Your Crew vs the Field
ccclub answers "how do I stack up against my friends?" SigRank answers "how do I stack up against everyone?" Different questions — both worth asking.
The short version: ccclub
ccclub is the private-league take on token tracking: run npx ccclub init, share an invite code, and your group gets a live board of cost, tokens, turns, active status, and agent mix across Claude Code, Codex, OpenCode, Amp, and pi-agent. No accounts needed, 30-minute aggregate sync, and ccclub show-data lets members audit exactly what leaves their machine. The social model done right — comparing against your crew is a different motivation than a global board, and ccclub builds for it.
SigRank is the complement at the other end of the social graph: instead of a private group, every signed operator is ranked on the same global field by Υ = cache_read × output / input². Your ccclub board tells you who in the group burned the most this week; SigRank tells you who in the field is actually efficient.
Feature comparison
| Feature | ccclub | SigRank |
|---|---|---|
| What it measures | Cost, tokens, turns, active status, agent mix | Cascade yield (Υ) + Leverage, SNR, Velocity |
| Who you are ranked against | Your private group (invite-code friends) | The global field — every signed operator |
| Group model | Invite-code leagues, no account needed | Public leaderboard + class tiers |
| Efficiency score (Υ Yield) | No | Yes |
| Archetypes + class tiers | No | Yes |
| Signed, verifiable submissions | Server-side sync | ed25519-signed snapshots |
| MCP server for AI-agent integration | No | Yes |
| Tool coverage | Claude Code, Codex, OpenCode, Amp, pi-agent | 15+ platforms |
| Privacy-preserving (token counts only) | Yes — 30-min aggregate summaries, auditable via ccclub show-data | Yes |
A league calibrates locally; a field calibrates globally
Private boards are honest about their frame — your group's numbers against each other. The limits show up at the edges: the biggest burner in a five-person group might be mid-table globally, and nobody in the group can tell because the league only sees itself. Totals-based ranking deepens that: the member who runs the most sessions always wins the cost column, whatever their efficiency.
SigRank's global board fixes the frame: every entry is a signed snapshot scored on the same Υ formula, ranked against the whole field across 7d/30d/90d/all-time windows, with class tiers to keep scale honest. It is not a replacement for the group leaderboard — it is the thing the group leaderboard can compare itself to.
Bring the group's scores to the field
Each member of a ccclub league can publish a signed SigRank score from the same local telemetry:
npm install -g sigrank sigrank enroll # create your operator identity sigrank submit # reads logs, scores, signs, publishes
Or paste token counts into the /score calculator to see Υ Yield and class tier instantly.
Frequently asked questions
- Is ccclub a SigRank alternative?
- It solves a different problem. ccclub is the social model: create a group, share an invite code, and compare token usage, cost, and activity with your friends across Claude Code, Codex, OpenCode, Amp, and pi-agent. The private-league design is a real strength — comparing against people you know is motivating in a way a global board is not. SigRank is the global evaluation: signed snapshots, Υ Yield efficiency scoring, class tiers, and a public field. ccclub answers 'how do I compare to my crew?'; SigRank answers 'how do I compare to everyone?'
- What does ccclub do that SigRank does not?
- Private leagues. ccclub's invite-code group model means you can run a board for just your team, your friends, or your community — with per-member agent mix and active status. It is the right tool for a closed comparison. SigRank is deliberately public and global: the point of an operator evaluation is that it means the same thing regardless of who is in the room. A private board calibrates against your friends; the global board calibrates against the field.
- Can I use ccclub and SigRank together?
- Yes. Run ccclub for the friend-group board — the daily 'who is active and what are they driving' view is its own kind of fun. Then submit a signed SigRank snapshot to see how the group members actually rank on efficiency against the global field. The private league for the group chat; the global score for the record.
- Which tells me if I am actually efficient?
- SigRank. ccclub tracks totals — cost, tokens, turns — which tell you how much everyone used, not how well. Υ Yield (cache_read × output / input²) measures whether the tokens compounded into output or burned as repeated input. In a small group the most active member usually tops the totals; on the efficiency board, the most skilled one does.
See where the crew stands globally
Keep the private league for the group chat. Publish signed scores to see how everyone ranks on the field.
Related: SigRank vs ccwarriors · SigRank vs ccrank · The Yield Metric