Make AI agents and AI workflows measurably reliable. Epistemic measurement, Noetic RAG, Sentinel gating, and grounded calibration for Claude Code and beyond
EmpiricaAI/empirica holds a health index of 71 out of 100, placing it in the Good band. It scores highest on Vitality (91/100) and lowest on Sustainability & Governance (55/100). It was last updated today. A single contributor accounts for most of its recent work.
71
overall / 100
Good
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.
71
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.
Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25
Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40
No advisories left outstanding — no advisory carries a publication date
Inputs used
source
osv
advisories
0
affected_packages
0
assessed_packages
1
unassessed_packages
43
affected_by_severity
none
direct_affected_packages
0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 1 resolved dependencies against OSV. 43 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.
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.
deps.dev does not index pypi:empirica@1.12.32; advisories assessed against the repository dependency graph instead
More detail
Star and fork history 239 ★ / 31 ⇿
239Stars
31Forks
95Releases
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 89
OpenSSF Scorecard 5.6 / 10
5.6aggregate
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 · 2026-07-21 21:25 UTC
Full resolved dependency set from the GitHub dependency graph: 23 direct and 21 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
Registry
Package
Version
Relation
PyPI
aiofiles
—
direct
PyPI
anthropic
—
direct
PyPI
cryptography
—
direct
PyPI
empirica
—
direct
PyPI
gitpython
—
direct
PyPI
google-generativeai
—
direct
PyPI
httpx
—
direct
PyPI
jsonschema
—
direct
PyPI
lxml
—
direct
PyPI
mcp
—
direct
PyPI
psutil
—
direct
PyPI
pydantic
—
direct
PyPI
pydantic-settings
—
direct
PyPI
pyjwt
—
direct
PyPI
python-dotenv
—
direct
PyPI
python-multipart
—
direct
PyPI
pyyaml
—
direct
PyPI
requests
—
direct
PyPI
rich
—
direct
PyPI
setuptools
—
direct
PyPI
sqlalchemy
—
direct
PyPI
tiktoken
—
direct
PyPI
typer
—
direct
NuGet
Python
3.11.0
indirect
PyPI
dirty-equals
—
indirect
PyPI
fastapi
—
indirect
PyPI
flask
—
indirect
PyPI
flask-cors
—
indirect
PyPI
opencv-contrib-python
—
indirect
PyPI
pillow
—
indirect
PyPI
proselint
—
indirect
PyPI
pyright
—
indirect
PyPI
pytesseract
—
indirect
PyPI
pytest
—
indirect
PyPI
pytest-asyncio
—
indirect
PyPI
pytest-cov
—
indirect
PyPI
pytest-mock
—
indirect
PyPI
qdrant-client
—
indirect
PyPI
ruff
—
indirect
PyPI
starlette
—
indirect
PyPI
textstat
—
indirect
PyPI
textual
—
indirect
PyPI
uvicorn
—
indirect
PyPI
werkzeug
—
indirect
Dependency advisories 0
This repository publishes no package the index resolves, so its own dependency graph was assessed — 1 packages, which also include development and test pins that never ship: 0 carry known advisories, of which 0 are direct. 43 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.
No known advisories affect the assessed dependencies.
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
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"body": "…oc4) (#376)\n\n_post_grants read only the HTTP status code from the cortex ntfy-grant\nendpoint (200/207 → True), discarding the 207 multi-status body. Cortex\nreturns grants_applied[] with per-grant {ok,error}; a partial 207 was\nstamped status=granted with zero telemetry. The provision() rollup\ncompou\n[…]\ncortex→core).\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
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"body": "…ng (#365) (#375)\n\nIssue #365 (macOS, field-confirmed): `empirica status` and `postflight-submit`\nhang indefinitely on some machines. Root cause (not Qdrant, not the repo\nsensors): scan_live_claude / live_claude_pids_by_instance walk the process table\nand call psutil .environ()/.cmdline(), which on \n[…]\nertainty-Delta: -0.12 (0.2 → 0.08)\nEpistemic-Engagement: 0.85\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64\n\nCo-authored-by: Empirica System <david@getempirica.com>",
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"body": "…(#374)\n\nFollow-up to #371 (which fixed the process-scan signal). Philipp verified the\nparallel blind spot I flagged: on CC 2.1.212, `tmux list-panes -F\n'#{pane_current_command}'` reports \"2.1.212\" for every live claude pane (not\n\"claude\"), so `_live_tmux_panes`'s {claude,node} membership test silen\n[…]\nncertainty-Delta: -0.10 (0.2 → 0.1)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64\n\nCo-authored-by: Empirica System <david@getempirica.com>",
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"body": "…splay (#373)\n\nThe 1.12.31 context meter changed the SHARED statusline for every harness — so\nClaude Code users got the bracketed [####------] 42% meter in place of their\nexisting plain '%ctx', which they didn't ask for. The meter is an ecodex display\npreference (open-weights operators watching cont\n[…]\ncertainty-Delta: -0.12 (0.2 → 0.08)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64\n\nCo-authored-by: Empirica System <david@getempirica.com>",
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"body": "…(#372)\n\nTwo items from ecodex's live Devstral testing.\n\n1. **ai_id/practice misbind (the practice-binding class).** A session in a\n registered project (ecodex-lab) resolved its practice to empirica-extension\n with a frozen stale-other-session snapshot. Root cause: on harnesses that\n don't set\n[…]\nncertainty-Delta: -0.10 (0.2 → 0.1)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64\n\nCo-authored-by: Empirica System <david@getempirica.com>",
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"body": "…string) (#371)\n\nPhilipp (via mesh-support, verified against a live seat): on Claude Code 2.1.212\nthe cockpit showed only 4/9 live seats and `instance rebind` failed with \"no live\nclaude process declares this instance_id\".\n\nRoot cause: `_is_claude_proc(name, cmdline)` gated on psutil `name()` first \n[…]\ncertainty-Delta: -0.08 (0.2 → 0.12)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64\n\nCo-authored-by: Empirica System <david@getempirica.com>",
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"body": "… already live (#370)\n\nTwo standing housekeeping fixes:\n\n1. **Dependabot → develop.** All 3 ecosystems (pip /, pip /empirica-mcp,\n github-actions) get `target-branch: develop`, so bumps land on our trunk,\n get CI-tested there, and flow to main via the normal release — instead of\n landing on ma\n[…]\nncertainty-Delta: -0.10 (0.2 → 0.1)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64\n\nCo-authored-by: Empirica System <david@getempirica.com>",
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"headline": "fix: dependabot targets develop + SessionStart skips re-arm when tail…",
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"body": "…ale cache (#369)\n\nrelease_chain's pypi/pypi_mcp checks used `pip index versions`, which reads pip's\nlocal HTTP cache — stale for minutes after a fresh publish. So right after\n`release.py --publish`, release_chain reported pypi \"missing\" even though the\nversion was already live on the /simple/ index\n[…]\nncertainty-Delta: -0.10 (0.2 → 0.1)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64\n\nCo-authored-by: Empirica System <david@getempirica.com>",
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"body": "- Updated all distribution channels\n- SHA256: d05c212e17e7bbaf6ac48a53f68d229d5e79bd6eb9580bce12727fb2fe31657f\n\nEpistemic-AI: empirica\nEpistemic-Model: claude-haiku-4-5\nEpistemic-Persona: implementer\n\nEpistemic-Learning-Delta: 0.13 (0.75 → 0.88)\nEpistemic-Mastery-Delta: 0.08 (0.80 → 0.88)\nEpistemic-Uncertainty-Delta: -0.08 (0.2 → 0.12)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64",
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"body": "…ast-radius triage (#368)\n\nTwo related skill changes:\n\n1. eat-the-broccoli Phase 3: add a \"rank by blast radius, then cut\" triage step —\n sort findings by damage not count (8 prioritized beat 30), calibrate severity\n to the stated context, never grade an MVP against an enterprise checklist.\n (\n[…]\ncertainty-Delta: -0.12 (0.2 → 0.08)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64\n\nCo-authored-by: Empirica System <david@getempirica.com>",
