Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-28 18:46 UTC

tamnd / taocp-solver

A Go library and CLI for complete TAOCP solutions, fast and audited solving modes, reproducible model evaluation, and detailed token and list-cost accounting.

GoMIT★ 0 stars⑂ 0 forkssince Jul 2026View on GitHub ↗

tamnd/taocp-solver holds a health index of 54 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (81/100) and lowest on Community & Adoption (24/100). It was last updated today. A single contributor accounts for most of its recent work.

54
overall / 100
Moderate

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

54
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)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

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

Tam Nguyen DucPersonal account
270 followers952 public repossince Nov 2011

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
Gogithub.com/tamnd/taocp-solverv0.1.0-18 days ago

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

62Moderate · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
1.4/36Commit cadence — 2/52 weeks with commits
10/18Commit volume — 12 commits in the last year
0/10OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully
Inputs used
commits_last_year12
human_commit_share
days_since_last_push0
active_weeks_last_year2
How it's scored
27/27Ships releases — 1 releases published
36/36Release recency — latest release 8 days ago
12.6/27Release cadence — cadence unknown (single release)
8/10OpenSSF Scorecard: Signed-Releases — 1 out of the last 1 releases have a total of 1 signed artifacts.
Inputs used
releases_count1
latest_release_tagv0.1.0
releases_from_tagsno
days_since_latest_release8
mean_days_between_releases

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

24Critical · 18% of overall
How it's scored
0/60Stars — 0 stars
0/25Forks — 0 forks
0/15Watchers — 0 watchers
Inputs used
forks0
stars0
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

46At risk · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0/22.5Commit distribution — top contributor authored 100% of commits
1.4/13.5Contributor breadth — 1 contributors
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Inputs used
bus_factor1
contributors_sampled1
top_contributor_share1
How it's scored
0/46.8Issue resolution — 0% of issues closed
38.2/38.3PR acceptance — 11/11 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/15 approved changesets -- score normalized to 0
Inputs used
merged_prs11
open_issues1
closed_issues0
issue_closed_ratio0
closed_unmerged_prs0
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
17.5/25Owner reach — 270 followers of tamnd
25/25Track record — 952 public repos, account ~14 yr old
Inputs used
followers270
owner_typeUser
is_verified
owner_logintamnd
public_repos952
account_age_days5,360
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
How it's scored
25/25Published & resolvable — 1 package(s) on go
35/35Publish recency — latest publish 8 days ago
4/20Version history — 1 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgithub.com/tamnd/taocp-solver
ecosystemsgo
any_deprecatedno
min_days_since_publish8

Engineering Quality

Are baseline engineering and documentation practices in place?

81Good · 20% of overall
How it's scored
24/24CI workflows — 2 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 11 out of 11 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

100Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://pkg.go.dev/github.com/tamnd/taocp-solver
10/10Repository description
10/10Topics — 11 topics
10/10Wiki
Inputs used
topicsalgorithms, cli, evaluation, golang, gpt-5, llm-evaluation, mathematics, openai-api, proof-verification, reasoning, taocp
has_wikiyes
homepagehttps://pkg.go.dev/github.com/tamnd/taocp-solver
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

53Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5CI-Tests — 11 out of 11 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/15 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
0/7.5Maintained — project was created within the last 90 days. Please review its contents carefully
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
6/7.5Signed-Releases — 1 out of the last 1 releases have a total of 1 signed artifacts.
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate5.3

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.

52Moderate · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
0/11Lint / format config
11/11Static type checking — Go (statically typed)
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no data
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum
has_dockerfileyes
typed_languageyes
bootstrap_filesMakefile
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share
toolchain_manifestsgo.mod
dependency_bot_commit_share0
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.
How it's scored
45/45Type-checkable code — Go (statically typed)
55/55Manageable file sizes — 0/60 source files over 60KB
Inputs used
primary_languageGo
largest_source_bytes38,268
source_files_sampled60
oversized_source_files0

Key facts

0GitHub stars
1contributors
12commits, last 12 months
0days since last push
1releases
1bus factor
1open issues
Gopackage ecosystems

Data collection warnings

  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

More detail

OpenSSF Scorecard 5.3 / 10
5.3aggregate

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 · 2026-07-28 18:46 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests11 out of 11 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/15 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintainedproject was created within the last 90 days. Please review its contents carefully
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
8Signed-Releases1 out of the last 1 releases have a total of 1 signed artifacts.
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 1
RegistryPackageVersion constraintManifest
Gogithub.com/spf13/pflagv1.0.9go.mod
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

