Public recordModerate
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-27 17:06 UTC
Raunakg2005 / quantum-debugger
Raunakg2005/quantum-debugger holds a health index of 64 out of 100, placing it in the Moderate band. It scores highest on Vitality (80/100) and lowest on Sustainability & Governance (51/100). It was last updated 1 day ago. A single contributor accounts for most of its recent work.
64
overall / 100Software 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.
64
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.
Ownership
raunak guptaPersonal account
21 followers59 public repossince Nov 2020
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | quantum-debugger | 0.7.1 | 389 | 13 | 3 days ago | quantumcomputingdebuggingprofilingquantum-circuitvisualizationqmlvqeqaoamachine-learning |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
80
Development activity
72Good
How it's scored
| 36/36 | Push recency — last push 1 days ago |
| 7.6/36 | Commit cadence — 11/52 weeks with commits |
| 18/18 | Commit volume — 107 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 107 |
| human_commit_share | 0.89 |
| days_since_last_push | 1 |
| active_weeks_last_year | 11 |
Release discipline
92Excellent
How it's scored
| 27/27 | Ships releases — 5 releases published |
| 36/36 | Release recency — latest release 3 days ago |
| 19.8/27 | Release cadence — a release every ~58 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 5 |
| latest_release_tag | v0.7.1 |
| releases_from_tags | no |
| days_since_latest_release | 3 |
| mean_days_between_releases | 58 |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
51
Popularity & adoption
20Critical
How it's scored
| 20.4/60 | Stars — 19 stars |
| 0/25 | Forks — 0 forks |
| 0/15 | Watchers — 0 watchers |
Inputs used
| forks | 0 |
| stars | 19 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
92Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | yes |
Ecosystem adoption (downloads)
43At risk
How it's scored
| 34.5/80 | Monthly downloads — 389 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | quantum-debugger |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 389 |
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
51
Maintainer resilience (bus factor)
10Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 0/22.5 | Commit distribution — top contributor authored 100% of commits |
| 1.4/13.5 | Contributor breadth — 1 contributors |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
Issue & PR responsiveness
57Moderate
How it's scored
| 0/46.8 | Issue resolution — no issues or no data |
| 30.1/38.3 | PR acceptance — 11/14 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 11 |
| open_issues | 0 |
| closed_issues | 0 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 3 |
Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.
Ownership & stewardship
55Moderate
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 9.7/25 | Owner reach — 21 followers of Raunakg2005 |
| 24.3/25 | Track record — 59 public repos, account ~5 yr old |
Inputs used
| followers | 21 |
| owner_type | User |
| is_verified | — |
| owner_login | Raunakg2005 |
| public_repos | 59 |
| account_age_days | 2,077 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 3 days ago |
| 20/20 | Version history — 13 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | quantum-debugger |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 3 |
Engineering Quality
Are baseline engineering and documentation practices in place?
80
Engineering practices
80Good
How it's scored
| 24/24 | CI workflows — 3 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — .flake8, eslint.config.mjs |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — no data |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | no |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.
Documentation
80Good
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://quantum-debugger.vercel.app |
| 0/10 | Repository description |
| 0/10 | Topics |
| 10/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | yes |
| homepage | https://quantum-debugger.vercel.app |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | no |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
54
Security posture
42At risk
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — no data |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — no SAST tool detected |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 50 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 4.2 |
Excluded from scoring (no data or not applicable): ci_tests, signed_releases. Remaining weights renormalized.
Dependency advisories
100Excellent
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 25/25 | Indirect dependencies free of known advisories — no indirect dependency carries a known advisory |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 16 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:quantum-debugger@0.7.1 runtime dependency closure — what installing the published package pulls in — 16 packages. Reachability is not analyzed.
AI Readiness
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.
