GoNo license detected★ 41 stars⑂ 4 forkssince Mar 2026View on GitHub ↗
engseclabs/trailtool holds a health index of 50 out of 100, placing it in the Moderate band. It scores highest on AI Readiness (80/100) and lowest on Community & Adoption (28/100). It was last updated today. A single contributor accounts for most of its recent work.
50
overall / 100
Moderate
Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
50
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
Manageable file sizes — 1/23 source files over 60KB
Inputs used
primary_language
Go
largest_source_bytes
1,612,964
source_files_sampled
23
oversized_source_files
1
Key facts
41GitHub stars
1contributors
53commits, last 12 months
0days since last push
11releases
1bus factor
1open issues
Gopackage ecosystems
Data collection warnings
GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
More detail
Star and fork history 41 ★ / 4 ⇿
41Stars
4Forks
8Releases
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
Major 0Minor 6Patch 2
OpenSSF Scorecard 3.6 / 10
3.6aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-22 03:27 UTC
The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Raw JSON report machine-readable
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"body": "Replaces the synthetic AWS MCP Server fixture with events captured live from a\nreal Claude Code → aws-mcp.us-east-1.api.aws/mcp session (iam:ListUsers), and\ncorrects the implementation where the real event shapes differed from the\nblog-derived guess:\n\n- The AWS API call the MCP server makes carries \n[…]\nntFixture now drives the real captured events end-to-end and asserts\nexactly one agent session with the real signInSessionArn and MCP resource.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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"body": "The AWS MCP Server OAuth flow (AWS Security blog, 09 JUL 2026) produces a\nCloudTrail pattern trailtool did not handle. It differs from the existing\n`aws login` PKCE flow: MCP API activity is correlated by aws:SignInSessionArn\nrather than roleID+creationDate, and the aws-mcp-server user agent was bei\n[…]\nriven end-to-end test, attribution/multi-event/negative aggregator\ntests, and unit tests for the new helpers and MCP user-agent classification.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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"headline": "Merge pull request #8 from engseclabs/fix/sessions-list-chronological…",
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"body": "ListSessions was returning items in DynamoDB scan order (unordered),\nnot by start_time. Add a sort.Slice by StartTime after fetching all\npages so the default output is oldest-first. Add --reverse to the\nsessions list command for newest-first output.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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"headline": "Sort sessions list chronologically and add --reverse flag",
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"body": "Add index column to all list commands and --index to detail commands; sort display lists",
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"headline": "Merge pull request #7 from engseclabs/claude/gallant-visvesvaraya-c2290b",
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"body": "…l detail commands\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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"headline": "Update README and agent-instructions with # column and --index for al…",
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"body": "…t ServicesUsed\n\n- All list commands (people, accounts, roles, services, resources) now\n show a leading # column for easy reference\n- accounts detail, roles detail, services detail accept --index N as an\n alternative to typing the name/ID\n- ServicesUsed in roles detail is now sorted alphabetically\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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"headline": "Add # column to all list commands and --index to detail commands; sor…",
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"body": "Same fix as Top Events/Resources Accessed — map iteration order is\nnon-deterministic so Session Tags was also random on every run.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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"headline": "Sort Session Tags display in sessions detail",
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"body": "- sessions list now shows a leading # column (1-indexed) so users can\n pass the number directly to sessions detail --index\n- Top Events and Resources Accessed lists in session/role/service detail\n are now sorted alphabetically for consistent, scannable output\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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"body": "sessions: short SSO role names, --index for detail, --long for list",
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"headline": "Merge pull request #6 from engseclabs/claude/epic-dhawan-7fd57f",
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"body": "- SSO role names in `sessions list` now show just the permission-set\n name (e.g. AdministratorAccess) instead of the full aws-reserved/\n sso.amazonaws.com path. Full path + ARN still shown in `sessions detail`.\n- Add `--long` flag to `sessions list` to opt back into full role names.\n- Add `--index\n[…]\nr, --before\n flags as `sessions list`. Mutually exclusive with --at.\n- Update README and agent-instructions.md to reflect all three changes.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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"headline": "Merge pull request #5 from engseclabs/claude/unruffled-brattain-381e93",
