agent · coding assistant

Project Oscar

go.googlesource.comevidence retrieved Aug 3, 2026view as JSON all coding assistant entries 28 alternatives

ThinFewer than 12 fields evidenced — this vendor discloses little, or we have read little of it

9 fields evidenced · 46 with no public information. Every value below links to the document it came from and the date we checked it.

2 of those are flagged for review: our own check found language in the cited source that may address the field. An editor has not adjudicated them yet.

Trust gap

How this is scored

Runtime governance

0/3

Are scope, spend, and authority enforced while the agent runs?

No public evidence found. The page checked describes an experimental contributor-assistance prototype and publishes no enforced run-time limit on scope, spend, or authority.

How this gap gets closed →

Audit trail

0/3

Is there a tamper-evident record of what it actually did?

No public evidence found. The page checked describes indexing and analysis of issues, CLs and discussions, but no tamper-evident or customer-reviewable record of the agent's own actions.

How this gap gets closed →

Compliance

0/3

Are compliance obligations attached per engagement?

No public evidence found. The page checked names no certification, auditor, or regulatory framework.

How this gap gets closed →

Outcome settlement

0/3

Does payment depend on a verified result?

No public evidence found of payment linked to a verified outcome. The page describes a non-commercial open-source project ("Oscar is very much an experiment"); no payment is taken.

How this gap gets closed →

Insurance & indemnity

0/3

Can the deployment be insured, and is the customer indemnified?

No public evidence found. The page checked names no carrier, cover, limit, or customer indemnity.

How this gap gets closed →

Assurance

Insurance available: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Insurance carriers: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Coverage limits: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Indemnification: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Liability cap: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Audit trail: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Tamper-evident log: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Explainability: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Runtime governance: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Permission scopes: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Compliance certifications: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Regulatory alignment: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Outcome-based pricing: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Settlement mechanism: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Dispute process: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
SLA terms: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Evaluation coverage: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this

Agency

Autonomy level: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Human oversight: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Goal complexity: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Action space: read, write
“Indexing and surfacing related project context during contributor interactions. Using natural language to control deterministic tools. Analyzing issue reports, CLs/PRs and group discussions, to help improve them in real time during or shortly after submission, and to label and route them appropriately.”
go.googlesource.com · checked Aug 3, 2026
Operating environment: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Initiative: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this

Safety

Safety evaluations: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Red teaming: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Safety policy: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Usage restrictions: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Model or system card: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Incident reporting: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Third-party evaluations: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Data handling: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this

Practicality

Pricing model: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Price point: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Availability: research preview
“Oscar is very much an experiment. We don't know yet where it will go or what we will learn.”
go.googlesource.com · checked Aug 3, 2026
Deployment options: SaaS, local
“Our current prototype runs on GCP Cloud Run using Google’s Gemini LLM, with Google Cloud Firestore serving as both the key-value storage and vector database. However, as demonstrated in our initial proof-of-concept, Gaby can also function on local workstation using Pebble and an in-memory vector database.”
go.googlesource.com · checked Aug 3, 2026
Integrations: GitHub, go.dev, Gerrit, Google Groups
“Gaby indexes content from various sources: Go issues: GitHub issues for the Go projects. Go documentation: Official documentation on go.dev . Code reviews: Reviews from Gerrit . Discussions: discussions for the Go project and golang-nuts Google Group.”
go.googlesource.com · checked Aug 3, 2026
Supported regions: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Support model: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this

Foundation models

Base models: Gemini LLM
“Our current prototype runs on GCP Cloud Run using Google’s Gemini LLM”
go.googlesource.com · checked Aug 3, 2026
Model provider: Google
“Our current prototype runs on GCP Cloud Run using Google’s Gemini LLM”
go.googlesource.com · checked Aug 3, 2026
Model swappable: yes
“Gaby‘s structure makes it easy to run on any kind of hosting service, using any LLM, any storage layer, and any vector database.”
go.googlesource.com · checked Aug 3, 2026
Open weights: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Fine-tuning: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Context window: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this

Ecosystem

Protocols supported: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Tool use: natural language to control deterministic tools
“Using natural language to control deterministic tools.”
go.googlesource.com · checked Aug 3, 2026
Multi-agent: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
API access: no public information
Flagged for review — the source below contains language that may address this field. Not yet checked by an editor. How we check absences
go.googlesource.com · checked Aug 3, 2026
Open source: no public information
Flagged for review — the source below contains language that may address this field. Not yet checked by an editor. How we check absences
go.googlesource.com · checked Aug 3, 2026
Marketplace presence: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this

Impact

User base: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Deployment scale: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Target sectors: open-source software development
“Oscar is a project aiming to improve open-source software development”
go.googlesource.com · checked Aug 3, 2026
High-risk domains: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this
Documented incidents: no public information
go.googlesource.com · checked Aug 3, 2026 · source did not state this

Compared with

Side-by-side on the fields where Project Oscar and the other entry are both on record and actually differ.