59
Agent context & guidance
40At risk
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 40/40 | Legible commit history — 67 of 89 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.753 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — .flake8, eslint.config.mjs |
| 11/11 | Static type checking — mypy.ini, quantum-ui/tsconfig.json |
| 10/10 | Reproducible environment — Dockerfile, lockfile |
| 10/10 | Demonstrated agent practice — 46 of the last 100 commits agent-authored or agent-credited |
| 8/8 | Automated maintenance — 10 of the last 100 commits are automated dependency updates |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | package-lock.json |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | mypy.ini, quantum-ui/tsconfig.json |
| agent_commit_share | 0.46 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.1 |
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (mypy.ini, quantum-ui/tsconfig.json) |
| 55/55 | Manageable file sizes — 0/314 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 39,917 |
| source_files_sampled | 314 |
| oversized_source_files | 0 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples, notebooks |
Inputs used
| example_dirs | examples, notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
19GitHub stars
1contributors
107commits, last 12 months
1days since last push
5releases
1bus factor
0open issues
npm, PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
More detail
OpenSSF Scorecard 4.2 / 10
4.2aggregate
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| n/a | CI-Tests | no pull request found |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | no SAST tool detected |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 50 existing vulnerabilities detected |
Direct dependencies 17
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| npm | @react-three/drei | ^10.7.7 | quantum-ui/package.json |
| npm | @react-three/fiber | ^9.4.2 | quantum-ui/package.json |
| npm | autoprefixer | ^10.4.22 | quantum-ui/package.json |
| npm | clsx | ^2.1.1 | quantum-ui/package.json |
| npm | framer-motion | ^12.23.25 | quantum-ui/package.json |
| npm | lucide-react | ^0.555.0 | quantum-ui/package.json |
| npm | next | 16.0.10 | quantum-ui/package.json |
| npm | plotly.js | ^3.3.0 | quantum-ui/package.json |
| npm | postcss | ^8.5.6 | quantum-ui/package.json |
| npm | react | 19.2.0 | quantum-ui/package.json |
| npm | react-dnd | ^16.0.1 | quantum-ui/package.json |
| npm | react-dnd-html5-backend | ^16.0.1 | quantum-ui/package.json |
| npm | react-dom | 19.2.0 | quantum-ui/package.json |
| npm | react-plotly.js | ^2.6.0 | quantum-ui/package.json |
| npm | tailwind-merge | ^3.4.0 | quantum-ui/package.json |
| npm | tailwindcss | ^3.4.18 | quantum-ui/package.json |
| npm | three | ^0.181.2 | quantum-ui/package.json |
All dependencies not collected
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
Dependency advisories 0
Installing pypi:quantum-debugger@0.7.1 pulls in 16 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.
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
{
"data": {
"repo": {
"topics": [],
"is_fork": false,
"size_kb": 3302,
"has_wiki": true,
"homepage": "https://quantum-debugger.vercel.app",
"languages": {
"CSS": 1836,
"Shell": 3385,
"Python": 1414161,
"Dockerfile": 1183,
"JavaScript": 3792,
"TypeScript": 224425,
"Jupyter Notebook": 47799
},
"pushed_at": "2026-07-25T20:21:08Z",
"created_at": "2025-12-02T19:30:21Z",
"owner_type": "User",
"updated_at": "2026-07-24T07:22:17Z",
"description": null,
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "main",
"license_spdx_raw": "MIT",
"primary_language": "Python",
"significant_languages": [
"Python",
"TypeScript"
]
},
"owner": {
"blog": null,
"name": "raunak gupta",
"type": "User",
"login": "Raunakg2005",
"company": null,
"location": null,
"followers": 21,
"avatar_url": "https://avatars.githubusercontent.com/u/74643310?v=4",
"created_at": "2020-11-18T06:09:50Z",
"is_verified": null,
"public_repos": 59,
"account_age_days": 2077
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.7.1",
"kind": "patch",
"published_at": "2026-07-24T07:22:20Z"
},
{
"tag": "v0.7.0",
"kind": "minor",
"published_at": "2026-07-23T08:20:20Z"
},
{
"tag": "v0.6.1",
"kind": "patch",
"published_at": "2026-07-16T16:16:32Z"
},
{
"tag": "v0.6.0",
"kind": "minor",
"published_at": "2026-01-14T19:47:52Z"
},
{
"tag": "v0.3.0",
"kind": "minor",
"published_at": "2025-12-04T08:37:35Z"
}
],
"recent_commits": [
{
"oid": "adf4a835787a6ae0f350519ac28b3a9707e17816",
"body": null,
"is_bot": false,
"headline": "0.7.1: refresh PyPI summary and README to current scope",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-24T07:21:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cfecf3a6471b5e788aa2c10a0182ff08dfde25e7",
"body": "Replace the twine + PYPI_API_TOKEN upload with pypa/gh-action-pypi-publish using\nGitHub OIDC (id-token: write). Eliminates the API-token secret entirely -- fixes the\nrecurring 403 from mis-scoped/mangled tokens. Adds workflow_dispatch so a tag can be\nre-published manually.",
"is_bot": false,
"headline": "ci: publish to PyPI via Trusted Publishing (OIDC), no token",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-24T06:48:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a1aac45353382dc0a7380edb879f6ee83b49acc4",