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"body": "…tions\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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"headline": "Document session-scoped policy generation in README and agent instruc…",
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"body": "Adds `trailtool sessions policy --at <prefix>` to generate a tight IAM\npolicy from the specific API calls made in a single session, rather than\nthe full lifetime of a role. Uses the same IAM mapping engine as\n`roles policy` but scoped to session-level ResourceAccesses.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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"headline": "Add session-scoped least-privilege policy generation",
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"body": "Add session tag filtering and session policy capture for agent attribution",
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"headline": "Merge pull request #4 from engseclabs/claude/hardcore-shamir-4b6aaa",
"author_name": "Alex Smolen",
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"committed_at": "2026-04-21T18:57:12Z",
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"oid": "f4ed5d959faf2b65bd96e232e601cd19ea56a65a",
"body": "Two-phase test:\n1. Polls CloudTrail LookupEvents until the AssumeRole event (with tags +\n session policy) is confirmed visible — fails fast (~2 min) if not,\n rather than polling blind for 15 minutes\n2. Polls trailtool sessions list --tag until the child session appears\n with the expected tags \n[…]\ntrust policy updated (in engseclabs/iam) to allow sts:TagSession\nand given an inline policy permitting sts:GetCallerIdentity + iam:ListRoles.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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"headline": "Add integration test for session tag and session policy capture",
"author_name": "Alex Smolen",
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"oid": "92611a865845f4674c0a275837da7f28a95d689a",
"body": "…bution\n\n- Add SessionPolicy field to DynamoDBChainLink, DynamoDBSessionAggregated, and SessionAggregated\n- Extract requestParameters.policy from AssumeRole events via ExtractSessionPolicy helper\n- Propagate SessionPolicy through chain link to child session (aggregator + DynamoDB merge)\n- Pretty-pri\n[…]\n simply not attributed rather than guessing from tags\n- Delete core/iam/boundary.go (boundary was replaced by session policy from CloudTrail)\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add session policy capture and remove email fallback from agent attri…",
"author_name": "Alex Smolen",
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"committed_at": "2026-04-21T16:27:14Z",
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"body": "When an AssumeRole event carries session tags in requestParameters.tags\n(e.g. from elhaz-vended agent credentials), the ingestor now captures\nthose tags and propagates them to the child session record via the chain\nlink. This enables tag-based filtering in the CLI without requiring any\nnew session t\n[…]\ntics, repeatable)\n to sessions list; show Session Tags block in sessions detail whenever\n non-empty; add --boundary flag to sessions detail\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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"headline": "Add session tag attribution and tag-based filtering for chained sessions",
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"body": "Add end-to-end integration test script",
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"headline": "Merge pull request #3 from engseclabs/claude/hopeful-jackson-86a03d",
"author_name": "Alex Smolen",
"author_login": "alsmola",
"committed_at": "2026-04-20T18:44:11Z",
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"oid": "f78e2e0ad60c5b697ce65dfc838051206b4e5416",
"body": "The ingestor merges new events into existing sessions (grouped by\nrole+time window), so a freshly triggered event extends a session's\nend_time rather than creating a new one. Polling start_time >= trigger\nnever matched; end_time >= trigger catches it correctly.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Fix integration test to poll on end_time instead of start_time",
"author_name": "Alex Smolen",
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"committed_at": "2026-04-20T18:43:07Z",
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"oid": "5ea00eb9a4b38375674ee480a255933d382257a1",
"body": "Generates an iam:ListRoles CloudTrail event then polls trailtool sessions\nlist every 60s (up to 15 min) until a new session appears, confirming the\nfull pipeline — CloudTrail → S3 → EventBridge → Lambda ingestor → DynamoDB\n→ trailtool CLI — is working end to end.\n\nUses iam:ListRoles rather than sts:\n[…]\ncords omit sessionContext in CloudTrail, causing the ingestor to skip session\ncreation (no roleARN). ListRoles includes full session context.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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"headline": "Add end-to-end integration test script",
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"body": "Add aws login (PKCE OAuth2) session detection and attribution",
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"headline": "Merge pull request #2 from engseclabs/claude/lucid-saha",
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"oid": "65ec25d8972e597099a597eec5d54df5d1906829",
"body": "Detects CreateOAuth2Token events to identify sessions vended via\n`aws login`, tags them as LOGIN type, and attributes them back to the\nhuman session that initiated the login.\n\nKey changes:\n- Aggregator: login pre-pass detects CreateOAuth2Token, builds\n login:roleID:startTime grant keys, persists to\n[…]\netecting from user agents\n- Tests: three new aggregator tests for aws login detection, cross-\n window attribution, and sso login non-tagging\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
