Marketplace bv
Beads Viewer - Graph-aware triage engine for Beads projects. Computes PageRank, betweenness, critical path, and cycles. Use --robot-* flags for AI agents.
install
source · Clone the upstream repo
git clone https://github.com/aiskillstore/marketplace
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/aiskillstore/marketplace "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/dicklesworthstone/bv" ~/.claude/skills/aiskillstore-marketplace-bv && rm -rf "$T"
manifest:
skills/dicklesworthstone/bv/SKILL.mdsource content
BV - Beads Viewer
A graph-aware triage engine for Beads projects (
.beads/beads.jsonl). Computes 9 graph metrics, generates execution plans, and provides deterministic recommendations. Human TUI for browsing; robot flags for AI agents.
Why BV vs Raw Beads
| Capability | Raw beads.jsonl | BV Robot Mode |
|---|---|---|
| Query | "List all issues" | "List the top 5 bottlenecks blocking the release" |
| Context Cost | High (linear with issue count) | Low (fixed summary struct) |
| Graph Logic | Agent must compute | Pre-computed (PageRank, betweenness, cycles) |
| Safety | Agent might miss cycles | Cycles explicitly flagged |
Use BV instead of parsing beads.jsonl directly. It computes graph metrics deterministically.
CRITICAL: Robot Mode for Agents
Never run bare
. It launches an interactive TUI that blocks your session.bv
Always use
--robot-* flags:
bv --robot-triage # THE MEGA-COMMAND: start here bv --robot-next # Minimal: just the single top pick bv --robot-plan # Parallel execution tracks bv --robot-insights # Full graph metrics
The 9 Graph Metrics
BV computes these metrics to surface hidden project dynamics:
| Metric | What It Measures | Key Insight |
|---|---|---|
| PageRank | Recursive dependency importance | Foundational blockers |
| Betweenness | Shortest-path traffic | Bottlenecks and bridges |
| HITS | Hub/Authority duality | Epics vs utilities |
| Critical Path | Longest dependency chain | Keystones with zero slack |
| Eigenvector | Influence via neighbors | Strategic dependencies |
| Degree | Direct connection counts | Immediate blockers/blocked |
| Density | Edge-to-node ratio | Project coupling health |
| Cycles | Circular dependencies | Structural errors (must fix!) |
| Topo Sort | Valid execution order | Work queue foundation |
Two-Phase Analysis
BV uses async computation with timeouts:
- Phase 1 (instant): degree, topo sort, density
- Phase 2 (500ms timeout): PageRank, betweenness, HITS, eigenvector, cycles
Always check
status field in output. For large graphs (>500 nodes), some metrics may be approx or skipped.
Robot Commands Reference
Triage & Planning
bv --robot-triage # Full triage: recommendations, quick_wins, blockers_to_clear bv --robot-next # Single top pick with claim command bv --robot-plan # Parallel execution tracks with unblocks lists bv --robot-priority # Priority misalignment detection
Graph Analysis
bv --robot-insights # Full metrics: PageRank, betweenness, HITS, cycles, etc. bv --robot-label-health # Per-label health: healthy|warning|critical bv --robot-label-flow # Cross-label dependency flow matrix bv --robot-label-attention # Attention-ranked labels
History & Changes
bv --robot-history # Bead-to-commit correlations bv --robot-diff --diff-since <ref> # Changes since ref
Other Commands
bv --robot-burndown <sprint> # Sprint burndown, scope changes bv --robot-forecast <id|all> # ETA predictions bv --robot-alerts # Stale issues, blocking cascades bv --robot-suggest # Hygiene: duplicates, missing deps, cycle breaks bv --robot-graph # Dependency graph export (JSON, DOT, Mermaid) bv --export-graph <file.html> # Self-contained interactive HTML visualization
Scoping & Filtering
bv --robot-plan --label backend # Scope to label's subgraph bv --robot-insights --as-of HEAD~30 # Historical point-in-time bv --recipe actionable --robot-plan # Pre-filter: ready to work bv --recipe high-impact --robot-triage # Pre-filter: top PageRank bv --robot-triage --robot-triage-by-track # Group by parallel work streams bv --robot-triage --robot-triage-by-label # Group by domain