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"headline": "feat(skills): add architecture-review (system altitude) + broccoli bl…",
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"body": "…ched (#367)\n\n#366 shipped the storage-pipeline detach but it silently fell back to inline on\nEVERY real POSTFLIGHT: the payload's grounded_verification is an EvidenceBundle\nobject, so json.dump raised TypeError → the except ran the pipeline synchronously\n(measured: phase:storage_pipeline still 3.7s\n[…]\nUncertainty-Delta: 0.00 (0.2 → 0.2)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64\n\nCo-authored-by: Empirica System <david@getempirica.com>",
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"headline": "fix(postflight): pickle the detach payload — #366 never actually deta…",
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"body": "…tical path (#366)\n\nMeasured (EMPIRICA_POSTFLIGHT_TIMING, live harness): the POSTFLIGHT storage\npipeline is ~5.7s of pure side-effect latency ON the response critical path —\ndecay_and_global_sync 2.86s, embed_grounded_calibration 1.24s, auto_embed\n1.15s, + episodic/snapshot/workspace/trajectory. NON\n[…]\nncertainty-Delta: -0.10 (0.2 → 0.1)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64\n\nCo-authored-by: Empirica System <david@getempirica.com>",
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"headline": "perf(postflight): run storage pipeline detached, off the response cri…",
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"oid": "f6474b56e079f736643635ce30f3a3e43e4a8a8a",
"body": "… (#364)\n\n* fix(sentinel): classify read-only tailscale verbs as noetic\n\n`tailscale status` (and `status --json`, `netcheck`, `ip`, `version`,\n`whois`) are pure read-only network-status commands — same class as\n`git status` / `ps` — but weren't on the Sentinel's noetic allowlist,\nso they forced an u\n[…]\nlta: -0.05 (0.2 → 0.15)\nEpistemic-Engagement: 0.85\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64\n\n---------\n\nCo-authored-by: Empirica System <david@getempirica.com>",
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"headline": "fix(embed): make project-embed incremental + detach session-end embed…",
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"body": "`tailscale status` (and `status --json`, `netcheck`, `ip`, `version`,\n`whois`) are pure read-only network-status commands — same class as\n`git status` / `ps` — but weren't on the Sentinel's noetic allowlist,\nso they forced an unneeded CHECK when inspecting the tailnet.\n\nAdd the read-only inspection \n[…]\nught it live.\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
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"headline": "fix(sentinel): classify read-only tailscale verbs as noetic (#363)",
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"body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 6 to 7.\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/compare/v6...v7)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-python\n dependency-\n[…]\n)\nEpistemic-Mastery-Delta: 0.10 (0.80 → 0.90)\nEpistemic-Uncertainty-Delta: -0.10 (0.2 → 0.1)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64",
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"headline": "chore(deps): bump actions/setup-python from 6 to 7 (#362)",
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"body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 6 to 7.\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/compare/v6...v7)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-python\n dependency-\n[…]\nirect:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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"headline": "chore(deps): bump actions/setup-python from 6 to 7 (#362)",
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"body": "…o-org layout)\n\n`~/empirical-ai` was David's repo-org directory convention, not a\nsensible default for other setups. Default the practice parent dir to\n`~/empirica` — product-namespaced, so `provision-practice cortex` lands\nat `~/empirica/cortex`. Still overridable via --base-path. +1 guard test\n(de\n[…]\n)\nEpistemic-Mastery-Delta: 0.10 (0.80 → 0.90)\nEpistemic-Uncertainty-Delta: -0.10 (0.2 → 0.1)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64",
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"headline": "chore(provision-practice): default --base-path to ~/empirica (not rep…",
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"oid": "8ef165b0159c8e1b01c6cf0c0e905f35a52ccd90",
"body": "…ff drift\n\nTwo pre-push blockers on the unpushed provision-practice + cockpit\ncommits, cleaned up before publishing to origin/develop:\n\n1. Infra leak: `--forgejo-host` shipped a hardcoded private Hetzner SSH\n URL as its default, so `--forgejo-owner` without `--forgejo-host`\n would wire a backup \n[…]\n)\nEpistemic-Mastery-Delta: 0.10 (0.80 → 0.90)\nEpistemic-Uncertainty-Delta: -0.10 (0.2 → 0.1)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: eab127be-0179-4d77-8e25-1b016f7bde64",
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"headline": "chore(provision-practice): drop hardcoded forgejo host + fix trunk ru…",
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"body": "…nboarding verb\n\nLightweight, local-only, idempotent counterpart to mesh-support's\nspec.yaml-driven bulk provision-practices.py (function provision_one).\nReuses the same core step sequence -- mkdir, project-init, patch\n.empirica/project.yaml (ai_id/tenant/org/substrate), project-register,\noptional f\n[…]\nr error when inference fails, --help renders,\n421 CLI tests still pass.\n\nCo-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01XgjX1WDAsCKXjYG4JPefHT",
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"headline": "feat(cli): add 'empirica provision-practice <name>' single-practice o…",
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"body": "launch_groups() was still wrapping each group in its own terminal window\n(3 separate ghostty processes for a 3-group monitor config) despite the\ndesign intent being one terminal per monitor hosting all groups as tmux\nwindows, switched via the native status-line.\n\n_create_group_session() -> _create_g\n[…]\ner config,\nhosting a 3-window tmux session with correctly titled panes.\n\nCo-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01XgjX1WDAsCKXjYG4JPefHT",
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"headline": "fix(cockpit): groups-mode spawns ONE terminal per config, not per group",
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"body": "…launcher\n\nGhostty surface: new _spawn_ghostty() mirroring _spawn_alacritty() (verified\n--class=/--title=/-e syntax via docs), dispatch in launch_groups() by\nconfig.surface, ghostty added to --surface parser choices. Fixed 3 spots\nin cockpit_launcher_commands.py that hardcoded \"alacritty\" (groups-mo\n[…]\nt\nfirst.\n\nLive-tested end to end with the real ghostty binary (not just unit\ntests): 6 windows across two configs, correct pane titles, correct\nper-surface wm_class/app-id, no cross-config collisions.",
"is_bot": false,
"headline": "feat(cockpit): add ghostty surface + per-pane titling to groups-mode …",
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"committed_at": "2026-07-20T14:13:09Z",
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"oid": "ebd136a40f42e42ec58e91389400565bdedf98da",
"body": "- Updated all distribution channels\n- SHA256: b464e9f01a2738ee1f7dc8ef4e525af1cf8b8e21055bef67f5cd45bac439dcc0",
"is_bot": false,
"headline": "chore: automated release 1.12.29",
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"committed_at": "2026-07-19T15:38:11Z",
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"headline": "chore(release): bump version to 1.12.29",
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"committed_at": "2026-07-19T15:30:57Z",
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"oid": "e1bd355edbb880aa4723e8ae7b56bc222eb5c520",
