agentleFS

Find the best CLAUDE.md, AGENTS.md and Claude skills

One search for your own team's files and the public ecosystem. See how real projects write their agent instructions, and bring the good ideas home.

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DAIR-AutoResearchSkill

ask

DAIR-AutoResearch/AutoSci/.claude/skills/ask/SKILL.md

Ask the wiki a question, retrieve and synthesize relevant pages, optionally crystallize the answer back into the wiki

Often used withdaily-arxivexp-evalexp-run

1.7k34d agoReviewMountCreate a free account to mount
DAIR-AutoResearchSkill

check

DAIR-AutoResearch/AutoSci/.claude/skills/check/SKILL.md

Scan the full wiki to detect health issues and produce a tiered fix-recommendation report (covers all entity types in runtime/schema/entities.yaml + graph consistency)

Often used withdaily-arxivexp-evalexp-run

1.7k34d agoReviewMountCreate a free account to mount
DAIR-AutoResearchSkill

discover

DAIR-AutoResearch/AutoSci/.claude/skills/discover/SKILL.md

Build a ranked shortlist of candidate papers (anchor-driven, topic-driven, or derived from current wiki state) that the user — or an upstream skill — may decide to feed into `/ingest`. Use whenever the user asks "what should I read next", "find papers similar to this one", "recommend related work", "what's around this topic", or whenever `/ingest` is invoked with `--discover`. Does not ingest; only proposes.

Often used withdaily-arxivexp-evalexp-run

1.7k34d agoReviewMountCreate a free account to mount
DAIR-AutoResearchSkill

edit

DAIR-AutoResearch/AutoSci/.claude/skills/edit/SKILL.md

Add or remove raw sources, or update wiki content, per user request

Often used withdaily-arxivexp-evalexp-run

1.7k34d agoReviewMountCreate a free account to mount
DAIR-AutoResearchSkill

exp-design

DAIR-AutoResearch/AutoSci/.claude/skills/exp-design/SKILL.md

Idea-driven experiment design with iterative ablation — method candidate generation (direct / hybrid / cross-idea combination) → benchmark selection → iterative ablation (non-linear: ablation can trigger method simplification and re-planning) → sensitivity analysis → main experiment → optional generalization → deep analysis of intermediate quantities. Use when designing a full experiment suite for an idea after pilot evaluation.

1.7k34d agoReviewMountCreate a free account to mount
DAIR-AutoResearchSkill

exp-eval

DAIR-AutoResearch/AutoSci/.claude/skills/exp-eval/SKILL.md

Experiment verdict gate — Review LLM independently judges results → 4 verdict paths → auto-update the linked idea's status / failure_reason and graph edges

1.7k34d agoReviewMountCreate a free account to mount
DAIR-AutoResearchSkill

exp-pilot-eval

DAIR-AutoResearch/AutoSci/.claude/skills/exp-pilot-eval/SKILL.md

Pilot result evaluation — read pilot results, apply success criteria, update idea page (pilot_result, failure_reason if failed), generate PILOT_VERDICT_REPORT. Called by /ideate Phase 5 after /exp-pilot-run.

1.7k34d agoReviewMountCreate a free account to mount
DAIR-AutoResearchSkill

exp-pilot-run

DAIR-AutoResearch/AutoSci/.claude/skills/exp-pilot-run/SKILL.md

Pilot experiment execution — read Pilot Spec YAML, write pilot code, run experiment(Confirm with the user before operation and require the applicant to conduct manual inspection), return results. Called by /ideate Phase 5. Does NOT modify wiki pages or judge pass/fail.