Built-in Recipes
| Recipe | Purpose |
|---|---|
| All open issues sorted by priority |
| Ready to work (no blockers) |
| Top PageRank scores |
| Waiting on dependencies |
| Open but untouched for 30+ days |
| Sorted by computed triage score |
| Easy P2/P3 items with no blockers |
| High betweenness nodes |
Robot Output Structure
All robot JSON includes:
- Fingerprint of beads.jsonl (verify consistency)data_hash
- Per-metric state:statuscomputed|approx|timeout|skipped
/as_of
- Present when usingas_of_commit--as-of
--robot-triage Output
{ "quick_ref": { "open": 45, "blocked": 12, "top_picks": [...] }, "recommendations": [ { "id": "bd-123", "score": 0.85, "reason": "Unblocks 5 tasks", "unblock_info": {...} } ], "quick_wins": [...], "blockers_to_clear": [...], "project_health": { "distributions": {...}, "graph_metrics": {...} }, "commands": { "claim": "bd claim bd-123", "view": "bv --bead bd-123" } }
--robot-insights Output
{ "bottlenecks": [{ "id": "bd-123", "value": 0.45 }], "keystones": [{ "id": "bd-456", "value": 12.0 }], "influencers": [...], "hubs": [...], "authorities": [...], "cycles": [["bd-A", "bd-B", "bd-A"]], "clusterDensity": 0.045, "status": { "pagerank": "computed", "betweenness": "computed", ... } }
jq Quick Reference
bv --robot-triage | jq '.quick_ref' # At-a-glance summary bv --robot-triage | jq '.recommendations[0]' # Top recommendation bv --robot-plan | jq '.plan.summary.highest_impact' # Best unblock target bv --robot-insights | jq '.status' # Check metric readiness bv --robot-insights | jq '.cycles' # Circular deps (must fix!) bv --robot-label-health | jq '.results.labels[] | select(.health_level == "critical")'
Agent Workflow Pattern
# 1. Start with triage TRIAGE=$(bv --robot-triage) NEXT_TASK=$(echo "$TRIAGE" | jq -r '.recommendations[0].id') # 2. Check for cycles first (structural errors) CYCLES=$(bv --robot-insights | jq '.cycles') if [ "$CYCLES" != "[]" ]; then echo "Fix cycles first: $CYCLES" fi # 3. Claim the task bd claim "$NEXT_TASK" # 4. Work on it... # 5. Close when done bd close "$NEXT_TASK"
TUI Views (for Humans)
When running
bv interactively (not for agents):
| Key | View |
|---|---|
| List view (default) |
| Kanban board |
| Graph view (dependency DAG) |
| Tree view (parent-child hierarchy) |
| Insights dashboard (6-panel metrics) |
| History view (bead-to-commit correlation) |
| Actionable plan (parallel tracks) |
| Flow matrix (cross-label dependencies) |
| Attention view (label priority ranking) |
Integration with bd CLI
BV reads from
.beads/beads.jsonl created by the bd CLI:
bd init # Initialize beads in project bd create "Task title" # Create a bead bd list # List beads bd ready # Show actionable beads bd claim bd-123 # Claim a bead bd close bd-123 # Close a bead
Integration with Agent Mail
Use bead IDs as thread IDs for coordination:
file_reservation_paths(..., reason="bd-123") send_message(..., thread_id="bd-123", subject="[bd-123] Starting...")
Graph Export Formats
bv --robot-graph # JSON (default) bv --robot-graph --graph-format=dot # Graphviz DOT bv --robot-graph --graph-format=mermaid # Mermaid diagram bv --robot-graph --graph-root=bd-123 --graph-depth=3 # Subgraph bv --export-graph report.html # Interactive HTML
Time Travel
Compare against historical states:
bv --as-of HEAD~10 # 10 commits ago bv --as-of v1.0.0 # At tag bv --as-of "2024-01-15" # At date bv --robot-diff --diff-since HEAD~30 # Changes in last 30 commits
Common Pitfalls
| Issue | Fix |
|---|---|
| TUI blocks agent | Use flags only |
| Stale metrics | Check field, results cached by |
| Missing cycles | Run , check |
| Wrong recommendations | Use to filter to ready work |
Performance Notes
- Phase 1 metrics (degree, topo, density): instant
- Phase 2 metrics (PageRank, betweenness, etc.): 500ms timeout
- Results cached by
data_hash - Prefer
over--robot-plan
when speed matters--robot-insights