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World Wide TechnologyBenchAI tool benchmarks
Autonomous Agent
StatusWatch
SignalTracked
EvidenceGrade B

Aider

43
D -11 vs last quarter

Open-source CLI coding assistant with deep Git integration and model-agnostic BYOK architecture supporting 30+ LLM providers including local models.

UX / DXCapabilityReliabilityValueCommunityEnterpriseAutonomyIntegration

Dimension breakdown

Score · confidence
UX / DX
50% conf50
Capability
50% conf55
Reliability
60% conf81
Value
50% conf40
Community
51% conf74
Enterprise / Compliance
50% conf20
Autonomy
50% conf50
Integration
50% conf40
Sources blend review platforms, community sentiment, the Signal Radar and practitioner ratings. Scores re-blend each quarter.

Open-source CLI coding assistant with deep Git integration and model-agnostic BYOK architecture supporting 30+ LLM providers including local models. Aider Polyglot Leaderboard remains the industry-standard benchmark for LLM code editing (Claude Opus 4.5 leads at 89.4%, GPT-5 88.0%; Opus 4.8 not yet posted on the polyglot board).

Strong for terminal-native developers wanting git-native workflows and vendor-API resilience (BYOK insulates from single-vendor disruption).

Security Flag

Unpatched prompt injection vulnerability (GitHub Issue #5058, opened Apr 21 2026) — ~37 days open with zero maintainer comments — lets Architect mode commit backdoored code via README manipulation.

Note: this is a GitHub issue, NOT a CVE; CVE-2026-5058 is an unrelated aws-mcp-server flaw. Evaluate trust-boundary risk before production use on untrusted repos.

Monitoring

Single-maintainer bus factor; release cadence resumed (multiple named releases May–June 2026: Sonnet 4/Opus 4 support, model-alias updates) after a prior multi-month gap since v0.86.0 (Aug 2025).

Recommended

Use cases

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

Score caps

Risk flags

  • Critical security vuln

    securityTemporary

    Unpatched critical security vulnerability

    Caps Enterprise / Compliance at 25

    Removed whenCVE patched and verified, or security incident resolved with post-mortem published

Assessment

Status rationale

Tracked because Aider demonstrates strong agentic capabilities (multi-step, self-correction, 30+ LLM support), maintains the industry-standard Aider Polyglot benchmark, and shows active commits (through May 22 2026). However, an unpatched prompt injection vulnerability (GitHub Issue #5058, zero maintainer engagement after ~37 days) creates active security risk for architect mode users.

Zero enterprise features (no SSO, audit, compliance), extreme bus factor concentration, and no path to enterprise adoption block advancement. Release cadence resumed May–June 2026 (Sonnet 4/Opus 4 support, model-alias updates) after a prior gap since v0.86.0 (Aug 2025) — the movementTrigger 'formal release cadence resumes' criterion is now met.

The critical-security-vuln cap constrains Compliance ≤ 5.

Watch for

Movement triggers

Upgrade if: prompt injection vulnerability patched with post-mortem (Issue #5058), enterprise features introduced (SSO, audit logs, compliance), additional core maintainers join. [Release cadence resumed May–June 2026 — that upgrade trigger is now met.] Downgrade if: commits stop entirely (>90 days triggers stalled-development cap), Paul Gauthier becomes unavailable, security vulnerability exploited in the wild, community exodus begins, open issue backlog crosses 2,000 without remediation.

Caution

Risks & limitations

  • Critical Security Vuln

    Moderate

    Radar cap: critical-security-vuln

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.