ShowYourWork.

AI sessions, scored and private or shared.

Upload a Claude, Cursor, or Windsurf session transcript. Get a structured score across five metrics. Share your profile — it's how AI practitioners show their work now.

session.md
toolsBash · Read · Task · Edit
agents3 spawned
decisions12 logged
recovered2 errors
scored
0
/ 100
Skill Diversity88
Decision Depth95
Error Recovery91
Compound Learning97
Orchestration99
Composite Score

Five Metrics, One Score

0%
Skill Diversity
Breadth of capabilities used
0%
Decision Depth
Quality of tradeoff analysis
0%
Error Recovery
Graceful failure handling
0%
Compound Learning
Extracted insights
0%
Orchestration
Agent coordination

How it works

01

Share Your Session

Paste a share link from Claude, ChatGPT, or Cursor — or upload a .md/.txt/.jsonl file. Not sure where to find it? We'll walk you through it on the upload page.

02

Algorithmic Scoring

Scoring engine evaluates across five weighted metrics. Each metric scored 0–100, combined into a single composite score.

03

Ranked & Archived

Session appears on public leaderboard with full breakdown. Filter by score range, project type, or skill category.

04

Pattern Extraction

Top sessions analyzed for recurring patterns. Scoring weights are refined over time based on what high-quality orchestration actually looks like.

Get started

Run it anywhere

Web, terminal, or inside your AI agent — same score engine, zero lock-in.

Web

Upload on the web

Drop any .md, .txt, or .jsonl file. Get a permanent scored link with full breakdown — shareable, indexed on the leaderboard.

sessionstellar.com/upload
CLI

Terminal · zero install

Score any session inline. Pipe to jq. Run enable to auto-score every git commit — scores saved locally, never uploaded unless you say so.

npx sessionstellar score session.md
npx sessionstellar enable # git hook
MCP

MCP server

Add to Claude Code, Cursor, Windsurf, or Cline. Ask your agent to score a session mid-work — scoring runs inline, no context switch.

claude mcp add sessionstellar \
-- npx -y @sessionstellar/mcp
Skill

OpenClaw skill

Install from ClawHub. No API key, no network calls. Teaches any OpenClaw agent how to score, compare, and improve AI orchestration sessions.

Search "sessionstellar" on clawhub.ai

Ready?

What does your best session score?

Upload once. Get a permanent score. Share the link.

0 sessions scored and counting

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