Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-08-01 04:43 UTC

Noctem / Monocle

PoGo mapper and notifier

PythonMIT★ 120 stars⑂ 145 forkssince Jul 2016View on GitHub ↗

Noctem/Monocle holds a health index of 22 out of 100, placing it in the Critical band. It scores highest on Community & Adoption (55/100) and lowest on Security (20/100). It was last updated 3127 days ago. A single contributor accounts for most of its recent work.

22
overall / 100
Critical

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.

22
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.

Abandonment Policy applies a 60% multiplier to weighted overall health and gives it a ceiling of 49.

Ownership

David ChristensonPersonal account
38 followers56 public repossince May 2012

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

Metrics by category

Vitality

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

20Critical · 22% of overall
How it's scored
0/36Push recency — last push 3,127 days ago
0/36Commit cadence — 0/52 weeks with commits
0/18Commit volume — 0 commits in the last year
0/10OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
Inputs used
commits_last_year0
human_commit_share1
days_since_last_push3,127
active_weeks_last_year0
How it's scored
16.2/27Ships releases — 10 version tags (no GitHub releases)
0/36Release recency — latest release 3,635 days ago
27/27Release cadence — a release every ~2.7 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count10
latest_release_tagv0.5.4
releases_from_tagsyes
days_since_latest_release3,635
mean_days_between_releases2.7
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?

55Moderate · 18% of overall
How it's scored
33.7/60Stars — 120 stars
18/25Forks — 145 forks
8.8/15Watchers — 40 watchers
Inputs used
forks145
stars120
watchers40
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?

48At risk · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
9.7/22.5Commit distribution — top contributor authored 57% of commits
13.5/13.5Contributor breadth — 57 contributors
10/10OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled57
top_contributor_share0.57
How it's scored
27/46.8Issue resolution — 58% of issues closed
16.3/38.3PR acceptance — 38/89 decided PRs merged
3/15OpenSSF Scorecard: Code-Review — Found 6/30 approved changesets -- score normalized to 2
Inputs used
merged_prs38
open_issues107
closed_issues146
issue_closed_ratio0.577
closed_unmerged_prs51
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
11.4/25Owner reach — 38 followers of Noctem
24.8/25Track record — 56 public repos, account ~14 yr old
Inputs used
followers38
owner_typeUser
is_verified
owner_loginNoctem
public_repos56
account_age_days5,177
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Engineering Quality

Are baseline engineering and documentation practices in place?

38At risk · 20% of overall
How it's scored
0/24CI workflows
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 0 out of 6 merged PRs checked by a CI test -- score normalized to 0
Inputs used
has_cino
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

60Moderate
How it's scored
30/30README
0/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
10/10Topics — 6 topics
10/10Wiki
Inputs used
topicspokemon, pokemongo, mapper, notification, python, asyncio
has_wikiyes
homepage
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

20Critical · 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
0/2.5CI-Tests — 0 out of 6 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
1.5/7.5Code-Review — Found 6/30 approved changesets -- score normalized to 2
2.5/2.5Contributors — project has 4 contributing companies or organizations
0/10Dangerous-Workflow — no data
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
0/7.5Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
0/5Packaging — no data
0/5Pinned-Dependencies — no data
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — no data
0/7.5Vulnerabilities — 54 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated13
scorecard_versionv5.5.0
checks_inconclusive5
scorecard_aggregate2
Excluded from scoring (no data or not applicable): dangerous_workflow, packaging, pinned_dependencies, signed_releases, token_permissions. Remaining weights renormalized.

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.

31At risk · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
30.9/40Legible commit history — 58 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.58
agent_instruction_files
agent_instruction_max_bytes
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
0/11Static type checking
0/10Reproducible environment
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nixno
has_testsyes
lockfiles
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.
How it's scored
0/45Type-checkable code — Python without a type-check config
50.1/55Manageable file sizes — 3/34 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes137,104
source_files_sampled34
oversized_source_files3

Key facts

120GitHub stars
57contributors
0commits, last 12 months
3,127days since last push
10releases
1bus factor
107open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • No resolved dependencies carried a version and a supported ecosystem

More detail

Star and fork history 0 ★ / 145 ⇿
0Stars
145Forks

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

020406080100100102016-092020-072024-06

Each point covers 8 days.

