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World Wide TechnologyBenchAI tool benchmarks
Workflow Tool
StatusWatch
SignalTracked
EvidenceGrade B

Beads

51
C- 0 vs last quarter

Git-backed dependency-graph issue tracker giving AI coding agents persistent memory across sessions, branches, and machines.

UX / DXCapabilityReliabilityValueCommunityEnterpriseAutonomyIntegration

Dimension breakdown

Score · confidence
UX / DX
50% conf55
Capability
50% conf70
ReliabilityIncomplete data at this time
Value
50% conf55
CommunityIncomplete data at this time
Enterprise / Compliance
50% conf30
Autonomy
50% conf40
Integration
50% conf55
Sources blend review platforms, community sentiment, the Signal Radar and practitioner ratings. Scores re-blend each quarter.

Git-backed dependency-graph issue tracker giving AI coding agents persistent memory across sessions, branches, and machines. Opus 4.8 re-baseline holds all six dims and rating 53 (Tracked); the no-enterprise-features cap pins every dimension at a ceiling of 14 (Context sits exactly at it). v1.0.4 (May 9, 2026) completes the Dolt migration and hardens reliability after a turbulent v1.0 transition that produced documented data-loss incidents (e.g., bd init wiping a 247-issue DB; #2363 still open).

Repo renamed steveyegge -> gastownhall; ecosystem maturing (official beads-mcp, endorsed Rust 'Beads Classic' port, downstream Gas City enterprise SDK).

Caution

solo-leaning bus factor (Yegge-centric), no enterprise features/company/funding for Beads itself, ~80% agent reliability needing supervision, and persistent invasiveness (auto git-push) + 'written by AI for AI' DX critiques.

The Jan 2026 GAS-token episode (a third-party meme coin on the 'Gas Town' name that Yegge briefly endorsed then disavowed; now -98%) is an ecosystem reputational footnote, not a Beads product issue.

Recommended

Use cases

Not yet assessed — this section fills in as ACES research covers the tool.

Score caps

Risk flags

  • No enterprise features

    enterpriseConditional

    No enterprise customers/features

    Caps all dimensions at 70

    Removed whenEnterprise tier launched with SSO, audit logs, or compliance certification

Assessment

Status rationale

Tracked because Beads has strong community traction (24.18k stars rising, 1.6k forks, v1.0.4 stable, 20+ ecosystem tools, official MCP server, endorsed Rust port, downstream Gas City SDK) and a clear research-based baseline, but lacks enterprise features, company formation, funding, and named enterprise customers required for Assessed, and was not hands-on tested this cycle. The no-enterprise-features cap holds all dimensions at <=14 and remains the binding constraint preventing further advancement (Context is pinned exactly at 14).

The v1.0 Dolt-migration reliability turbulence (largely mitigated by v1.0.4) and the receded GAS-token reputational episode warrant continued monitoring but do not warrant downgrade.

Watch for

Movement triggers

Upgrade if: enterprise features added (SSO, RBAC, real access audit logs), a company forms or Beads obtains dedicated funding, bus factor reduced by sustained additional core maintainers, named enterprise customer references emerge, the Dolt-migration data-loss class (#2363) is verifiably closed with community stability acknowledgment, or compliance score reaches 10+. Downgrade if: competitive displacement materializes (sustained star/contributor decline relative to claude-mem/agentmemory/native CLAUDE.md memory, or to the Rust port/PaiR forks), development stalls (no releases in 90+ days), Yegge abandons the project, reliability regressions persist into a sustained 'breaks often' pattern, or an unresolved security incident emerges.

Caution

Risks & limitations

  • No Enterprise Features

    Moderate

    Radar cap: no-enterprise-features

Capabilities

Integration surface

Not yet assessed — this section fills in as ACES research covers the tool.

Proof points

Adoption & benchmarks

Not yet assessed — this section fills in as ACES research covers the tool.

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Per-source contributions

Click any dimension to see the underlying sources and citations.