Knowledge resilience report
Critical Resilience 35/100 · F · team profile
EFCore.Analyzers
EFCore.Tools
eng
Business implication An unexpected departure of the top contributor would orphan 385 critical files and likely slow feature delivery by 3–5 weeks while the team learns the surface.
Pair Andriy Svyryd (andriysvyryd@github) on 'eng' — bus factor 1 across 26 files
Resilience is **Critical** (35/100). Weakest dimension: ownership concentration (F). This is a structural property — typical for founder-led or single-maintainer projects — not a verdict on project health.
Risk inventory: 5 service(s) rest on a single contributor; 385 file(s) would become orphans if the top contributor leaves; 7 file(s) carry high correction load (≥35% fix/revert); 26 service(s) lack AI-readable operational context.
Top recommended action: Pair Andriy Svyryd (andriysvyryd@github) on 'eng' — bus factor 1 across 26 files
--api-key sk-ant-... --provider anthropic --model claude-sonnet-4-6or set
narrative.api_key in .blindspot.yaml.
Without a key, this rule-based narrator is used — deterministic,
in-process, no network.
Critical resilience overall (score 35). Weakest dimension: AI operational readiness at 1.
Team-based Multiple maintainers without a single dominant contributor.
Six concrete questions, each with a one-number answer. This is the
report. Each signal opens up below into the files, services and people
behind its number — run with --detailed for the
architecture deep-dive.
Concrete next steps derived from the signals in this report. Each action is tied to a specific finding — treat them as conversation starters with the team, not directives.
| Priority | Confidence | Category | Title | Target | Evidence |
|---|---|---|---|---|---|
| High | Medium | Ownership Diversification |
Single-owner concentration
Diversify ownership of 'EFCore.Analyzers' (currently single-owner)
Service 'EFCore.Analyzers' has bus factor 1 across 5 files; Maxwell (m-x-shokhzod@github) holds 100% of effective ownership. Pair them with at least two additional engineers and rotate code reviews for this area over the next 60 days.
▸ Bus factor 1 over 5 files — Maxwell (m-x-shokhzod@github) holds 100% of effective ownership.
|
EFCore.Analyzers |
bus_factor=1, top_owner_coverage=100%, files=5 |
| High | Medium | Ownership Diversification |
Single-owner concentration
Diversify ownership of 'EFCore.Tools' (currently single-owner)
Service 'EFCore.Tools' has bus factor 1 across 6 files; Andriy Svyryd (andriysvyryd@github) holds 100% of effective ownership. Pair them with at least two additional engineers and rotate code reviews for this area over the next 60 days.
▸ Bus factor 1 over 6 files — Andriy Svyryd (andriysvyryd@github) holds 100% of effective ownership.
|
EFCore.Tools |
bus_factor=1, top_owner_coverage=100%, files=6 |
| High | Medium | Ownership Diversification |
Single-owner concentration
Diversify ownership of 'eng' (currently single-owner)
Service 'eng' has bus factor 1 across 26 files; Andriy Svyryd (andriysvyryd@github) holds 91% of effective ownership. Pair them with at least two additional engineers and rotate code reviews for this area over the next 60 days. Cadence: aim to cover the top files this quarter.
▸ Bus factor 1 over 26 files — Andriy Svyryd (andriysvyryd@github) holds 91% of effective ownership.
|
eng |
bus_factor=1, top_owner_coverage=91%, files=26 |
| Medium | Medium | Codeowners Update |
Update CODEOWNERS for NuGet.config
Declared owners (@AndriySvyryd) do not include the current top contributor. ProductConstructionServiceProd (productconstructionserviceprod) holds 69% of effective ownership. Either add them to the CODEOWNERS rule or assign explicit cross-coverage.
▸ Declared owner does not include the actual top contributor (ProductConstructionServiceProd (productconstructionserviceprod) at 69% coverage).
|
NuGet.config |
declared=@AndriySvyryd, actual_top=productconstructionserviceprod, coverage=69%, line=9 |
| Medium | Medium | Codeowners Update |
Update CODEOWNERS for eng/Version.Details.xml
Declared owners (@AndriySvyryd) do not include the current top contributor. ProductConstructionServiceProd (productconstructionserviceprod) holds 100% of effective ownership. Either add them to the CODEOWNERS rule or assign explicit cross-coverage.
▸ Declared owner does not include the actual top contributor (ProductConstructionServiceProd (productconstructionserviceprod) at 100% coverage).
|
eng/Version.Details.xml |
declared=@AndriySvyryd, actual_top=productconstructionserviceprod, coverage=100%, line=12 |
| Medium | Medium | Codeowners Update |
Update CODEOWNERS for eng/Versions.props
Declared owners (@AndriySvyryd) do not include the current top contributor. ProductConstructionServiceProd (productconstructionserviceprod) holds 41% of effective ownership. Either add them to the CODEOWNERS rule or assign explicit cross-coverage.