OpenSSF Scorecard 2.0 / 10
2.0aggregate

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 · 2026-08-01 04:42 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
0CI-Tests0 out of 6 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
2Code-ReviewFound 6/30 approved changesets -- score normalized to 2
10Contributorsproject has 4 contributing companies or organizations
n/aDangerous-Workflowno workflows found
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintained0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
n/aPackagingpackaging workflow not detected
n/aPinned-Dependenciesno dependencies found
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
n/aToken-PermissionsNo tokens found
0Vulnerabilities54 existing vulnerabilities detected
All dependencies 23

Full resolved dependency set from the GitHub dependency graph: 0 direct and 23 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIaiodnsindirect
PyPIaiohttpindirect
PyPIaiopogoindirect
PyPIaiosocksindirect
PyPIasyncpgindirect
PyPIasyncpushbulletindirect
PyPIcchardetindirect
PyPIcyrandomindirect
PyPIflaskindirect
PyPIgeopyindirect
PyPIgpsoauthindirect
PyPImysqlclientindirect
PyPIpeony-twitterindirect
PyPIpogeo0.3.*indirect
PyPIpolylineindirect
PyPIprotobufindirect
PyPIpsycopg2indirect
PyPIsanicindirect
PyPIseleniumindirect
PyPIshapelyindirect
PyPIsqlalchemyindirect
PyPIujsonindirect
PyPIuvloopindirect
Dependency advisories not assessed

Advisory matching could not run for this report: No resolved dependencies carried a version and a supported ecosystem

