RANK #42 IN CODING AGENTS
Ellipsis
verified v2026.9 Coverage TierAI code review on every pull request
VENDOR: Ellipsis
•
LICENSE: Proprietary / SaaS
•
SECURITY: Standard cloud security
•
LAST BENCHMARK: Verified 2026-09-16
Empirical Performance Audit
Macro Intelligence Index
77.6
/100
Coverage Tier
Relative Velocity
#42 of 55
77.6/100 composite
Archive record
4 recorded features
Source: www.ellipsis.dev
Output quality
score.dims.quality
source: archive
Output Quality & Reliability
(Weighted 25%)
80.0%
correctness and consistency of primary task output.
AiRecMark rubric v2
Feature Depth & Integrations
(Weighted 20%)
76.0%
breadth of integrations, APIs, and advanced capabilities.
AiRecMark rubric v2
Onboarding & Usability
(Weighted 15%)
80.0%
onboarding friction, UI clarity, and workflow ergonomics.
AiRecMark rubric v2
Runtime Performance & Latency
(Weighted 20%)
78.0%
latency, throughput, and stability under load.
AiRecMark rubric v2
Price-to-Value Efficiency
(Weighted 20%)
74.0%
capability delivered per pricing tier dollar.
AiRecMark rubric v2
Low-Level Verification
ISO/IEC 25010 Ref
Quantitative Technical Specification
terminal
Runtime & Core Shell
Multi-file agentic edits
Core capability: multi-file agentic edits.
Source: Ellipsis · Verified 2026-09-16
hub
Context Indexing Engine
Repository-aware context indexing
Core capability: repository-aware context indexing.
Source: Ellipsis · Verified 2026-09-16
device_hub
Protocol Specification
IDE / CLI integration
Core capability: IDE / CLI integration.
Source: Ellipsis · Verified 2026-09-16
smart_toy
Model Agility & Routing
Official T0 source
Pricing and feature claims sourced from ellipsis.dev.
Source: Ellipsis · Verified 2026-09-16
Market Positioning Matrix
Open Full Matrix open_in_new
Direct Competitor Radar & Alternatives
| Tool & Version | Score | Primary Sweet Spot | Entry Pricing | Action |
|---|---|---|---|---|
|
E
Ellipsis
(Current)
|
77.6 | Multi-file agentic edits | Free for OSS | Selected |
|
CU
Cursor
|
94.2 | Forked VS Code Agent | $20/user/mo | Compare vs |
|
WI
Windsurf
|
91.8 | Realtime Collaborative IDE | Free / $15 Pro | Compare vs |
|
GI
GitHub Copilot
|
88.1 | Enterprise Compliance | $10/mo | Compare vs |
|
CL
Claude Code
|
86.1 | Terminal & CI/CD Pipelines | $17/mo | Compare vs |
Institutional Synthesis
Analyst Consensus Verdict
“Ellipsis stands out for purpose-built for github-first engineering teams. AI code review on every pull request anchors its proposition, and AiRecMark's five-dimension audit lands it at 77.6/100 — a pragmatic default for gitHub-First Engineering Teams.”
— AiRecMark Senior Systems Architecture Committee
verified
Verified Strategic Strengths
- ✓ Purpose-built for github-first: engineering teams
- ✓ Multi-file agentic edits: out of the box
- ✓ T0 pricing and: features verified against the official site
- ✓ Best Fit: GitHub-First Engineering Teams
warning
Institutional Trade-offs & Headwinds
- ! Public-info editorial assessment: (not full hands-on testing)
- ! No verifiable third-party: benchmark published
- ! :
- ! Scope: Editorial assessment based on public information; hands-on retest pending.
Total Cost of Ownership
Transparent
Commercial Tiers
Free
$0 forever
Entry tier for evaluation and light individual use.
Entry evaluation tier
Most Deployed
Pro
Custom
Free for OSS · paid plans available
Verified 2026-09-16 · ellipsis.dev
Enterprise
Custom
Dedicated infrastructure, security review, and compliance support.
SSO / SAML & audit controls
TCO MODEL NOTE: Official pricing: Free for OSS · paid plans available. Verified via ellipsis.dev (2026-09-16); overages and enterprise terms bill per the official pricing page.
Archive Record
Recorded Metadata
ARCHIVE SNAPSHOT
snapshot 2026-09-16
OFFICIAL SOURCE
Source: www.ellipsis.dev
PRICING CHECKED
Snapshot 2026-09-16
SCORING MODEL
v2-5dim
RECORDED FEATURES
AiRecMark Editorial
Category Standing
Ecosystem Gravity
Category Rank
#42 of 55
Best For
Best for: GitHub-First Engineering Teams
Sources: Official docs, ellipsis.dev, community signals
N=4 recorded attributes
shield_with_heart
AIRECMARK EMPIRICAL PROTOCOL v2.4
•
Independent, un-sponsored deterministic evaluation clusters.
All benchmarks executed in sandboxed hypervisors with standardized token latency meters.