1.7k34d agoReviewMountCreate a free account to mount
DAIR-AutoResearchSkill

exp-run

DAIR-AutoResearch/AutoSci/.claude/skills/exp-run/SKILL.md

Full experiment execution pipeline — prepare code → deploy(Confirm with the user before operation and ask the applicant to conduct manual inspection) → monitor → collect results, supporting three run modes

1.7k34d agoReviewMountCreate a free account to mount
DAIR-AutoResearchSkill

exp-status

DAIR-AutoResearch/AutoSci/.claude/skills/exp-status/SKILL.md

View the status of all running experiments; optionally auto-collect completed experiments and advance the pipeline

1.7k34d agoReviewMountCreate a free account to mount
DAIR-AutoResearchSkill

ideate

DAIR-AutoResearch/AutoSci/.claude/skills/ideate/SKILL.md

Multi-phase research idea generation pipeline: landscape scan → dual-model brainstorm → filter & validation → write to wiki → pilot

Often used withdaily-arxivexp-evalexp-run

1.7k34d agoReviewMountCreate a free account to mount
DAIR-AutoResearchSkill

novelty

DAIR-AutoResearch/AutoSci/.claude/skills/novelty/SKILL.md

Multi-source novelty verification — WebSearch + Semantic Scholar + wiki + Review LLM cross-verify — outputs novelty score and recommendations. Optionally writes the score back to an idea page with --write.

1.7k34d agoReviewMountCreate a free account to mount
DAIR-AutoResearchSkill

paper-compile

DAIR-AutoResearch/AutoSci/.claude/skills/paper-compile/SKILL.md

LaTeX compile → PDF — latexmk compile + auto-fix + page count/anonymity/font/[UNCONFIRMED] checks + submission checklist

Often used withdaily-arxivexp-evalexp-run

1.7k34d agoReviewMountCreate a free account to mount
DAIR-AutoResearchSkill

paper-draft

DAIR-AutoResearch/AutoSci/.claude/skills/paper-draft/SKILL.md

Draft a LaTeX paper from PAPER_PLAN — write each section from wiki sources + generate figures/tables + BibTeX verification + de-AI polish

1.7k34d agoReviewMountCreate a free account to mount
DAIR-AutoResearchSkill

paper-plan

DAIR-AutoResearch/AutoSci/.claude/skills/paper-plan/SKILL.md

Compile a paper outline from the idea graph — evidence map → narrative structure → section plan + figure plan + citation plan, Review LLM review mandatory

Often used withdaily-arxivpaper-illustrationexp-eval

1.7k34d agoReviewMountCreate a free account to mount
DAIR-AutoResearchSkill

poster

DAIR-AutoResearch/AutoSci/.claude/skills/poster/SKILL.md

Generate an academic poster from a drafted paper — distill sections into a single-page HTML poster with figures and inter-section transitions

1.7k34d agoReviewMountCreate a free account to mount
DAIR-AutoResearchSkill

prefill

DAIR-AutoResearch/AutoSci/.claude/skills/prefill/SKILL.md

Seed wiki/foundations/ with domain background knowledge so subsequent /ingest does not create duplicate concept pages for textbook material

1.7k34d agoReviewMountCreate a free account to mount
DAIR-AutoResearchSkill

rebuttal

DAIR-AutoResearch/AutoSci/.claude/skills/rebuttal/SKILL.md

Parse review comments → atomize concerns (Rvx-Cy) → map to wiki ideas/methods → check evidence → Review LLM stress-test → generate rebuttal

Often used withdaily-arxivexp-evalexp-run

1.7k34d agoReviewMountCreate a free account to mount
DAIR-AutoResearchSkill

refine

DAIR-AutoResearch/AutoSci/.claude/skills/refine/SKILL.md

General-purpose multi-round iterative improvement — repeatedly calls /review on any research artifact, parses feedback, applies fixes, updates wiki, until the target score is reached

Often used withaddskilldaily-arxivastra-fullreview

1.7k34d agoReviewMountCreate a free account to mount
CLAUDE.md vs AGENTS.md

Agent instruction files

What are agent instruction files?

Plain text files in a repository that tell a coding agent how the project works: commands to run, conventions to follow and things to avoid. CLAUDE.md, AGENTS.md, cursor rules and skills are the common kinds.

CLAUDE.md or AGENTS.md?

CLAUDE.md is read by Claude Code. AGENTS.md is an open format that Codex, Cursor and other agents read. Many projects keep one and point the other at it.

What is a skill?

A folder with a SKILL.md that describes one capability, such as filling PDFs or reviewing code. The agent loads it only when the task calls for it.

Can I search my own team's files too?

Your agents already can, over MCP, limited to the files you're allowed to read. Searching them from this page is coming.