"body": "…361)\n\n* fix(hooks): cortex-mailbox-poll is opt-in only — never auto-queued\n\nDavid 2026-07-19: \"wake on event should be the only mesh trigger mechanism unless\nthe user opts in and needs it for other harnesses that cannot do wake on event.\"\nSupersedes #360's listener-armed-detection approach with the\n[…]\ncom>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\n---------\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
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"headline": "fix(hooks): cortex-mailbox-poll is opt-in only — never auto-queued (#…",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-19T15:31:33Z",
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"oid": "5cfd01fd9cea8481bb6fe61e69bc1ee0763b658e",
"body": "…sion id (#360)\n\ncortex-mailbox-poll was re-queued for install every session on wake-on-events\nseats (persistent listener running), despite Gate 5 existing to suppress exactly\nthat. Root cause: the listener-armed check globbed\n`listener_active_{instance_id}_*.json`, but instance_id is the session/th\n[…]\n-claude-code.\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
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"headline": "fix(hooks): loop-install Gate 5 keys listener-armed on ai_id, not ses…",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-19T13:12:43Z",
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"oid": "6243cf21a3dc30bc105843dd602264b5945cc747",
"body": "… add -A` (#359)\n\nThe 1.12.28 release swept a concurrent workspace session's uncommitted ERM code\ninto the version-bump commit because the bump was hand-committed with\n`git add -A` on the shared develop working tree. release.py's own\nautomated-release commit (create_git_tag) was already careful — an\n[…]\nrun verified.\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(release): --version-only --commit stages an allowlist, never `git…",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-19T12:39:51Z",
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"oid": "a5fef98203e22999d7f70b7b2a7dd68f9b08ab1b",
"body": "…rg model\n\nGreens the develop trunk (red since 37b465dc8 — 1.12.28 shipped with these 4\nfailing). The swept ERM change (David 2026-07-19) made get_org_parent_map() read\nentity_registry.metadata.parent_org instead of org→org membership edges, but the\ntest still asserted the removed membership-edge be\n[…]\n only the tests were stale (workspace's ERM change\ndidn't update them).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
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"headline": "fix(test): align test_org_parent_map with the metadata-based parent_o…",
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"committed_at": "2026-07-19T12:25:57Z",
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"body": "- Updated all distribution channels\n- SHA256: b7556b0f9c0b4b94f27294e0ad28eb112ea0528256a9f8ebc7d40550b266a4bc",
"is_bot": false,
"headline": "chore: automated release 1.12.28",
"author_name": "Empirica System",
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"committed_at": "2026-07-19T10:55:12Z",
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"oid": "37b465dc80a0a2e75266300811d8da5d2c65ee17",
"body": "Ships #358 (visibility=local no-egress) + the README What's-New truncation\nfix (release.py generator + text) + mesh-requires-Cortex framing, plus the\nrecovered engagement-update fields (effa3f722). Release gate green:\ncompliance 13/13, no CVEs, ruff/format/pyright clean, 99 tests, pattern-hunt clean.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "chore(release): bump version to 1.12.28",
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"committed_at": "2026-07-19T10:27:17Z",
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"oid": "5cc82867fbf9f7e169127dbf479f88ca8093c877",
"body": "… framing\n\nTwo issues David flagged in the README:\n\n1. TRUNCATION — \"What's New in 1.12.27\" was cut mid-sentence (\"A session could\n display the correct\"). Root cause: release.py sync_readme_whats_new extraction\n kept only lines starting with \"- **\" and dropped multi-line bullet\n continuations,\n[…]\nds them (avoids the\nforgotten-entry gap that lost 1.12.26's changelog).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "docs(readme): fix truncated What's New + tighten mesh-requires-Cortex…",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-19T10:19:14Z",
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"oid": "effa3f7221d65178e92fce517cbec05eeef28c3b",
"body": "engagement-update was missing --engagement-scope (and 6 other fields: --next-action, --next-action-due, --last-contact-at, --priority, --contact-method, --warmth). This work was originally landed 2026-07-15 as commit 17069569a, but on a local branch (wip/engagement-slices-2-3) that never merged into\n[…]\nhich have since landed.\n\nVerified: engagement-update --engagement-scope org|tenant works end-to-end against live data. 302 entity/engagement tests pass.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(engagement): recover Slices 2-3 fields — lost on unmerged WIP branch",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-19T10:10:08Z",
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"oid": "c4e3bea5f9b77f17a2564d2b9084ba0091b4ae48",
"body": "…s to cortex (#358)\n\nFollow-up to the security-claim audit (empirica-web prop_lhdyeibr): visibility=local\npreviously governed only cross-practice discoverability, NOT on-device retention —\na cortex-connected install synced local artifact CONTENT to cortex /v1/sync. This\nmakes 'local' mean what a use\n[…]\nsuites green.\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(privacy): visibility=local is a true no-egress tier — never sync…",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-19T09:48:10Z",
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"oid": "97860aee6ff932e8054a44a1d98e547fd373280c",
"body": "- Updated all distribution channels\n- SHA256: 9c4e4f679042e9db16f84e1463bfe074899e368d1e4c88a9ad0512807390bcc9",
"is_bot": false,
"headline": "chore: automated release 1.12.27",
"author_name": "Empirica System",
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"committed_at": "2026-07-18T19:36:24Z",
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"oid": "681e32babdca603e9ab4ddfe3c90df8824be7be5",
"body": "Split-brain project-persistence P0 fix (#357) + reconstructed the missing\n1.12.26 CHANGELOG entry.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nEpistemic-AI: empirica\nEpistemic-Model: claude-haiku-4-5\nEpistemic-Pers\n[…]\nEpistemic-Mastery-Delta: 0.03 (0.85 → 0.88)\nEpistemic-Uncertainty-Delta: -0.03 (0.15 → 0.12)\nEpistemic-Engagement: 0.9\nEpistemic-Completion: 1.0\nEpistemic-Session: aebc62b8-3f9b-4c67-943c-eaebc135bcae",
"is_bot": false,
"headline": "chore(release): bump version to 1.12.27",
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"committed_at": "2026-07-18T19:20:17Z",
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"oid": "340a333df75d5b951b6bc2cad5b9c202a278b0ae",
"body": "…rsistence (#357)\n\nVerified P0 (Franci/NLE, ecodex prop_u5yfs54k6): a session DISPLAYED the correct\nproject but PERSISTED its session row + artifacts to a stale project. Root cause:\nsession-create re-resolved project_id from a context-file chain that read a\n3-month-old global ~/.empirica/active_work\n[…]\nct-identity).\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(session): pin project_id at session creation — end split-brain pe…",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-18T19:19:49Z",
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"body": "- Updated all distribution channels\n- SHA256: 9cb63ef0f44f1e7f9e6cbca0fe1c1704c4be6514ca33149db1dd1d2f0f33f883",
"is_bot": false,
"headline": "chore: automated release 1.12.26",
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"committed_at": "2026-07-18T16:11:25Z",
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"headline": "Merge develop — Empirica 1.12.26 release",
"author_name": "Empirica System",
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"committed_at": "2026-07-18T15:58:12Z",