"body": "Bump __version__ 0.7.0.dev0 -> 0.7.0 and finalize the CHANGELOG for the 0.7.0\nrelease (genuine quantum-algorithms library, stabilizer simulator, machine-precision\nVQE, QEC, protocols/foundations, and more; algorithms package ~99% covered).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Release 0.7.0",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-22T12:01:02Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "7ac1e66cb00499ec86100bc4043aee9797212f01",
"body": "- switch default optimizer COBYLA -> BFGS (gradient-based) and layers 2 -> 4\n- n=4 TFIM error drops from ~1.6e-2 to ~2e-11; n=2..4 now near machine precision,\n n=5 ~1e-6 -- and it's faster (BFGS converges in fewer, cheaper restarts)\n- tests tightened to <1e-6 and extended to n=4; docs + CHANGELOG corrected to\n reflect the real accuracy (no more \"small chains only\" caveat)\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: VQE reaches machine precision (BFGS optimizer, deeper ansatz)",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-21T12:10:15Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "117b9251a1f5559424d85a504fc7fcebf556b432",
"body": "- enable myst_heading_anchors so in-page [text](#anchor) links resolve\n- :no-index: the raw modules.md automodule dump (curated pages stay canonical)\n- fix broken cross-references in old guides: repoint dead file links\n (vqe_guide/qaoa_guide/performance_guide/qiskit/tutorials -> existing guides),\n \n[…]\n to the slugified headings\n- retag a non-JSON example block as text; drop the missing _static path\n- docs now build clean: 0 warnings, 0 errors\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: make the Sphinx docs build 100% warning-free",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-21T10:44:40Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "361201b981eaca1414463a36af4530c74351f175",
"body": "- wrap ket notation (|0>, |1>, |psi>) in literals so docutils stops warning about\n substitution references (circuit.run, RZGate, QNG, excitation_preserving,\n AmplitudeDamping docstrings)\n- add :no-index: to curated api.md autoclasses so they no longer duplicate the\n comprehensive automodule pages\n- removes all duplicate-object and substitution-reference warnings from the build\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: clean Sphinx docs build (docstrings + duplicate autodoc)",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-21T10:39:20Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "181128a721d76ed2e19244b59231dd23a92c9ec5",
"body": "- deutsch: constant vs balanced 1-bit function in a single query\n- completes the query-algorithm family (Deutsch/DJ/BV/Simon); verified on all 4 fns\n- docs (guide + overview) + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: Deutsch's algorithm (1985)",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-21T10:33:43Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "74d692bec126c41612086136cdbfbaf959d6e790",
"body": "- ripple_carry_add: MAJ/UMA carry-propagation adder (CNOT + Toffoli only)\n- returns the exact sum with carry-out (no modular wrap); a register restored\n- complements the Fourier-basis Draper adder; exact for all pairs; new tests\n- docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: Cuccaro ripple-carry adder",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T19:11:43Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "8ee6844825f6301de66ed6b47a790cf07a57982c",
"body": "- mermin_ghz_test: Mermin operator XXX-XYY-YXY-YYX on the GHZ state -> 4,\n vs the local-hidden-variable bound 2 (brute-forced); an all-or-nothing violation\n- quantum value exact, classical bound brute-forced; 1 new test\n- docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: GHZ-Mermin multipartite nonlocality test",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T18:56:37Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "6b2a287f908abce5bbf705d5703094e77cf988c0",
"body": "- docs/algorithms_overview.md: categorized index of all ~70 algorithms functions\n (search, QFT/QPE/factoring, simulation/chemistry, optimization, QEC/benchmarking,\n synthesis/arithmetic, protocols/foundations) with one-liners\n- wired into the docs toctree; every referenced function verified to exist\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: add algorithms library overview/index doc",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T18:51:40Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "1469ef33b77091760ad13226c3650f235f85b804",
"body": "- fredkin_gates: CSWAP -> CNOT + Toffoli + CNOT\n- verified exactly against the ideal CSWAP action for all inputs; new test\n- docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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"headline": "0.7.0.dev: Fredkin (controlled-SWAP) decomposition",
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"committed_at": "2026-07-19T18:49:51Z",
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"oid": "a2fa619921613e0188ca27f741211b7aebac25bf",