▸ Declared owner does not include the actual top contributor (ProductConstructionServiceProd (productconstructionserviceprod) at 41% coverage).
|
eng/Versions.props |
declared=@AndriySvyryd, actual_top=productconstructionserviceprod, coverage=41%, line=12 |
| Medium | Medium | Ownership Diversification |
Single-owner concentration
Diversify ownership of 'EFCore.Proxies' (currently single-owner)
Service 'EFCore.Proxies' has bus factor 1 across 3 files; Andriy Svyryd (andriysvyryd@github) holds 100% of effective ownership. Pair them with at least two additional engineers and rotate code reviews for this area over the next 60 days.
▸ Bus factor 1 over 3 files — Andriy Svyryd (andriysvyryd@github) holds 100% of effective ownership.
|
EFCore.Proxies |
bus_factor=1, top_owner_coverage=100%, files=3 |
| Medium | Medium | Ownership Diversification |
Single-owner concentration
Diversify ownership of 'EFCore.SqlServer.Abstractions' (currently single-owner)
Service 'EFCore.SqlServer.Abstractions' has bus factor 1 across 3 files; Andriy Svyryd (andriysvyryd@github) holds 100% of effective ownership. Pair them with at least two additional engineers and rotate code reviews for this area over the next 60 days.
▸ Bus factor 1 over 3 files — Andriy Svyryd (andriysvyryd@github) holds 100% of effective ownership.
|
EFCore.SqlServer.Abstractions |
bus_factor=1, top_owner_coverage=100%, files=3 |
Each signal above, opened up — the files, services and people behind the headline number. Risk signals are expanded by default; healthy ones stay collapsed.
Bus factor measures how many people would need to leave before knowledge of a service is critically lost. A bus factor of 1 means a single person carries the service.
| Service | Files | Bus factor | Risk | Top owner | Their coverage |
|---|---|---|---|---|---|
eng |
26 | 1 | critical | Andriy Svyryd (andriysvyryd@github) | 91% |
(config) |
22 | 1 | critical | Andriy Svyryd (andriysvyryd@github) | 95% |
EFCore.Tools |
6 | 1 | critical | Andriy Svyryd (andriysvyryd@github) | 100% |
EFCore.Analyzers |
5 | 1 | critical | Maxwell (m-x-shokhzod@github) | 100% |
EFCore.Proxies |
3 | 1 | critical | Andriy Svyryd (andriysvyryd@github) | 100% |
EFCore.SqlServer.Abstractions |
3 | 1 | critical | Andriy Svyryd (andriysvyryd@github) | 100% |
tools |
2 | 1 | critical | Andriy Svyryd (andriysvyryd@github) | 100% |
EFCore.Tasks |
2 | 1 | critical | Andriy Svyryd (andriysvyryd@github) | 100% |
benchmark |
1 | 1 | critical | Parker Bibus (parkerbibus@microsoft.com) | 100% |
EFCore.SqlServer.HierarchyId |
1 | 1 | critical | Andriy Svyryd (andriysvyryd@github) | 100% |
EFCore.SqlServer.NTS |
1 | 1 | critical | Andriy Svyryd (andriysvyryd@github) | 100% |
EFCore.Sqlite.NTS |
1 | 1 | critical | Andriy Svyryd (andriysvyryd@github) | 100% |
Microsoft.Data.Sqlite.Core |
1 | 1 | critical | Andriy Svyryd (andriysvyryd@github) | 100% |
stubs |
1 | 1 | critical | Andriy Svyryd (andriysvyryd@github) | 100% |
test |
506 | 2 | high | Shay Rojansky (roji@roji.org) | 64% |
EFCore |
128 | 2 | high | Andriy Svyryd (andriysvyryd@github) | 70% |
EFCore.Relational |
90 | 2 | high | Andriy Svyryd (andriysvyryd@github) | 57% |
EFCore.Cosmos |
55 | 2 | high | JoasE (joase@github) | 76% |
EFCore.SqlServer |
48 | 2 | high | Shay Rojansky (roji@roji.org) | 70% |
.github |
12 | 2 | high | Shay Rojansky (roji@roji.org) | 66% |
(root) |
9 | 2 | high | Andriy Svyryd (andriysvyryd@github) | 77% |
ef |
7 | 2 | high | Andriy Svyryd (andriysvyryd@github) | 62% |
Shared |
4 | 2 | high | Andriy Svyryd (andriysvyryd@github) | 75% |
EFCore.InMemory |
3 | 2 | high | Andriy Svyryd (andriysvyryd@github) | 67% |
EFCore.Abstractions |
2 | 2 | high | Shay Rojansky (roji@roji.org) | 63% |
EFCore.Design |
16 | 3 | medium | Andriy Svyryd (andriysvyryd@github) | 44% |
EFCore.Sqlite.Core |
11 | 3 | medium | Shay Rojansky (roji@roji.org) | 36% |
dotnet-ef |
7 | 4 | healthy | ZèD (mofajjalrasul@gmail.com) | 29% |
For each of the top contributors by aggregate ownership coverage, this is what would happen if they left tomorrow: how many files lose their primary expert, how many become unowned (orphan, top remaining coverage < 30%), and which services take the largest hit. Use this to prioritise pair-work and knowledge transfer.