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"oid": "624b21153994e024a15df6ebfc0454fb61f8f16b",
"body": "Swept all version-string files via release.py --version-only. Patch release\nbundling this session's fixes: sources registry-ghost fix, registry\ncollision-guard + CI pre-push hook, prevention-currency substrate S1-S5,\nproject-init clobber + shadow-UUID fixes, and the cortex mailbox-poll\nonboarding fix.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "chore(release): bump version to 1.12.26",
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"committed_at": "2026-07-18T15:57:58Z",
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"oid": "e4d125a70194fd6e35022a52022fb6334cbd0232",
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"headline": "Merge develop — Empirica 1.12.25 release",
"author_name": "Empirica System",
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"committed_at": "2026-07-18T15:50:10Z",
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"oid": "17702ea72c51731c8ef711d525769799883a0ec8",
"body": "…anonical id\n\nOnboarding-breaking bug (cortex prop_izzviuw6): mailbox poll --ai-id <canonical>\nreturned empty for a freshly-registered practice even though cortex had matching\nproposals. Root cause: _resolve_canonical_ai_id (content_poll.py) always\nround-tripped the id through the roster (matching a\n[…]\nhrough skips roster; bare basename still\nresolves + falls back loudly).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "fix(mailbox-poll): idempotent ai_id resolution — no empty inbox for c…",
"author_name": "Empirica System",
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"committed_at": "2026-07-18T15:46:10Z",
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{
"oid": "8975bbce1d8af64cac0dc716c54f870b7ee22a44",
"body": "…adow UUID\n\nPart 2 of the epistemic-dj repair bug. project-init --project-id <id> (and a\nrepair pass reusing project.yaml's id) returned/minted without ever creating the\nsessions.db projects row under that id — leaving sessions.db id-less while\nproject.yaml / workspace.db claimed one (the \"shadow UU\n[…]\n(config-exists-but-\ndb-missing) so a pure path repair needs no --force.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "fix(project-init): thread project_id into create_project — no more sh…",
"author_name": "Empirica System",
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"committed_at": "2026-07-18T14:41:00Z",
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"oid": "b9d69cbde139d6fa958eda7b8b5a5d1ab01eaf91",
"body": "Reported by epistemic-dj: project-init --force rebuilt project.yaml from a\ngeneric scaffold via _build_project_config, silently overwriting hand-set /\nprovisioning-written identity fields (org_id, tenant_slug, canonical_seat,\nmesh_id_prefix, remotes, rich description) — turning a config repair into\n\n[…]\narate to avoid a\nfleet-critical DB-signature change in the same commit.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "fix(project-init): --force merges project.yaml instead of clobbering it",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-18T14:31:56Z",
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"oid": "7ba4a7dd6a20e15d735df4b644f687f3b97681ee",
"body": "…ily)\n\nempirica/core/prevention/report.py::prevention_report(db, session_id) composes\nread_prevention_events + aggregate_prevention_events(family=...) into one view:\nper-outcome_family prevention-rate + beneficiary-independent split, exposed vs\nEXP-SHADOW control-arm counts, overall rollup.\n\nEmits R\n[…]\nS2) + oracle\n(S3) + fabrication family (S4) + measurement surface (S5).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "feat(prevention): S5 — measurement report surface (read-only, per-fam…",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-18T02:54:30Z",
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"oid": "85f3793ca1d7cc72d258b97d6188928095018a3a",
"body": "The fabrication-detection-floor from PREVENTION_MEASUREMENT_SPEC.md §1: prevention\nand fabrication-incidence ride the SAME event machinery but have DIFFERENT failure\nsignals, so the family is now explicit.\n\n- migration 059: outcome_family column on prevention_events (default 'prevention';\n additive\n[…]\non need its own oracle?) is unanswered by research. Emission side only.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "feat(prevention): Leg C — fabrication-incidence 2nd outcome family (S4)",
"author_name": "Empirica System",
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"committed_at": "2026-07-18T02:25:51Z",
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"oid": "78ca0144d24582bf8b1c6f4d077017b78610a531",
"body": "The anti-Goodhart anchor from PREVENTION_MEASUREMENT_SPEC.md §5: \"no mistake was\nlogged\" is gameable, but \"the failure did not recur under continued exposure\"\nrequires manufacturing real downstream work under permissioned identity.\n\nempirica/core/prevention/oracle.py::recurrence_verdict(db, pattern_\n[…]\nrder (pre-since ignored) / strongest-signal-wins / fail-open / latency.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "feat(prevention): Leg B — recurrence oracle (S3)",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-18T01:55:48Z",
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"oid": "21f40ccdb852ce6005dfa275094fdf88c0bf1490",
"body": "…ection (S2)\n\nThe positive-polarity mirror of the blindspot regret loop, per\ndocs/architecture/PREVENTION_MEASUREMENT_SPEC.md. Turns \"prevention-value\" into\na measurable event: an exposed anti-pattern prior that was acknowledged and did\nNOT lead to a same-subject failure within window W = a measured\n[…]\n ATE (needs the shadow arm) is research's;\nthe recurrence oracle is S3.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "feat(prevention): Leg A — prevention_events emission + POSTFLIGHT det…",
"author_name": "Empirica System",
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"committed_at": "2026-07-18T01:28:11Z",
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"oid": "a1a5a5ff5404cd263258dcf7d5ee69a9aeab82d7",
"body": "…lan (S1)\n\nempirica-core's two legs for the prevention-currency causal-measurement SER\n(ser_c2c87f7d base-rate experiment + research-graduated prop_rdgppyim):\n\n- PREVENTION_MEASUREMENT_SPEC.md — pre-registered spec. Frames the\n de-aspirational causal claim (H1: surfacing an anti-pattern prior causa\n[…]\nrication family, read verb) build\nagainst the frozen emission contract.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "docs(prevention): pre-registered measurement spec + overnight build p…",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-18T00:56:40Z",
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"oid": "83673658ac605da27bd4eea4fa607cfdb5d3c42c",
"body": "…h hook\n\nTwo guards that fell out of the 2026-07-17 registry-ghost incident (a stale\nbackup-dir entry shadowed the live empirica repo, serving 9 stale sources).\n\n1. registry.warn_name_collisions(): load_registry now warns when two entries\n share a display name but resolve to different paths (backu\n[…]\no\n`make check`/format/lint/typecheck actually run and match CI's scope.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "feat(registry+ci): warn on name-collision shadows + CI-parity pre-pus…",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-17T22:43:14Z",
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"oid": "654ec051fa584d877abe5deb5a8a5e4efc38419c",
"body": "update the internal link for the cross ai mesh\nsection to the correct anchor\n\nfrom: cross-ai-mesh\nto: cross-ai-mesh-optional-ecosystem-layer\n\nCo-authored-by: fess <fess-Z2l0Cg@fess.org>",
"is_bot": false,
"headline": "fix(Readme): cross-ai-mesh link (#356)",
"author_name": "Fess",
"author_login": "fessyfoo",
"committed_at": "2026-07-17T19:46:02Z",
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"oid": "be2f8a1e6c228f3f31a839ea88bece0c2d0b8d44",
"body": "checkpoint_parsers.py + workspace_db.py from the engagement-id plumbing\ntripped `ruff format --check` on develop (tests + ruff check were green).\nPure formatting, no behavior change.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