Raw JSON report machine-readable
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          "body": "Also add 10.3, 10.3.1, and 10.3.2 to iOS list.",
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          "headline": "Add Chinese and Portuguese moves",
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          "body": "Only call get_asset_digest if they have been updated since the last\ncall by that account, call download_item_templates when they get\nupdated, paginate the asset and template requests, update the default\nversion check to 0.63.1 since it was forced today.",
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          "headline": "Update client emulation",
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          "author_login": "ZeChrales",
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          "author_name": "David Christenson",
          "author_login": "Noctem",
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          "is_bot": false,
          "headline": "triggered",
          "author_name": "Todd Lee-Millstein",
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        },
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          "headline": "Update for 0.63.1",
          "author_name": "David Christenson",
          "author_login": "Noctem",
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          "headline": "Add favicon and tidy up HTML",
          "author_name": "David Christenson",
          "author_login": "Noctem",
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          "body": "Fix displaying workers on the map when `MORE_POINTS` is enabled, also\npin pogeo version to 0.3.",
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          "headline": "Fix displaying workers when MORE_POINTS is enabled",
          "author_name": "David Christenson",
          "author_login": "Noctem",
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        },
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          "oid": "8f057821af2d07dc49e96c36a08e0ea16e866ecd",
          "body": "IVs and moves are now dependent on trainer levels so make it optional\nto include those stats in tweet images (and disable it by default).",
          "is_bot": false,
          "headline": "Allow tweeting images without stats",
          "author_name": "David Christenson",
          "author_login": "Noctem",
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          "headline": "Fix fetching all altitudes for MultiPolygons",
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        },
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          "oid": "fdb92449f1d661165f8f461d0a6d9e1ce09a2019",
          "body": "Use a global connection pool, perform queries directly in response\nfunctions instead of calling others, delete env after use, localize\nmore functions in parameters.",
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          "headline": "web_sanic improvements",
          "author_name": "David Christenson",
          "author_login": "Noctem",
          "committed_at": "2017-04-19T07:57:42Z",
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        },
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          "body": "Reuse the main connector from aiopogo, fix bug when altitude precision\nis increased, update aiosocks optional-requirement to 0.2.2.",
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          "headline": "Use connector from aiopogo, fix bug",
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          "body": "Update for new changes and features in aiohttp 2.0 and aiopogo 1.8.",
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          "headline": "aiohttp 2.0, aiopogo 1.8 compatibility",
          "author_name": "David Christenson",
          "author_login": "Noctem",
          "committed_at": "2017-04-18T22:15:46Z",
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        },
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          "body": "Set fallback method based on whether or not there are more than 5\naltitudes, calculate the mean the first time it's requested instead of\nevery time, don't try to fetch an individual altitude if no key was\nprovided, change the default GOOGLE_MAPS_KEY to an empty string since\nGoogle sometimes allows that, log error message if available after\nfailing to fetch an altitude, increase average variance, pin aiosocks\nversion.",
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          "author_name": "David Christenson",
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          "headline": "Fix rescanning points on NotLoggedInException",
          "author_name": "evenly-epic-mule",
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          "committed_at": "2017-04-18T11:56:45Z",
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          "body": "Remove a misplaced asterisk.",
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          "headline": "Fix exit bug",
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        },
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          "body": "Remove alt column from spawnpoints table, move altitudes from the\nSpawns class to a new Altitudes class, fetch all altitudes on startup\nif a matching pickle is not found, use aiohttp instead of Requests for\nfetching altitudes and remove Requests requirement, use accurate\naltitudes in solve_captchas, use average altitude instead of config\nrange if other altitudes are present.",
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          "headline": "Remove altitudes from DB and rewrite alt handling",
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          "author_login": "Noctem",
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        },
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          "oid": "35b8b04554e93b469802e709fb05aef8512fee38",
          "body": "If nothing is seen at a targeted spawn point after FAILURES_ALLOWED\nvisits: downgrade it from an hour spawn (if applicable) or treat it as\nan unknown.",
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          "headline": "Treat points as unknown after missed sightings",
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          "author_login": "Noctem",
          "committed_at": "2017-04-18T07:58:53Z",
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          "oid": "22f608773bfa3c1385d272b6fa0d0925ed79d1a9",
          "body": "Use Query.all() instead of nonexistent fetchall(). Closes #230.",
          "is_bot": false,
          "headline": "Merge pull request #231 from mewio/bugfix-query-fetchall",
