `PWC_TEST_DATABASE=1` points them at a disposable database. The [development guide](docs/development-guide.md) lists the test suites and conventions. [pre-commit](https://pre-commit.com/) runs Ruff on each commit; run `pre-commit install` once to enable it. ## The `pwc` maintenance CLI `uv sync` installs a `pwc` command for catalog maintenance. Run `uv run pwc --help` for the full list. Common commands: ```bash uv run --env-file backend/keys.env pwc paper index 1706.03762 # index or refresh an arXiv paper uv run --env-file backend/keys.env pwc paper info 1706.03762 uv run --env-file backend/keys.env pwc search "vision-language models" uv run --env-file backend/keys.env pwc paper add-external https://example.org/research uv run --env-file backend/keys.env pwc benchmark add "ExampleBench" \ --task question-answering --metric Accuracy --source-paper 2501.12345 uv run --env-file backend/keys.env pwc thumbnail 1706.03762 # regenerate a thumbnail uv run --env-file backend/keys.env pwc cron health # scheduled-job health ``` For read-only access to the public catalog from any machine, install the standalone [`pwc-cli`](https://github.com/huggingface/pwc-cli): ```bash uv tool install 'git+https://github.com/huggingface/pwc-cli.git#subdirectory=standalone_cli' ``` ## Hosted deployment paperswithcode.co runs production and staging as immutable releases behind nginx; see [docs/deployment.md](docs/deployment.md) and [docs/operations.md](docs/operations.md). Durable artifacts live in private Hugging Face buckets in the `huggingface` organization: | Bucket | Purpose | Setting | |---|---|---| | `huggingface/pwc-papers-content` | Paper Markdown used by the reader and `pwc paper read` | `PWC_PAPER_MARKDOWN_HF_BUCKET_ID` | | `huggingface/pwc-thumbnail` | Generated paper thumbnails | `PWC_THUMBNAIL_HF_BUCKET_ID` | | `huggingface/pwc-paper-embeddings` | Embedding exports and experiments | `hf://buckets/huggingface/pwc-paper-embeddings/...` | | `huggingface/paperswithcode-backups` | Database backups | `PWC_POSTGRES_BACKUP_BUCKET` | ## Documentation - [docs/development-guide.md](docs/development-guide.md): conventions, test suites, and local checks - [docs/public-api.md](docs/public-api.md): the public REST API - [docs/database.md](docs/database.md): database access and security - [docs/DATABASE_SCHEMA_UML.md](docs/DATABASE_SCHEMA_UML.md): schema reference - [docs/data-workflows.md](docs/data-workflows.md): datasets, evaluations, metrics, and tasks - [docs/operations.md](docs/operations.md): scheduled jobs and monitoring - [docs/deployment.md](docs/deployment.md): releases, nginx, and smoke checks - [.github/workflows/scripts/README.md](.github/workflows/scripts/README.md): scheduled job scripts - [AGENTS.md](AGENTS.md): instructions for coding agents ## Security Please report vulnerabilities privately; see [SECURITY.md](SECURITY.md). ## License Papers with Code is licensed under the [Apache License 2.0](LICENSE).

リポジトリの README を読み込んでいます…

このリポジトリの skills

分類待ち

skill

職業分類

説明

更新

reply-github-issue

未分類

(Also known as pwc-reply-issue.) Handle unread GitHub notifications for "Verify evals on Papers with Code" issues end-to-end. Apply author feedback to the catalog database, verify changes live, reply to authors, mark handled notifications read, and summarize…

原文の言語: 英語

2026-10-26

pwc-cron-health

未分類

Thoroughly audit the health of every Papers With Code production CRON job shown on the admin dashboard, including scheduler execution, logs, locks, durable data freshness, backlog completeness, semantic correctness, and bounded comparisons with upstream…

原文の言語: 英語

2026-10-26

resolve-model-paper

未分類

Resolve one trending Hugging Face model repository, or one release-radar signal, to a canonical paper or reject it as non-novel repackaging.

原文の言語: 英語

2026-10-25

remote-paper-curation

未分類

Safely curate one Papers With Code paper from a remote Hugging Face Job without direct database access.

原文の言語: 英語

2026-10-25

add-benchmark

未分類

Add or update benchmark datasets/leaderboards in the paperswithcode repo database. Use this whenever the user asks to add a benchmark, add a leaderboard, set default/featured benchmarks for a task, link benchmarks to tasks, add Accuracy or other metrics for a…

原文の言語: 英語

2026-10-23

add-evals

未分類

Add evaluation results to the paperswithcode database from any source — Hugging Face model cards, arXiv/HF/PapersWithCode paper text, or GitHub repository READMEs — restricted to benchmarks that already exist with a task association and the exact leaderboard…

原文の言語: 英語

2026-10-23

add-method

未分類

Add or update AI/ML method taxonomy rows in the paperswithcode repo database. Use this whenever the user asks to add a method, technique, architecture, attention mechanism, training method, model-family method, or source/visual metadata for a method; says…

原文の言語: 英語

2026-10-23

process-x-bookmarks

未分類

Process the user's X (Twitter) bookmarks into Papers with Code: find every bookmarked post that announces a paper, index missing arXiv papers, add non-arXiv releases as external papers, enrich each paper (code, project page, HF artifacts, tags, thumbnail),…