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"headline": "style(format): ruff format the engagement-glue files — unblock CI",
"author_name": "Empirica System",
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"committed_at": "2026-07-17T19:45:56Z",
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"oid": "c329edb1efe5605b0ede585deba6a5582a029078",
"body": "Mirror of #356 (merged to main, credit @fessyfoo) onto develop so the\nfix rides the next release instead of regressing it. The link pointed at\n#cross-ai-mesh but the heading anchor is\n#cross-ai-mesh-optional-ecosystem-layer.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "fix(readme): repair dead cross-ai-mesh in-page anchor",
"author_name": "Empirica System",
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"committed_at": "2026-07-17T19:44:54Z",
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"oid": "b8300f30a466d544a40283a6ee8f4507f2cf1bb4",
"body": "The 8 source verbs (source-add/list/get/update/archive, sources-map/\ncheck/reconcile) are live in the parser but the curated --help groups\n(CoreCommandsFormatter) never listed them — so they were invisible to\nanyone reading --help and read as \"missing.\" Added a \"Knowledge Sources\n(external material \n[…]\narser (this gap is the symptom) — a follow-up could auto-derive groups.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "fix(cli): surface the Knowledge Sources family in `empirica --help`",
"author_name": "Empirica System",
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"committed_at": "2026-07-17T15:20:59Z",
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{
"oid": "4a92a963c57f5d78cf915c3f13f88ecfae19ee62",
"body": "Core's W1a leg (idempotent-by-design), built against cortex's live ledger\n(738b400b). Emitters compute a stable action-key instead of hand-rolling\na hash:\n\n idempotency_key(action_type, target, params) -> sha256\n\nIt identifies the ACTION, not the emission — canonical JSON (sorted keys,\ntight separa\n[…]\nght clean, 35 mesh_content tests + drift-check +\nconformance all green.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "feat(mesh): W1a idempotency_key() helper + propose-discipline guidance",
"author_name": "Empirica System",
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"committed_at": "2026-07-17T14:24:30Z",
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"oid": "a1bfe2b38e6aa369411510fcf692036ac14dc26a",
"body": "…goal 2)\n\nA contact/entity can legitimately have multiple active memberships of the same group_type (e.g. a seat-holder at two sibling orgs). Prior behavior (get_contact_org_map) collapsed these to \"latest joined_at wins\" with no way to declare which one is canonical.\n\nAdds: is_primary INTEGER colum\n[…]\nd against 4 real dual-org contacts in production data (seat-holders spanning sibling orgs, one cross-org partnership). 302 entity/engagement tests pass.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(erm): add is_primary disambiguation flag to entity_memberships (…",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-17T14:20:23Z",
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{
"oid": "528c9d87034905681007f624a6f58d5713c1b42b",
"body": "…pose\n\nempirica-core's roadmap deliverable (coordination-consistency W1a, the\nemitter-side half). Every actionable cortex_propose carries a stable\nidempotency_key (semantic hash of action/target/params); the executor\nno-ops on a seen key and returns the prior receipt, so a re-issued or\nreply-narrate\n[…]\nwhen they race.\n\nDRAFT for mesh convergence with cortex + mesh-support.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "docs(mesh): W1a spec — idempotent-by-design convention for cortex_pro…",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-17T12:58:34Z",
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{
"oid": "98d3ce1b7b7b913f61498cae242d7be6f0b642cd",
"body": "- Updated all distribution channels\n- SHA256: 23096c784b99acb0cdb17e4593beeffd6428c575da2f4b39f41998fda3ad4a36",
"is_bot": false,
"headline": "chore: automated release 1.12.25",
"author_name": "Empirica System",
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"committed_at": "2026-07-17T12:02:18Z",
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"oid": "e2d7a6a7833ea95991f359cd1b4f557445ca0c62",
"body": "Atomic version sweep (release.py --version-only --old-version 1.12.24)\nacross all pointers; consistency tests 15/15 green.\n\nCHANGELOG [1.12.25]: goals-create --engagement-id (the goal↔engagement\nglue), the loop-install gate-5 poller-reappearance fix, entity-create\nself-heal restore, and the MESH_CON\n[…]\ntone.\n\nHomebrew SHA256 deferred to --prepare (needs the built tarball).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "chore(release): bump to 1.12.25 + roll CHANGELOG",
"author_name": "Empirica System",
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"committed_at": "2026-07-17T11:54:56Z",
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"oid": "9d82377d6fc2eac92c1b059b035c1c8ff7364a87",
"body": "… glue\n\nThe core half of the goal↔engagement linkage. `goals-create --engagement-id\n<id>` now stamps the existing goals.engagement_id column (migration_051).\nGoals are core's table + goals-create is core's verb, so this by-id ref is\ncore's lane; the engagements schema + the entity_artifacts junction\n[…]\n stamps,\nworkspace's junction write lights up /goals?entity=engagement.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "feat(goals): goals-create --engagement-id — stamp the goal↔engagement…",
"author_name": "Empirica System",
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"committed_at": "2026-07-17T11:41:30Z",
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"oid": "cefbb66679da7134b9f22d1d2946bbd1d88455a5",
"body": "Synthesizing metaphor David wants captured as load-bearing: the mesh is\nAbleton Live / Serato for epistemically-aware AIs — the sync engine that\nkeeps heterogeneous AIs in phase across SIX axes at once (practices,\nharnesses, substrates, model types, tenants, orgs), with calibration as\nthe shared bea\n[…]\nfungible practitioners). Epistemic-layer\ntwin: shared finding ae60b271.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "docs(mesh): add the DAW-frame capstone to MESH_CONCEPTS",
"author_name": "Empirica System",
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"committed_at": "2026-07-17T09:22:11Z",
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{
"oid": "4b2878ee15efd71618de0b307f3994827a7c4f5b",
"body": "…lers on wake-on-event seats\n\nextension prop_syrvccyu6 (David-directed): the auto-installer surfaced\ncortex-mailbox-poll as a 30s CronCreate poll every session on wake-on-event\nseats (30+ practices), despite the systemd loop-listen service + loop_fires\nMonitor already delivering events. Two grounded\n[…]\ncrons (message-cleanup) still install.\n\nVerified: compiles, ruff clean.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "fix(loop-install): don't offer event-drivable loops as CronCreate pol…",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-17T08:59:40Z",
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"oid": "8b51e970ac67912b744963ca936485a1e0a70912",
"body": "…rows\n\nRestores the entity-type == \"organization\" block in mint_entity that calls upsert_organization_detail after the registry entry is written. Method has _table_exists guard for CI safety. Goal 3 of core backlog handoff.\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(entity-create): restore CI-safe self-heal trigger for org detail …",
"author_name": "Empirica System",
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"committed_at": "2026-07-17T08:45:34Z",
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"oid": "edb2c8447231d3519039a72396b47d62bd0d36f7",
"body": "- Updated all distribution channels\n- SHA256: 5ad06046360ce68db7e0a73db3c7554accd5bb22e5740d63ec42cc31c52bd545",
"is_bot": false,
"headline": "chore: automated release 1.12.24",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-17T08:27:59Z",
"body_truncated": false,
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"oid": "27983db42d6229a98e15d34406c204fccd1acd67",