          "author_name": "David Christenson",
          "author_login": "Noctem",
          "committed_at": "2017-04-16T10:56:16Z",
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          "oid": "70e788806c01c4b3748f13a445bcf06b051d5f79",
          "body": null,
          "is_bot": false,
          "headline": "pogeo 0.3 compatibility",
          "author_name": "David Christenson",
          "author_login": "Noctem",
          "committed_at": "2017-04-16T10:35:37Z",
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        },
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          "oid": "21d5889037354b7f84a554ee43035073ce49b438",
          "body": "Fixes #230.",
          "is_bot": false,
          "headline": "Use Query.all() instead of nonexistent fetchall().",
          "author_name": "mewio",
          "author_login": null,
          "committed_at": "2017-04-15T19:33:32Z",
          "body_truncated": false,
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        },
        {
          "oid": "523ac405741273da505b092ad43e6cc449edf5de",
          "body": "Use __slots__ to improve the access speed of the sanitized config\nclass, prevent logging errors about __spec__ or __path__.",
          "is_bot": false,
          "headline": "Improve speed of config access",
          "author_name": "David Christenson",
          "author_login": "Noctem",
          "committed_at": "2017-04-15T10:26:29Z",
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        },
        {
          "oid": "a1ff8003992b822301976b57cbcb1261f3b9d1e5",
          "body": "Fix web.py template rendering, fix report_single parameters, fix\nget_first_last, fix FortCache length method.",
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          "headline": "Bug fixes",
          "author_name": "David Christenson",
          "author_login": "Noctem",
          "committed_at": "2017-04-15T09:20:18Z",
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        },
        {
          "oid": "b8c17fc98af817681c891ccfa6370f16ef7cb56f",
          "body": null,
          "is_bot": false,
          "headline": "Swap on unexpected auth errors",
          "author_name": "David Christenson",
          "author_login": "Noctem",
          "committed_at": "2017-04-14T23:58:14Z",
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          "oid": "a2e3c61b2ddd7772ae3c62a6f252476cce0e804b",
          "body": "Render HTML once on startup instead of on every request, change default\nlisten address to 0.0.0.0, monkey patch Flask's json dumper to ujson if\nit's available, localize some variables, replace web_sanic's jsonify\nwith list comprehensions that cast to dict, fix web_sanic compatibility\nwith Python 3.5.",
          "is_bot": false,
          "headline": "Pre-render HTML templates",
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          "author_login": "Noctem",
          "committed_at": "2017-04-14T22:41:24Z",
          "body_truncated": false,
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        },
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          "body": "Remove get_engine_name and set it as a constant, make the db_proc\nmodule an instance, rewrite FortCache to store gyms and pokestops\nseparately and implement automatic pickle ignoring when DB, bounds, or\nclass version change, remove get_since and get_since_query_part and\nreplace them with constants, \n[…]\ne some unused imports from web and\nweb-sanic, reference items by name instead of position in web-sanic to\nimprove clarity and reliability, move create_db to scripts, other\nmiscellaneous optimizations.",
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          "headline": "DB, web, and FortCache improvements",
          "author_name": "David Christenson",
          "author_login": "Noctem",
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          "oid": "9b583f805f61984789f0bb5119818e5e02866a89",
          "body": "Improve performance of status bar printing, fix console output\nflickering on some systems, add length methods to cache classes and the\nDatabaseProcessor, use ANSI escape to clear console on compatible\nsystems, localize some variables in parameters, remove update_stats and\nreplace with expanded get_v\n[…]\no a string\nattribute and print that instead of repeatedly expanding stats dicts\nand formatting them more frequently than they change, update some\nlengths during stat updates instead of on every print.",
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          "headline": "Performance enhancements, fix console flicker",
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          "author_login": "Noctem",
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          "oid": "b562f5bc8eb263e2a616cfd831f70ccc039f267e",
          "body": "Auto-pan popup only once. Closes #222.",
          "is_bot": false,
          "headline": "Merge pull request #223 from mewio/autopanonce",
          "author_name": "David Christenson",
          "author_login": "Noctem",
          "committed_at": "2017-04-14T03:44:56Z",
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        },
        {
          "oid": "677db888388b102de1515197c4b1cbaec04ae34b",
          "body": "Fix INFO logging when iv_score not available.",
          "is_bot": false,
          "headline": "Merge pull request #219 from j16sdiz/patch-4",
          "author_name": "David Christenson",
          "author_login": "Noctem",
          "committed_at": "2017-04-14T03:25:44Z",
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        },
        {
          "oid": "761cdd5409eda03ad42f9d75b4630c1a93a2f69f",
          "body": "Prevent encountering the same Pokémon twice.",
          "is_bot": false,
          "headline": "Merge pull request #227 from j16sdiz/patch-5",
          "author_name": "David Christenson",
          "author_login": "Noctem",
          "committed_at": "2017-04-14T03:20:55Z",
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        },
        {
          "oid": "d2e75fce56c98507818e389e800ca33799efe871",
          "body": "Use cyrandom to generate random numbers, localize some function\nreferences in the parameters of commonly used utils functions, don't\nuse Numba (obsoleted by cyrandom), remove pycairo from\noptional-requirements.txt (it's still used but it's not on PyPI).",
          "is_bot": false,
          "headline": "Performance enhancements",
          "author_name": "David Christenson",
          "author_login": "Noctem",
          "committed_at": "2017-04-13T21:29:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "Prevent double encounter the same pokemon",
          "author_name": "Daniel Cheng (鄭郁邦)",