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"headline": "Add aws login (PKCE OAuth2) session detection and attribution",
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"body": "…I interface\n\nReplace --session-key with --at <time-prefix> and --user flags throughout.\nAdd Session detail tips paragraph covering prefix matching, --at latest,\ndisambiguation, and role chaining display. Update break-glass workflow\nstep 2 to use the new interface.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Update agent instructions to reflect new sessions detail/summarize CL…",
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"body": "Implement role chaining attribution",
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"headline": "Merge pull request #1 from engseclabs/claude/vibrant-bhabha",
"author_name": "Alex Smolen",
"author_login": "alsmola",
"committed_at": "2026-04-15T20:27:23Z",
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"oid": "55ffc9f5c2dac50c794ab00ac857c747431a4f66",
"body": "- Update sessionsSummarizeCmd to use --at/--user via resolveSession (was still on --session-key)\n- Update README usage examples to reflect --at interface\n- Update README role chaining section to show actual detail output format\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Fix sessions CLI docs and summarize command to use --at/--user interface",
"author_name": "Alex Smolen",
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"committed_at": "2026-04-15T20:19:54Z",
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"oid": "d4708a60a004385528aadbfa4cda7c945da91773",
"body": "…n key format\n\n- Replace --session-key with --at (time prefix) and --user flags in sessions detail\n- Add resolveSession() with FindSession for prefix-based lookup and \"latest\" shorthand\n- Add relativeTime() for human-friendly timestamps in sessions list\n- Drop chained: prefix from programmatic Assum\n[…]\ngins_with prefix queries with multi-match disambiguation\n- Add UpdateParentSessionChaining() to store for cross-batch deferred parent updates\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Redesign sessions CLI: --at/latest interface, clean up chained sessio…",
"author_name": "Alex Smolen",
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"committed_at": "2026-04-15T20:16:21Z",
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"oid": "9a8622748d16e1ea09eeaa5f84aa16c25033349f",
"body": "… session\n\n- Two-pass aggregation: Pass 1 writes chain links (access key → parent session)\n for both programmatic and console switch-role AssumeRole events\n- Console switch-role support: keyed by roleID:creationTime since the console\n issues a fresh credential per request rather than one stable se\n[…]\non records\n- Adds ChainLinksTable DynamoDB resource and CHAIN_LINKS_TABLE env var to\n template-sandbox.yaml; adds make deploy-sandbox target\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add role chaining: attribute AssumeRole sessions to originating human…",
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"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "1 existing vulnerabilities detected",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 2
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "good",
"name": "AI Readiness",
"value": 80,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 83,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.717,
"agent_instruction_files": [
"CLAUDE.md"
],
"agent_instruction_max_bytes": 935
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "CLAUDE.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "38 of 53 human commits state their intent (structured subject or explanatory body)",
"points": 38.2,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 38,
"sampled": 53
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 71,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"go.sum"
],
"has_dockerfile": false,
"typed_language": true,
"bootstrap_files": [
"ingestor/Makefile"
],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0.491,
"toolchain_manifests": [
"go.mod",
"ingestor/go.mod"
],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "ingestor/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "ingestor/Makefile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "Go (statically typed)",
"points": 11,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "Go"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "26 of the last 53 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 26,
"sampled": 53
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "excellent",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 98,
"inputs": {
"primary_language": "Go",
"largest_source_bytes": 1612964,
"source_files_sampled": 23,
"oversized_source_files": 1
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Go (statically typed)",
"points": 45,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "Go"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "1/23 source files over 60KB",
"points": 52.6,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 23,
"oversized": 1
}
}
],
"max_points": 55
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
],
"report_type": "repository",
"generated_at": "2026-07-22T03:27:18.222498Z",
"schema_version": "0.26.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/e/engseclabs/trailtool.svg",
"full_name": "engseclabs/trailtool",
"license_state": "absent",
"license_spdx": null
}
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Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.26.0 — full methodology · metrics wiki.