"body": "- unitary_eigenphase: QPE eigenphase of any unitary from a supplied eigenstate\n- hermitian_eigenvalue: eigenvalue of any Hermitian H via QPE on U=exp(iH)\n- verified vs eig/eigvalsh: exact for P/T gates, Hermitian eigenvalues to ~1e-3\n- 12 new tests; docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: quantum spectroscopy (arbitrary-operator QPE)",
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"committed_at": "2026-07-19T18:34:27Z",
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"oid": "1120df0abf6b109b64fc03cc2a098f2e3f19ad3d",
"body": "- qft_subtract: (a-b) mod 2^n via Fourier-basis two's-complement addition\n- quantum_compare: a vs b using the subtractor's sign bit (a_geq_b / a_lt_b)\n- both exact for every input pair; extends the Draper adder; new tests\n- docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: quantum arithmetic - subtractor + comparator",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T18:30:44Z",
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"oid": "0d207810baeaf62f392014ebc2885e9425b04713",
"body": "- repetition_code_error_rate: Monte-Carlo encode + stochastic bit-flip noise +\n syndrome correction, measuring the logical failure rate\n- matches analytic 3p^2(1-p)+p^3; logical < physical for all p < 1/2\n- 11 new tests; docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: repetition-code logical error rate (QEC threshold demo)",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T18:28:16Z",
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"oid": "e32f953fd2399240d7fdcd78879c2699828dbdc4",
"body": "- chsh_game: quantum win probability cos^2(pi/8) ~ 0.854 vs classical 0.75\n- computed from the Bell-pair correlators; win iff a XOR b == x AND y\n- verified exactly; 1 new test\n- docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: CHSH nonlocal game (quantum strategy beats classical)",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T18:12:32Z",
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"oid": "022efd1976df5a8fa996113b7dfde5617c10d284",
"body": "- grover_minimize: find argmin of a cost function via Grover + threshold oracle\n- BBHT-randomized iteration count avoids the over-rotation stall when >N/2 marked\n (a fixed optimal count amplifies the unmarked states and gets stuck)\n- reliably finds the global minimum (50/50, 40/40 in checks); 13 new tests\n- docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: Grover adaptive minimization (Durr-Hoyer)",
"author_name": "Raunakg2005",
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"committed_at": "2026-07-19T18:09:18Z",
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"oid": "8bc61894e5aa7db239efefb04e824acfd8801cdf",
"body": "- entanglement_swap: two independent Bell pairs, Bell measurement on inner qubits\n + X/Z feedforward; outer qubits (never interacted) become |Phi+>\n- verified fidelity 1.0 across all four Bell-measurement outcomes; 8 new tests\n- basis of quantum repeaters; docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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"headline": "0.7.0.dev: entanglement swapping",
"author_name": "Raunakg2005",
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"committed_at": "2026-07-19T17:54:09Z",
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"oid": "734b3f5e356279bcbb236457488bc9a5122ac879",
"body": "ProcessPoolExecutor workers crash with BrokenProcessPool on Windows spawn (the\nheavy quantum_debugger import chain -- torch/cupy/CUDA -- is unreliable under\nspawn). run_parallel(use_processes=True) now catches BrokenProcessPool/OSError/\nEOFError and falls back to the thread pool, which yields identi\n[…]\nFixes the 4 pre-existing test_parallel.py process-pool failures on Windows without\nchanging behavior where processes spawn normally (Linux/CI).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(parallel): fall back to threads when the process pool can't spawn",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T17:50:41Z",
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"oid": "9bd642a6ea7d24b332f0611e16479b02bdff5564",
"body": "- toffoli_gates: CCX decomposed into H/T/Tdg/CNOT (Nielsen-Chuang)\n- mcx_gates: n-control X via clean-ancilla Toffoli ladder (ancillas reset to |0>)\n- verified exactly against ideal CCX/MCX action for every control input\n- 11 new tests; docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: multi-controlled-X synthesis (Toffoli + MCX ladder)",
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"committed_at": "2026-07-19T17:48:27Z",
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"oid": "95d5fbde5abcaa98a241533849fef009731c8de4",
"body": "…refresh\n\n- grover_solve: find an input satisfying an arbitrary boolean predicate via Grover\n over the marked set; returns a verified assignment, solution count, success prob\n- refresh the algorithms package docstring to list the full v0.7.0 library\n- 4 new tests; docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: Grover-based SAT/constraint solver + algorithms docstring …",
"author_name": "Raunakg2005",
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"committed_at": "2026-07-19T17:38:00Z",
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"oid": "b18f9c022f34ecc1a0184d4d6d23ee6efb90d26c",