          "author_login": "j16sdiz",
          "committed_at": "2017-04-13T17:19:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "is_bot": false,
          "headline": "Auto-pan popup only once. Closes #222.",
          "author_name": "mewio",
          "author_login": null,
          "committed_at": "2017-04-12T17:03:42Z",
          "body_truncated": false,
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        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "Fix INFO logging when iv_score not availible",
          "author_name": "Daniel Cheng (鄭郁邦)",
          "author_login": "j16sdiz",
          "committed_at": "2017-04-12T06:25:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "oid": "a9556f3f8ab826781908035fc6b266d2e0ad47cc",
          "body": "Speed up using Prepared Geometry",
          "is_bot": false,
          "headline": "Merge pull request #216 from j16sdiz/patch-3",
          "author_name": "David Christenson",
          "author_login": "Noctem",
          "committed_at": "2017-04-12T01:49:33Z",
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          "is_bot": false,
          "headline": "Speed up using Prepared Geometry",
          "author_name": "Daniel Cheng (鄭郁邦)",
          "author_login": "j16sdiz",
          "committed_at": "2017-04-11T10:01:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "439ec6a24ea0f426286c75e7ca5056c73b2a2483",
          "body": "Fix attribute names for aiopogo 1.7, use try/except instead of .get().",
          "is_bot": false,
          "headline": "Fix solve_captchas.py",
          "author_name": "David Christenson",
          "author_login": "Noctem",
          "committed_at": "2017-04-09T09:22:04Z",
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        },
        {
          "oid": "e7511c9d35d5eb7f92ae2b307d93636b035693c4",
          "body": "Allow encountering only certain Pokémon without using notifications,\nremove unused account_seen variable, create tuples instead of lists in\nget fallbacks, localize some config variables before looping, refactor\npokestop spinning a bit.",
          "is_bot": false,
          "headline": "Add ENCOUNTER_IDS feature",
          "author_name": "David Christenson",
          "author_login": "Noctem",
          "committed_at": "2017-04-09T08:51:09Z",
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        },
        {
          "oid": "667bfdd1cdd48fc28a0bb856d1ccf82bb0c8f53f",
          "body": "Use the json_dumps and json_loads selected by aiopogo, use new\nattribute names from 1.7.0, don't store or restore refresh tokens.",
          "is_bot": false,
          "headline": "aiopogo 1.7.0 compatibility",
          "author_name": "David Christenson",
          "author_login": "Noctem",
          "committed_at": "2017-04-09T07:46:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bb762ef109cad48ff0969e7435052b5b0b5f714f",
          "body": null,
          "is_bot": false,
          "headline": "Update for 0.61.0",
          "author_name": "David Christenson",
          "author_login": "Noctem",
          "committed_at": "2017-04-08T20:42:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "73710d25a400d545b30544244375aab836062adf",
          "body": "Do a simple and fast string comparison against the currently forced\nversion and then do a more thorough comparison with StrictVersion if\nthat failed.",
          "is_bot": false,
          "headline": "Fix and improve forced version check",
          "author_name": "David Christenson",
          "author_login": "Noctem",
          "committed_at": "2017-04-07T02:38:03Z",
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        },
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          "oid": "b8c4d6554a299b57384393a0e1011b931e8e75bc",
          "body": null,
          "is_bot": false,
          "headline": "Update client version number",
          "author_name": "David Christenson",
          "author_login": "Noctem",
          "committed_at": "2017-03-31T23:54:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "666836e469bd2e3f3078e4abee3408f2be9dc7d6",
          "body": "Update README.md",
          "is_bot": false,
          "headline": "Add 'Getting Started FAQ' to README.md (#50)",
          "author_name": "BigFun",
          "author_login": null,
          "committed_at": "2017-03-31T06:50:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "47e77567f30daae76c76c3b15e2652f31d9d60a5",
          "body": "Resolve bounds attributes within function bodies to avoid an issue with\na circular import (and it's cleaner this way anyways).",
          "is_bot": false,
          "headline": "Fix issue with circular import",
          "author_name": "David Christenson",
          "author_login": "Noctem",
          "committed_at": "2017-03-31T06:44:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e9582288409b00c7d6b2e8b0c96e5e4afe3d726e",
          "body": "Add support for bootstrapping MultiPolygon boundaries, enable shapely\nspeedups if using landmarks, some cleanup and performance enhancements\nin landmarks, proper support for getting all MultiPolygon altitudes,\nsmall performance enhancement to get_bootstrap_points.",
          "is_bot": false,
          "headline": "MultiPolygon bootstrap support, other improvements",
          "author_name": "David Christenson",
          "author_login": "Noctem",
          "committed_at": "2017-03-31T06:18:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "da5aac5da235d9f857aaff93da09ddf5ff565ab5",
          "body": "Added support for bootstrap points in a Polygon",
          "is_bot": false,
          "headline": "Merge pull request #34 from evenly-epic-mule/bootstrap",
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        "overall_after_abandonment_multiplier": 22
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "critical",
        "name": "Vitality",
        "value": 20,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "critical",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 1,
            "inputs": {
              "commits_last_year": 0,
              "human_commit_share": 1,
              "days_since_last_push": 3127,
              "active_weeks_last_year": 0
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 3127 days ago",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 3127
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "0/52 weeks with commits",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "0 commits in the last year",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 0
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                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "at_risk",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 48,