"body": "Atomic version-string sweep (release.py --version-only --old-version\n1.12.23) across all pointers: root + empirica-mcp pyproject, __init__,\nplugin.json, install.sh, setup_claude_code, Dockerfile, chocolatey,\nREADME + docs version refs. Consistency tests 6/6 green.\n\nCHANGELOG [Unreleased] → [1.12.24]\n[…]\n256 intentionally deferred to --prepare (needs the\nbuilt tarball hash).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "chore(release): bump to 1.12.24 + roll CHANGELOG",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-17T08:11:48Z",
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"oid": "f4bcce6a051f4a7b3577bb1e3263c9cd5614f094",
"body": "pip-audit flags mcp 1.27.1 for three CVEs:\n- CVE-2026-52869, CVE-2026-52870 → fixed in 1.27.2\n- CVE-2026-59950 → fixed in 1.28.1\n\nBump both floors (root `mcp` extra + empirica-mcp SDK dep) to >=1.28.1\nso no resolution — local, CI, or downstream — can land a vulnerable\nversion. Follows the existing C\n[…]\nrica-mcp/pyproject.toml. pip-audit clean after local upgrade to\n1.28.1.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "fix(deps): bump mcp floor to >=1.28.1 (CVE-2026-52869/-52870/-59950)",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-16T21:44:54Z",
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"oid": "ff2d0ce30be8749564b3aae9d61097594b490118",
"body": "…lake)\n\nRoot cause of the order-dependent failure of\ntest_project_init_chicken_egg::test_no_args_passed_falls_back_to_init_attempt\n(\"Expected 'run' to have been called once. Called 2 times.\" — the extra\ncall was `git for-each-ref refs/notes/empirica/messages/test/`).\n\ntest_receives_new_messages and \n[…]\nalready\ngreen on its seed; this removes the latent flake underneath it.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "fix(test): stop leaked subscriber daemon in message-store tests (CI f…",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-16T21:33:16Z",
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"oid": "0a311f91d79ff38b1618e2639e190ead6fc99130",
"body": "…lind spot\n\nBroccoli must-fix (two adversarial agents converged here):\n\n1. project_skills/empirica-epistemic-framework.yaml referenced\n `empirica agent-spawn --turtle` — a verb removed in #348. This\n fixture is loaded into the AI's context by project-bootstrap, so a\n dangling verb here mislead\n[…]\none\nsource of truth, coordinated with cortex (prop_wsdy3uvl co-design).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata",
"is_bot": false,
"headline": "fix(drift): remove dangling agent-spawn ref + close the drift-check b…",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-16T21:27:03Z",
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{
"oid": "20a9008a3a2fce7a64cde3eee529f5d6ab30c0e3",
"body": "…rface goals-list cap (#354)\n\nTwo small backlog-gardening fixes:\n\n1. sentinel-gate: add `mesh status`, `mesh diagnose`, cockpit `status` to the\n noetic read-only allowlist (join practice-context/profile-status). These are\n read-only roster/status displays that shouldn't trip the praxic gate. The\n[…]\nabbreviation.\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(hygiene): classify read-only roster/status lookups as noetic + su…",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-16T21:12:26Z",
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"oid": "4392048b22271d2e4e7a2654ad6f7c7f3361d3d0",
"body": "…practice pattern (#353)\n\nDavid's refinement (load-bearing): a lesson isn't just a high-impact finding —\nit's the TRANSFERABLE distillation of a pattern/anti-pattern that crosses the\npractice boundary and is actionable by a peer, local or remote. A finding/\ndecision is local epistemic state; a lesso\n[…]\nout of band.)\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(vocabulary): sharpen the lesson definition — transferable cross-…",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-16T17:30:12Z",
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{
"oid": "5f494e82e263c4c1c9bc1c1e3e5ea3a16265dbd8",
"body": "…removed verbs (#352)\n\nscripts/check_prompt_parser_drift.py introspects the live CLI verb set\n(create_argument_parser) and sweeps the prompt corpus (skills + the shipped\nsystem-prompt template) for `empirica <verb>` mentions, failing CI when a prompt\nreferences a verb the parser no longer has — the \n[…]\norpus clean).\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(ci): parser↔prompt drift check (T2) — catch prompts referencing …",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-16T16:50:25Z",
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"oid": "14c86443797dd25b4690e1ae9201ee957d16b1b3",
"body": "…ed-topic rejection (#351)\n\nFollow-up to #350 (the \"root root\" cortex flagged). Cortex shipped the\n`retired_channels` field on /v1/users/me/notification-channels (prod 78953f50):\n[{name, retired_at, migration_hint}]. The listener now consumes it as the\nauthority on which ntfy topics are retired (403\n[…]\n. ruff clean.\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(listener): consume cortex retired_channels — authoritative retir…",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-16T16:11:28Z",
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"oid": "6f29e64fb84784decd3fc9a9bca043f15dbfd371",
"body": "…(#349)\n\nTwo-part pass over the 128 tracked docs (investigated via 4 parallel audit\nagents), following the CLI prune (#348 removed 28 verbs + subsystems).\n\nALIGNMENT — purged every stale reference to removed verbs/subsystems from 19\ndocs (reference/api/*, architecture/*, human/*): the homegrown agen\n[…]\n/claude-code)\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: align to post-prune reality + reduce duplication (−2.6K lines) …",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-16T15:54:40Z",
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"oid": "d33d6f14c60ee0456ef243d3e18dc05ecf37d143",
"body": "… (#348)\n\n* refactor(cli): prune 28 dead/unwired/subsumed verbs (surface 210→182)\n\nGrounded survivor-analysis of the full 210-verb CLI surface; this executes\nthe prune-dead bucket and folds in the overlapping simplify/dedupe/\nconsolidate intent. Each verb removed across parser + dispatch + handler +\n[…]\ncom>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\n---------\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "refactor(cli): prune 28 dead/unwired/subsumed verbs (surface 210→182)…",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-16T15:46:48Z",
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"oid": "b8a44f6f7f51c5c6d0fdd6cff3f8ab73f1111d16",
"body": "* fix(listener): never fall back to the retired 403-ing ntfy topic\n\nFleet-wide reliability bug (autonomy prop_6v3v4iob, root-caused with Philipp's\nmesh-support): run_listener resolved the per-tenant wake topic from cortex's\nnotification-channels registry, but on ANY resolution miss (cortex deploy\nwi\n[…]\ncom>\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\n---------\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(listener): never fall back to the retired 403-ing ntfy topic (#350)",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-16T15:46:24Z",
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"oid": "907b05317654f5fa51510a9a134ad8d65cd0d1e0",
"body": "- Updated all distribution channels\n- SHA256: 775c87dc5c2bf5ed1c54744ede45076e6391071c6fdd18da845650721cd1d61d",
"is_bot": false,
"headline": "chore: automated release 1.12.23",
"author_name": "Empirica System",
"author_login": null,
"committed_at": "2026-07-15T17:42:43Z",
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"oid": "87d319fa54365c8d7992345c1f4ac42689cc5053",
"body": "…uild + sync) (#347)\n\nB2 — resolution was SQLite-only, so a `rebuild --from-notes` or multi-device\nsync resurrected resolved findings/unknowns as open. Make resolution canonical\n(in git notes), mirroring the pattern GitUnknownStore already had.\n\n- finding_store: store_finding carries is_resolved/res\n[…]\n too (small).\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(resolution): persist resolution to git notes (durable across reb…",
"author_name": "David Samuel Laurence Van Assche",