"body": "- variational_ground_state: hardware-efficient RY+CNOT ansatz, restarts, COBYLA\n- tfim_hamiltonian / heisenberg_hamiltonian builders (Pauli-sum format)\n- checked vs exact diagonalization: TFIM/Heisenberg ground energies to ~1e-8\n- 7 new tests; docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: variational ground-state solver (VQE)",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T17:33:20Z",
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"oid": "bd25e58a65651165f27a7fa87dd7a87bae253277",
"body": "- bb84: genuine per-qubit prep/measure in random Z/X bases, sifted key + QBER\n- no eavesdropper -> QBER 0, keys match; intercept-resend -> ~25% QBER, detected\n- security from real measurement back-action; 12 new tests\n- docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: BB84 quantum key distribution",
"author_name": "Raunakg2005",
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"committed_at": "2026-07-19T17:29:41Z",
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"oid": "414df310fe290548674e59c22d52302fb311d993",
"body": "- drop unused GateLibrary import (arithmetic), QuantumCircuit import (protocols)\n- drop unused locals N (amplitude_estimation), n_b (hhl)\n- flake8 F-codes now clean across the algorithms package\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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"headline": "0.7.0.dev: lint cleanup (remove unused imports/locals in algorithms)",
"author_name": "Raunakg2005",
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"committed_at": "2026-07-19T17:27:42Z",
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"oid": "40cca98e51d2e497a8369a0e817ad51d77901249",
"body": "- chsh_value: Bell pair + angle observables cos(t)Z+sin(t)X\n- correlator E(a,b)=cos(a-b); CHSH S reaches 2sqrt(2) (Tsirelson bound)\n- violates classical limit |S|<=2; 5 new tests\n- docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: Bell/CHSH inequality test",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T17:25:07Z",
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"oid": "a69deff5f34e0b3d88e6f327bc96511fb5921678",
"body": "- phase_sensitivity: QFI N^2 (GHZ/Heisenberg) vs N (product/SQL), advantage = N\n- quantum_fisher_information for phase encoding exp(-i phi sum Z_i/2)\n- parity_signal: GHZ interferometer parity = cos(N phi)\n- verified exactly for N up to 5; 15 new tests\n- docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: quantum metrology (GHZ Heisenberg-limited phase sensing)",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T17:21:05Z",
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"oid": "ba90f2bb1f98ac4ac6521d28feb64e456c0c38d8",
"body": "- simon / simon_oracle: H-oracle-H circuit collects y.s=0 constraints, GF(2)\n null-space solve recovers the hidden mask (exponential speedup)\n- rank-gated equation collection ensures a unique solution\n- recovers every planted secret for n up to 4; 6 new tests\n- docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: Simon's algorithm (hidden XOR-mask finding)",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T17:17:41Z",
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"oid": "9e61528e27a6139cda2224c71c8263fb13be9c56",
"body": "…index\n\n- add \"What's New in v0.7.0 (in development)\" sections summarizing the new\n algorithms library, stabilizer simulator, and advanced QML/QRL\n- bump docs index version banner to 0.7.0 (development)\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: document the expanded algorithms library in README + docs …",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T17:13:14Z",
"body_truncated": false,
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"oid": "02497206842c7fa3f495feb5079040568796d2e5",
"body": "- ghz_state: H + CNOT chain\n- w_state: single excitation spread evenly via a Givens-rotation cascade\n- graph_state: cluster/graph state (H on all + CZ per edge), MBQC resource\n- verified by amplitudes/stabilizers (W fidelity 1.0 up to 6 qubits); 12 tests\n- docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: entangled state preparation (GHZ, W, graph states)",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T17:11:40Z",
"body_truncated": false,
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"oid": "cfedf3ad9a96d2ac05ffbdc33447e58c63ca144c",
"body": "- solve_maxcut: returns the actual partition, cut value, brute-force optimum,\n and approximation ratio (with random restarts), not just an expected cost\n- brute_force_maxcut: exact optimum for small graphs\n- reaches optimal cut on square/triangle/K4/path; 7 new tests\n- docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: QAOA MaxCut application solver",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T17:05:51Z",
"body_truncated": false,
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"oid": "1e68889dc548e260f4259e87351f124def8ea58a",
"body": "- qft_add: add a classical constant in the Fourier basis (no carry ancillas)\n- quantum_adder: add two quantum registers |a>|b> -> |a+b>|b>\n- exact (a+b) mod 2^n for every input pair; 8 new tests\n- docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: quantum arithmetic (Draper QFT adder)",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T17:02:51Z",