原文の言語: 英語

2026-10-18

pwc-brand

未分類

Papers with Code brand guidelines (colors, fonts, logo, layout, chart style, voice) taken from the paperswithcode.co website, plus the Pillow helpers that apply them. Use this whenever you create or restyle any Papers with Code visual or branded copy —…

原文の言語: 英語

2026-10-15

add-external-paper

未分類

Add non-ArXiv external papers/resources to the paperswithcode repo database. Use this whenever the user asks to add, index, submit, or populate a paper/resource/release that does not have an arXiv paper, including Hugging Face model cards, GitHub…

原文の言語: 英語

2026-10-14

create-thumbnail

未分類

Create, replace, audit, and publish Papers With Code paper thumbnails for one paper or every paper on a benchmark page. Use this whenever a user asks to add a thumbnail, fix an "Untitled resource" card, use artwork from a source/project/GitHub README,…

原文の言語: 英語

2026-10-14

enrich-paper

未分類

Enrich an existing paperswithcode paper with its official GitHub repository, project page, Hugging Face artifacts, existing-taxonomy task/method tags, and a recognizable thumbnail through `create-thumbnail`. Use whenever the user asks to enrich a paper,…

原文の言語: 英語

2026-10-14

pwc-deploy

未分類

Safely inspect, deploy, roll back, clean, or change nginx for the Papers With Code production and staging environments through the installed immutable-release interfaces. Use this whenever a request mentions PwC deployment, release status, staging promotion,…

原文の言語: 英語

2026-10-14

add-conference

未分類

Add or update conference rows in the paperswithcode repo database. Use this whenever the user asks to add a conference, create a conference page, import accepted papers for a venue (CVPR, ICLR, NeurIPS, ICML, ICRA, etc.), set conference…

原文の言語: 英語

2026-10-13

to-tickets

未分類

Break a plan, spec, or the current conversation into a set of tracer-bullet tickets, each declaring its blocking edges, published to the configured tracker — edges as text in one file per ticket locally, or native blocking links on a real tracker.

原文の言語: 英語

2026-09-17

add-task

未分類

Add or update AI/ML task taxonomy rows in the paperswithcode repo database. Use this whenever the user asks to add a task, create a new benchmark category, add a subtask under an existing task, set task description/keywords/area/image, or expand task…

原文の言語: 英語

2026-09-11

complete-task

未分類

Complete the benchmark, paper, and evaluation data for a single Papers With Code task page end-to-end, using the legacy PwC dump as the source of truth for what the major benchmarks and papers are. Use this whenever the user wants to "complete", "fill out",…

原文の言語: 英語

2026-09-11

verify-evals

未分類

Audit and verify evaluation rows on a paperswithcode benchmark leaderboard for apples-to-apples comparability. Use this whenever the user asks to verify, audit, check, validate, or clean up evals on a benchmark page — e.g. "verify all evals on ScanNet", "are…

原文の言語: 英語

2026-09-11

complete-task-v2

未分類

Holistically complete a Papers With Code task page. Map the field from the live task page, local DB, legacy PwC dump, Semantic Scholar, trending papers, Hugging Face artifacts, popular GitHub repos, and major-paper comparison tables; reconcile the top 100…

原文の言語: 英語

2026-08-31

s2-cli

未分類

Semantic Scholar CLI (`s2`) for on-demand citation graph lookup: papers a work cites, papers that cite a work, and graph search across 200M+ papers. Use whenever the user asks for Semantic Scholar, S2, cited papers, references, bibliography, citing papers,…

原文の言語: 英語

2026-08-31

s2-cli

未分類

原文の言語: 英語

2026-08-31

pwc-cli

未分類

Papers With Code CLI (`pwc`) for searching and reading AI/ML papers, discovering recent and trending research, finding related work and paper lineage, browsing tasks, methods, conferences, organizations, frameworks, and benchmark leaderboards through the…

原文の言語: 英語

2026-08-26

complete-task-based-on-hf

未分類

Complete or audit a Papers With Code task using Hugging Face model popularity as the discovery signal. Use this whenever a user asks to scan the most downloaded or trending Hugging Face models for a pipeline/task, resolve their canonical technical reports,…

原文の言語: 英語

2026-08-05

curate-daily-papers

未分類

Curate Papers With Code papers from a Hugging Face daily-paper import: enrich official URLs and existing task/method tags, remove false-positive tags, add paper-native evaluation results only for existing benchmark/task/metric leaderboards, verify ranks and…

原文の言語: 英語

2026-07-30

create-trends

未分類

Research, write, and optionally publish exactly three field-direction bullets for a Papers With Code task page's `research_trends`, synthesizing recurring themes from recent major papers, current trending work, and widely reported benchmarks. Use this…

原文の言語: 英語

2026-07-19

hf-cli

未分類

Hugging Face Hub CLI (`hf`) for downloading, uploading, and managing models, datasets, spaces, buckets, repos, papers, jobs, and more on the Hugging Face Hub. Use when: handling authentication; managing local cache; managing Hugging Face Buckets; running or…

原文の言語: 英語

2026-07-19

lean-code-cleanup

未分類

Find and remove code that makes a codebase larger or harder to maintain without adding value. Use this skill whenever the user asks to clean up code, make code leaner or more concise, reduce bloat, remove unused or obsolete code, simplify overbuilt…

原文の言語: 英語

2026-05-11

handoff

未分類

Compact the current conversation into a handoff document for another agent to pick up.

原文の言語: 英語

2026-05-11

収集済み skill 28 件中 28 件を表示しています。