"author_login": "Nubaeon",
"committed_at": "2026-07-15T17:24:00Z",
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"oid": "7d4b85af720d7b7c9f98925ab29bc99bf3119c12",
"body": "…ng skill (#345)\n\nAdditive refinements from the empirica garden pass, no rewrite:\n\n- Phase 1 Survey: SEE the whole graph first. List verbs undercount (active-\n project top-N) and hide cross-project scatter; run goals-list/unknown-list\n --all-projects, diagnose identity divergence, and consolidate \n[…]\nacts filter).\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(gardening): fold this garden's learnings into /epistemic-gardeni…",
"author_name": "David Samuel Laurence Van Assche",
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"body": "…isibility bridge keys (#341)\n\nGET /api/v1/sources (_list_sources) had no archived filter and didn't project the\narchived flag, so a DELETE-archived source kept surfacing indistinguishable from\nactive — the \"archived sources still surface in extension\" bug. It also never\nprojected cortex_uuid/visibi\n[…]\nys\nprojected.\n\n\nClaude-Session: https://claude.ai/code/session_01Qe4uGwYbVtE5CFZdsBwata\n\nCo-authored-by: Empirica System <david@getempirica.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
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"notes": [],
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"cap": null,
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"signals": [],
"red_flag": false,
"multiplier_pct": 100,
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},
"components": [
{
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{
"code": "abandonment_maintained",
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}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
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"name": "Community & Adoption",
"value": 62,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
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"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 53,
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"forks": 31,
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"growth_factor_pct": 100
},
"components": [
{
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"detail": "239 stars",
"points": 38.6,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 239
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "31 forks",
"points": 12.3,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 31
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "3 watchers",
"points": 1.7,
"status": "partial",
"details": [
{
"code": "watchers",
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"count": 3
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "good",
"name": "Community health",
"note": null,
"notes": [],
"value": 70,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
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},
{
"key": "license",
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"detail": "recognized license (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
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},
{
"code": "license_spdx",
"params": {
"spdx": "MIT"
}
}
],
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},
{
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"name": "CONTRIBUTING guide",
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"details": [],
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},
{
"key": "code_of_conduct",
"name": "Code of conduct",
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},
{
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},
{
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"status": "missed",
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}
]
},
{
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"notes": [
{
"code": "excluded_no_data",
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"components": [
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]
}
},
{
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}
],
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"components": [
{
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"points": 53.4,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 10195,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
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"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
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}
],
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}
]
}
],
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},
{
"key": "governance",
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"name": "Sustainability & Governance",
"value": 55,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 18,
"inputs": {
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"contributors_sampled": 5,
"top_contributor_share": 0.907
},
"components": [
{
"key": "bus_factor",
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"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
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"count": 1
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}
],
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{
"key": "commit_distribution",
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"points": 2.1,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 91
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
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"points": 6.8,
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"code": "contributors_sampled",
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"count": 5
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}
],
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{
"key": "openssf_scorecard_contributors",
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"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
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"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
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"inputs": {
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"closed_issues": 51,
"issue_closed_ratio": 1,
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"components": [
{
"key": "issue_resolution",
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"points": 46.8,
"status": "met",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 100
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
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"detail": "289/313 decided PRs merged",
"points": 35.3,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 289,
"decided": 313
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 15
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]
},
{
"key": "stewardship",
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"note": null,
"notes": [],
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"inputs": {
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"owner_type": "Organization",
"is_verified": null,
"owner_login": "EmpiricaAI",
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"account_age_days": 30
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"components": [
{
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"detail": "organization-owned",
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"details": [
{
"code": "owner_organization",
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}
],
"max_points": 30
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{
"key": "verified_domain",
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"detail": null,
"points": 0,
"status": "missed",
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"max_points": 20
},
{
"key": "owner_reach",
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"detail": "1 followers of EmpiricaAI",
"points": 2.2,
"status": "partial",
"details": [
{
"code": "owner_followers",
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"count": 1,
"login": "EmpiricaAI"
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}
],
"max_points": 25
},
{
"key": "track_record",
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"detail": "4 public repos, account ~0 yr old",