"body_truncated": false,
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"oid": "da999bdfb7ec7a22f274fa4f643100a7b8dc4ba2",
"body": "- single_qubit_clifford_group: full 24-element group via BFS closure\n- randomized_benchmarking: random Clifford sequences + exact recovery gate,\n per-gate depolarizing channel, A p^m + B decay fit\n- recovers p ~ 1-lambda and average error ~ lambda/2; zero noise -> survival 1.0\n- 6 new tests; docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: randomized benchmarking (single-qubit Clifford RB)",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T16:44:40Z",
"body_truncated": false,
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"oid": "dd9a342c6024367997adbe959a3dc9d74221dd0c",
"body": "- StabilizerSimulator: tableau engine, O(n)/gate, O(n^2)/measurement\n- H/S/X/Y/Z/CNOT/CZ + computational-basis measurement (random + deterministic)\n- stabilizers() exposes live generators; runs 200-qubit GHZ instantly\n- verified vs state-vector: every stabilizer is a +1 eigenstate (2e-16)\n- 35 new tests; stabilizer_guide doc + toctree + CHANGELOG\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: Clifford/stabilizer simulator (Aaronson-Gottesman CHP)",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T16:40:14Z",
"body_truncated": false,
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"oid": "f451f7c8f818931f7609bb42aaa01176945a292e",
"body": "- zyz_decompose: any 1-qubit U = e^{ia} RZ RY RZ (exact)\n- abc_decomposition: Nielsen-Chuang ABC form for controlled-U\n- kak_decompose: two-qubit Cartan decomposition via magic basis + deterministic\n nested joint diagonalization; local gates + exp(i(aXX+bYY+cZZ)) core\n- canonical_coordinates: Weyl-chamber interaction content\n- self-verifying by reconstruction; 1000/1000 random SU(4) to ~1e-13\n- 76 new tests; docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: gate decomposition (ZYZ, ABC, two-qubit KAK)",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T16:35:21Z",
"body_truncated": false,
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"oid": "61d9dee7bbb7ec2a2c793fd27649b7149bf58f27",
"body": "- trotter_evolve/trotter_circuit: exp(-iHt) from weighted Pauli strings via\n basis-change + CNOT-ladder + RZ per term (genuine 1-/2-qubit gates)\n- first- and second-order product formulas; order 2 converges O(dt^2)\n- verified vs exact matrix exponential; single-term evolution exact\n- 8 new tests; docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: Trotter-Suzuki Hamiltonian simulation",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T16:27:27Z",
"body_truncated": false,
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"oid": "e8e31c0f5486adb6924f9296db724353c019fba8",
"body": "- Gate-based stabilizer codes with real ancilla syndrome extraction\n- bit_flip_code / phase_flip_code correct any single X / Z error\n- shor_code corrects an arbitrary single-qubit error (X/Y/Z), fidelity 1.0\n- true logical fidelity via reduced density matrix (coherence, not just populations)\n- 23 new tests; docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: quantum error correction (bit-flip, phase-flip, Shor 9-qubit)",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T16:24:21Z",
"body_truncated": false,
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"oid": "9cd609946773ad5b133102a0ee38f550510c71af",
"body": "- period_finding / shor_factor: QPE on modular-multiplication unitary +\n continued-fraction period recovery; factors 15->(3,5), 21->(3,7)\n- teleport: Bell pair + X/Z feedforward, fidelity ~1.0 for arbitrary states\n- superdense_coding: all four 2-bit messages recovered from one qubit\n- 13 new tests; docs + CHANGELOG updated\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: Shor's algorithm, teleportation, superdense coding",
"author_name": "Raunakg2005",
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"committed_at": "2026-07-19T16:11:29Z",
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"oid": "6a2a3fec7372b14271e8e42e052cf73d70e67dd4",
"body": "- HHL (algorithms.hhl): solves A x = b for small Hermitian A via QPE +\n eigenvalue-inversion rotation + inverse QPE + post-selection. The solution\n state matches the classical A^-1 b with fidelity ~1.0 for exact-eigenvalue A.\n- Swap test (algorithms.swap_test): estimates |<psi|phi>|^2 with an ancilla and\n Fredkin gates; matches the exact overlap to ~1e-9.\n- Docs updated (quantum_algorithms_guide).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: HHL linear solver + swap test",
"author_name": "Raunakg2005",
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"committed_at": "2026-07-19T15:55:33Z",
"body_truncated": false,
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{
"oid": "f697aee2b50a8de8c862cc82388c62189d58b767",
"body": "- Quantum State Tomography (quantum_debugger.tomography): reconstructs a\n <=3-qubit density matrix from simulated Pauli-basis measurements; fidelity\n ~1.0 to the true state (Bell, random, single-qubit).\n- Amplitude Amplification (algorithms.amplitude_amplification): Grover\n generalized to any sta\n[…]\nep A; boosts P(marked) 0.001 -> ~1.0, and reduces\n to Grover for A = H^n.\n- Docs updated (quantum_algorithms_guide).\n\nFull suite: 1073 passed.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: state tomography + amplitude amplification",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T15:37:52Z",