Raw JSON report machine-readable
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          "body": "* Read a decision line through its decoration\n\nThe gate requires a verdict on a line of its own, and the models are not\nequally obedient about that. A weaker one bolds it, bullets it, quotes it\ninside a blockquote, or ends it with a full stop, and the old anchored\npattern read all of those as no ver\n[…]\nis the one that\nstays. That leaves the completer with no logging at all, and its Logf\nfield went with it: it copied the pool's callback at construction, which\nwas nil for anyone who set it afterwards.",
          "is_bot": false,
          "headline": "Stop losing finished solutions to unparseable reviews (#14)",
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        },
        {
          "oid": "bb4fdf69014f0714ee65f3c8e1b4930aee0b541c",
          "body": "* Say which solutions a commit holds, and log the work as it happens\n\nA subject line reading Add 1 solution described a commit the runner makes\nevery few minutes without saying anything the file count did not. Solve\nprogress and route failover went to the log unattributed or not at all,\nwhich at --p\n[…]\ntion\nshould decide whether the next commit starts, not whether the one under\nway finishes: a signal landing between commit and push leaves the working\ncopy holding solutions the remote has never seen.",
          "is_bot": false,
          "headline": "Say which solutions a commit holds, and log the work as it happens (#13)",
          "author_name": "Tam Nguyen Duc",
          "author_login": "tamnd",
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        },
        {
          "oid": "c8801ee8132ceed191a5aa2c7142e6743ad8fd73",
          "body": "* Run the queue unattended, publishing and committing as it goes\n\ntaocp run takes the coverage queue and works it: solve, store, publish that\none exercise, commit the content repository on a timer. It replaces the three\nshell scripts that did this before, and it is meant to be started in a screen\nse\n[…]\ne the host already has\n\nAn unattended host is configured by an environment file, not a command\nline, so a run that only looked at --routes fell back to demanding a\nsingle --base-url and died on start.",
          "is_bot": false,
          "headline": "Run the queue unattended, publishing and committing as it goes (#12)",
          "author_name": "Tam Nguyen Duc",
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        },
        {
          "oid": "238d55c78546b967ef31ff7e72e25f5af3ea56b1",
          "body": "The old answer was a script that needed a DuckDB file per volume and knew about\ntwo volumes. The three inputs here are all directories, so coverage needs no\ndatabase and keeps no state: every run recomputes the answer, which is why the\nqueue can never drift from what is on disk and an interrupted ru\n[…]\npty, three others stop short of what brain\nhas published. The extraction is incomplete and the published page is the only\nrecord those exercises exist, which is why the flag reports and never deletes.",
          "is_bot": false,
          "headline": "Report which exercises are still missing, and where (#11)",
          "author_name": "Tam Nguyen Duc",
          "author_login": "tamnd",
          "committed_at": "2026-07-25T16:36:20Z",
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        },
        {
          "oid": "e9268cd6105fe9a43d26d5530504a2acf264ba5f",
          "body": "* Point the built-in zen routes at the upstream endpoint\n\nDefaulting to a local tracing proxy meant every zen route was dead out of\nthe box, on a machine where nothing happened to be listening on that port,\nin exchange for nothing. Doctor now finds five live free routes on a clean\ninstall instead of\n[…]\n\nwas a guaranteed 400 and the evaluator could never score anything.\n\nLuna is the strongest slug such a credential actually reaches, so it takes over\nboth jobs: the two-mode deep row and the evaluator.",
          "is_bot": false,
          "headline": "Fix the built-in routes and matrix models that could never answer (#10)",
          "author_name": "Tam Nguyen Duc",
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          "committed_at": "2026-07-25T12:32:44Z",
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        },
        {
          "oid": "4adb3b08da06cea0bb9625ff99559eadede883a5",
          "body": "* Read exercise metadata and list sections without loading prompts\n\nThe index pages need a section's ratings and categories, not the section\nbody and preceding exercise that Load gathers for a prompt. Sections walks\nthe volume directories the source repo splits volume 4 across, and\nCompareSections o\n[…]\nso ships no zone database, so a released binary there could not\nload Asia/Ho_Chi_Minh and would refuse to publish. CI happens to resolve it\nthrough the toolchain, which hides that from the test suite.",
          "is_bot": false,
          "headline": "Publish solutions into the content tree (#9)",
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          "body_truncated": true,
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        },
        {
          "oid": "ca61aa65fe33c3770f310dbe06ce84a09b2ebf73",
          "body": "A --base-url typed on the command line next to a route file was ignored,\nwhich is the opposite of what typing it means. It now becomes a rank 0\nroute ahead of everything configured. The same value arriving from the\nenvironment is left alone, because that is a default rather than an\ninstruction.\n\nA route can now carry a literal key for this case. It is not serialised, so\na route file stays shareable.",
          "is_bot": false,
          "headline": "Try an explicit --base-url before the configured routes (#8)",
          "author_name": "Tam Nguyen Duc",
          "author_login": "tamnd",
          "committed_at": "2026-07-25T11:50:12Z",
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          "is_coding_agent": false
        },
        {
          "oid": "4cc33c1bf3aa1ddcd52ec553b9529aefb6186c9e",
          "body": "* Add a route registry with failover\n\nOne --base-url is fine until the endpoint behind it stops answering, which\non free and subscription endpoints happens most days. A route file names\nseveral ranked endpoints, and a run moves to the next one when the current\none runs out of quota, loses its creden\n[…]\nlogue, the configured model is checked against it, and\n--suggest-routes writes a refreshed file that keeps the ranks that still\napply and appends unknown models disabled.\n\n* Document routes and doctor",
          "is_bot": false,
          "headline": "Add a route registry and taocp doctor (#7)",
          "author_name": "Tam Nguyen Duc",
          "author_login": "tamnd",
          "committed_at": "2026-07-25T11:25:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "96d39b5c9c8ec7d3a08bfbc061331395be5cf52a",
          "body": "* Add taocp bridge\n\nThe solver speaks OpenAI-compatible chat completions, but a ChatGPT\nsubscription speaks the Codex Responses wire, so reaching one meant\nrunning a separate program. This puts that translation in the repository.\n\nThe credential handling is the careful part. Another tool may be hold\n[…]\nd gpt-5.6-sol, which this wire does\nnot serve. The recorded numbers stay as measured, with a note that a\nrerun uses a different model and will not match them.\n\n* Check the writes in the bridge command",