"points": 5.3,
"status": "partial",
"details": [
{
"code": "public_repos",
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},
{
"code": "account_age_years",
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"years": 0
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}
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]
},
{
"key": "package_maintenance",
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"name": "Package maintenance",
"note": null,
"notes": [],
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"inputs": {
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"empirica",
"empirica-mcp"
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"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 0
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"components": [
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"key": "published_resolvable",
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"detail": "2 package(s) on pypi",
"points": 25,
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"code": "packages_published",
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}
],
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{
"key": "publish_recency",
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"detail": "latest publish 0 days ago",
"points": 35,
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"details": [
{
"code": "publish_recency",
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"days": 0
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}
],
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{
"key": "version_history",
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"detail": "150 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 150
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}
],
"max_points": 20
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{
"key": "not_deprecated",
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"code": "package_not_deprecated",
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],
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]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
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"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
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"name": "Engineering practices",
"note": null,
"notes": [],
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"inputs": {
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"components": [
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"details": [
{
"code": "ci_workflows",
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}
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{
"key": "tests_present",
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"details": [],
"max_points": 24
},
{
"key": "linter_config",
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"points": 0,
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{
"key": "pre_commit_hooks",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "editorconfig",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
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{
"key": "openssf_scorecard_ci_tests",
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"max_points": 20
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]
},
{
"key": "documentation",
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"note": null,
"notes": [],
"value": 100,
"inputs": {
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"components": [
{
"key": "readme",
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"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
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"details": [],
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{
"key": "documentation_homepage_site",
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"status": "met",
"details": [],
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{
"key": "repository_description",
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"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "6 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 6
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
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"name": "Security",
"value": 65,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 56,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 5.6
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"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
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}
],
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},
{
"key": "ci_tests",
"name": "CI-Tests",
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"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/29 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"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 detected",
"points": 5,
"status": "met",
"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": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 1 resolved dependencies against OSV; 43 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_repository",
"params": {
"assessed": 1
}
},
{
"code": "advisories_unassessed",
"params": {
"count": 43
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 1,
"unassessed_packages": 43,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "transitive set not separable from development and test dependencies in this scope",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_scope_not_separable",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 1,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"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": [
{
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}
],
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"inputs": {
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"exposures": [],
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"Russia",
"Iran",
"North Korea"
],
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},
"components": [
{
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"detail": "no confirmed policy-scope location match",
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"details": [
{
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}
],
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}
]
}
],
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},
{
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{
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"points": 0,
"status": "missed",
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},
{
"key": "legible_commit_history",
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"detail": "94 of 98 human commits state their intent (structured subject or explanatory body)",
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"params": {
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{
"key": "ai_verify_loop",
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"note": null,
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},
{
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}
]
},
{
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"note": null,
"notes": [],
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},
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],
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},
{
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},
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},
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},
{
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},
{
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}
],
"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": [
"deps.dev does not index pypi:empirica@1.12.32; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-07-21T21:25:22.400337Z",
"schema_version": "0.23.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/e/EmpiricaAI/empirica.svg",
"full_name": "EmpiricaAI/empirica",
"license_state": "standard",
"license_spdx": "MIT"
}
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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 v0.23.0 — full methodology · metrics wiki.