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"oid": "651ba4fb2a1072cd99229aa7587a82683e5e27dc",
"body": "- QuantumActorCritic (A2C): PQC actor + PQC critic, advantage-weighted policy\n gradient; critic learns a genuine value function. Completes the QRL suite.\n- VariationalQuantumClassifier: multi-class softmax readout, cross-entropy +\n parameter-shift training (~0.98 on 3-class blobs).\n- iterative_pha\n[…]\nE (Kitaev); recovers\n representable phases exactly.\n- Exports + docs (quantum_rl_guide, advanced_qml_guide) updated.\n\nFull suite: 1067 passed.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: Actor-Critic, multi-class VQC, Iterative QPE",
"author_name": "Raunakg2005",
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"committed_at": "2026-07-19T15:24:38Z",
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"oid": "7de9ffc698d01e2cee05f1d499e67fc778e74711",
"body": "- New Sphinx guides: quantum_algorithms_guide, advanced_qml_guide,\n quantum_rl_guide (with runnable examples for every new v0.7 feature).\n- Wired ALL ~18 existing guide pages into an organized index toctree\n (previously ~15 were orphaned and invisible on Read the Docs).\n- Sphinx build succeeds with zero \"not in any toctree\" warnings.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: documentation for new features + full toctree",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T15:10:31Z",
"body_truncated": false,
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},
{
"oid": "deec3c87df69c87cc95b762bb788516efb22c951",
"body": "- SPSA (Simultaneous Perturbation Stochastic Approximation): gradient-free\n optimizer, 2 objective evals/step regardless of dimension. Verified on\n quadratics and VQE. Exported from qml.optimizers.\n- Maximum-Likelihood Quantum Amplitude Estimation (algorithms.amplitude_estimation):\n QPE-free, use\n[…]\nx-likelihood; counts recovered to <0.6\n (more accurate than the QPE-based quantum counting).\n\nNew-module test coverage: 93%. Full suite green.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "0.7.0.dev: SPSA optimizer + MLQAE amplitude estimation",
"author_name": "Raunakg2005",
"author_login": "Raunakg2005",
"committed_at": "2026-07-19T15:07:33Z",
"body_truncated": true,
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{
"key": "community_health",
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"note": null,
"notes": [],
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"components": [
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"name": "README",
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{
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{
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{
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{
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]
},
{
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"note": null,
"notes": [],
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"inputs": {
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"components": [
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],
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"weight": 0.16,
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{
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},
{
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{
"key": "license",
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},
{
"key": "maintained",
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},
{
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{
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{
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},
{
"key": "vulnerabilities",
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]
},
{
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"notes": [
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{
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{
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"note": null,
"notes": [],
"value": 100,
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],
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{
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"name": "AI Readiness",
"value": 59,
"weight": 0,
"metrics": [
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"note": null,
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"points": 0,
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{
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"components": [
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{
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{
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}
],
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},
"warnings": [
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],
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"full_name": "Raunakg2005/quantum-debugger",
"license_state": "standard",
"license_spdx": "MIT"
}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 v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.