          "is_bot": false,
          "headline": "Add taocp bridge (#6)",
          "author_name": "Tam Nguyen Duc",
          "author_login": "tamnd",
          "committed_at": "2026-07-25T11:23:42Z",
          "body_truncated": true,
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        },
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          "body": "The matrix reported every Zen free route as costing $0.000000, which reads\nas \"this work is worth nothing\" when it actually means \"someone else paid\nfor it this month\". A free promotion is a billing state and it expires, so\npricing a run against it makes the numbers useless the day it ends.\n\nEach Ze\n[…]\nilently under-reporting.\n\nAlso drops the cache-write rate from the models that do not publish one.\nIt was being derived as input * 1.25 for all of them, which invented a\nprice for GPT-5.5 and GPT-5.4.",
          "is_bot": false,
          "headline": "Value free-route executions at paid token rates (#5)",
          "author_name": "Tam Nguyen Duc",
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          "committed_at": "2026-07-25T10:57:32Z",
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        },
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          "oid": "5007fbed78ad745ba360e44675a4c3de8521f4b9",
          "body": "Add fixed-reference dual audits, resumable model runs, detailed token and list-cost accounting, deferred rate-limit handling, published price cards, and the first reproducible Zen evaluation report.",
          "is_bot": false,
          "headline": "Add reproducible model evaluation matrix",
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          "is_bot": false,
          "headline": "Prepare v0.1.0 release artifacts",
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          "committed_at": "2026-07-20T09:34:40Z",
          "body_truncated": false,
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          "headline": "Fix Windows CI test portability",
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          "body_truncated": false,
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          "is_bot": false,
          "headline": "Add audited solving modes and usage accounting",
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          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "Initial taocp solver implementation",
          "author_name": "tamnd",
          "author_login": "tamnd",
          "committed_at": "2026-07-20T08:17:36Z",
          "body_truncated": false,
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        }
      ],
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      "commits_last_year": 12,
      "latest_release_at": "2026-07-20T09:39:12Z",
      "latest_release_tag": "v0.1.0",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 2,
      "days_since_latest_release": 8,
      "mean_days_between_releases": null
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 42,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "github.com/tamnd/taocp-solver",
          "exists": true,
          "license": null,
          "keywords": [],
          "ecosystem": "go",
          "matches_repo": true,
          "registry_url": "https://pkg.go.dev/github.com/tamnd/taocp-solver",
          "is_deprecated": false,
          "latest_version": "v0.1.0",
          "repository_url": "https://github.com/tamnd/taocp-solver",
          "versions_count": 1,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
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                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "270 followers of tamnd",
                "points": 17.5,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 270,
                      "login": "tamnd"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "952 public repos, account ~14 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 952
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 14
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "good",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "packages": [
                "github.com/tamnd/taocp-solver"
              ],
              "ecosystems": "go",
              "any_deprecated": false,
              "min_days_since_publish": 8
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on go",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "go"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 8 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 8
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "1 published versions",
                "points": 4,
                "status": "partial",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 81,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "11 out of 11 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "algorithms",
                "cli",
                "evaluation",
                "golang",
                "gpt-5",
                "llm-evaluation",
                "mathematics",
                "openai-api",
                "proof-verification",
                "reasoning",
                "taocp"
              ],
              "has_wiki": true,
              "homepage": "https://pkg.go.dev/github.com/tamnd/taocp-solver",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://pkg.go.dev/github.com/tamnd/taocp-solver",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "11 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "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",
        "band": "moderate",
        "name": "Security",
        "value": 53,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 5.3
            },
            "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": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "11 out of 11 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "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 0/15 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": "project was created within the last 90 days. Please review its contents carefully",
                "points": 0,
                "status": "missed",
                "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 not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "1 out of the last 1 releases have a total of 1 signed artifacts.",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "GitHub workflow tokens follow principle of least privilege",
                "points": 7.5,
                "status": "met",
                "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": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 2
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 52,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 73,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": null,
              "toolchain_manifests": [
                "go.mod"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 38268,
              "source_files_sampled": 60,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/60 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 60,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-28T18:46:38.435041Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/t/tamnd/taocp-solver.svg",
  "full_name": "tamnd/taocp-solver",
  "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 statisticsGo.