test
337/506 files, 286 orphan, 64% avg loss
EFCore.SqlServer
35/48 files, 29 orphan, 70% avg loss
EFCore.Relational
29/90 files, 28 orphan, 34% avg loss
test
150/506 files, 92 orphan, 25% avg loss
EFCore
94/128 files, 89 orphan, 70% avg loss
EFCore.Relational
54/90 files, 50 orphan, 57% avg loss
EFCore.Cosmos
42/55 files, 41 orphan, 76% avg loss
test
38/506 files, 29 orphan, 7% avg loss
EFCore
7/128 files, 7 orphan, 5% avg loss
Decay rises when an owner stops touching a file and others have been changing it. The 90-day projection shows the trajectory if nothing changes.
Review data fetched from GitHub (50 PRs analyzed). A rubber-stamp ratio is the share of approvals on a file that arrived without a single review comment. Reviewer diversity measures whether several people share the review load.
Share of recent commits to each file that are follow-up fixes or reverts. A high ratio is observable evidence of stability debt — work is shipping but corrections are paying for it. Look at the surface, not the person.
| File | Total commits | Fixes | Reverts | Correction ratio | Risk |
|---|---|---|---|---|---|
src/EFCore/Query/Internal/ExpressionTreeFuncletizer.cs |
5 | 3 | 0 | 60% | critical |
test/EFCore.Sqlite.FunctionalTests/BulkUpdates/NorthwindBulkUpdatesSqliteTest.cs |
6 | 3 | 0 | 50% | critical |
test/EFCore.Specification.Tests/Query/AdHocComplexTypeQueryTestBase.cs |
7 | 3 | 0 | 43% | high |
test/EFCore.Cosmos.FunctionalTests/Query/PrimitiveCollectionsQueryCosmosTest.cs |
5 | 2 | 0 | 40% | high |
test/EFCore.SqlServer.FunctionalTests/Query/PrimitiveCollectionsQuerySqlServer160Test.cs |
5 | 2 | 0 | 40% | high |
test/EFCore.SqlServer.FunctionalTests/Query/PrimitiveCollectionsQuerySqlServerTest.cs |
5 | 2 | 0 | 40% | high |
.github/workflows/api-review-baselines.yml |
8 | 3 | 0 | 38% | high |
src/EFCore/Properties/CoreStrings.Designer.cs |
10 | 3 | 0 | 30% | moderate |
src/EFCore/Properties/CoreStrings.resx |
10 | 3 | 0 | 30% | moderate |
test/EFCore.Cosmos.FunctionalTests/EmbeddedDocumentsTest.cs |
7 | 2 | 0 | 29% | moderate |
src/EFCore.Relational/Metadata/Internal/RelationalModel.cs |
5 | 0 | 1 | 20% | moderate |
test/EFCore.Cosmos.FunctionalTests/TestUtilities/CosmosTestStore.cs |
5 | 1 | 0 | 20% | moderate |
.github/copilot-instructions.md |
5 | 1 | 0 | 20% | moderate |
test/EFCore.Cosmos.FunctionalTests/Query/AdHocComplexTypeQueryCosmosTest.cs |
6 | 1 | 0 | 17% | healthy |
src/EFCore.Relational/EFCore.Relational.baseline.json |
7 | 1 | 0 | 14% | healthy |
Coverage of AI-readable organizational memory — agent rules, specs, prompts, architecture decisions, skills. The repo-root row is what the signal grades; per-service rows are shown for context. This is not an AI-generated-code detector.
| Surface | Agent rules | Specs | Prompts | Architecture | Skills | Coverage |
|---|---|---|---|---|---|---|
| (repo) | ✓ | — | — | — | — | 20% |
| .github | ✓ | — | — | — | — | 20% |
| EFCore | — | — | — | — | — | 0% |
| EFCore.Abstractions | — | — | — | — | — | 0% |
| EFCore.Analyzers | — | — | — | — | — | 0% |
| EFCore.Cosmos | — | — | — | — | — | 0% |
| EFCore.Design | — | — | — | — | — | 0% |
| EFCore.InMemory | — | — | — | — | — | 0% |
| EFCore.Proxies | — | — | — | — | — | 0% |
| EFCore.Relational | — | — | — | — | — | 0% |
| EFCore.SqlServer | — | — | — | — | — | 0% |