            "inputs": {
              "releases_count": 10,
              "latest_release_tag": "v0.5.4",
              "releases_from_tags": true,
              "days_since_latest_release": 3635,
              "mean_days_between_releases": 2.7
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            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "10 version tags (no GitHub releases)",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "version_tags_no_releases",
                    "params": {
                      "count": 10
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 3635 days ago",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 3635
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~2.7 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 2.7
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                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "moderate",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "cap": 49,
              "state": "likely_abandoned",
              "guards": [],
              "signals": [
                "unanswered_contributions",
                "issue_rot",
                "release_stall",
                "scorecard_unmaintained"
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              "red_flag": true,
              "multiplier_pct": 60,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": 20,
              "unanswered_open_issues": 11,
              "days_since_last_merged_pr": 3298,
              "days_since_last_human_commit": 3296,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "no human commit for 3296 days; 4 unmet obligation(s): pull requests unanswered, issues unanswered, releases stalled, Scorecard reports it unmaintained",
                "points": 60,
                "status": "partial",
                "details": [
                  {
                    "code": "abandonment_flagged",
                    "params": {
                      "days": 3296,
                      "count": 4,
                      "signals": "pull requests unanswered, issues unanswered, releases stalled, Scorecard reports it unmaintained"
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 55,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "forks": 145,
              "stars": 120,
              "watchers": 40,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "120 stars",
                "points": 33.7,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 120
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "145 forks",
                "points": 18,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 145
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "40 watchers",
                "points": 8.8,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 40
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "at_risk",
        "name": "Sustainability & Governance",
        "value": 48,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 42,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 57,
              "top_contributor_share": 0.57
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 57% of commits",
                "points": 9.7,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 57
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "57 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 57
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 4 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "at_risk",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 46,
            "inputs": {
              "merged_prs": 38,
              "open_issues": 107,
              "closed_issues": 146,
              "issue_closed_ratio": 0.577,
              "closed_unmerged_prs": 51
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "58% of issues closed",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 58
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "38/89 decided PRs merged",
                "points": 16.3,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
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                      "merged": 38,
                      "decided": 89
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 6/30 approved changesets -- score normalized to 2",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 58,
            "inputs": {
              "followers": 38,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "Noctem",
              "public_repos": 56,
              "account_age_days": 5177
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "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": "38 followers of Noctem",
                "points": 11.4,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 38,
                      "login": "Noctem"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "56 public repos, account ~14 yr old",
                "points": 24.8,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 56
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 14
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "at_risk",
        "name": "Engineering Quality",
        "value": 38,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "critical",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 24,
            "inputs": {
              "has_ci": false,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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",
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                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "0 out of 6 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
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                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "topics": [
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                "pokemongo",
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                "notification",
                "python",
                "asyncio"
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              "has_wiki": true,
              "homepage": null,
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              "has_docs_dir": false,
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            },
            "components": [
              {
                "key": "readme",
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                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
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                "details": [
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                    "code": "topics_count",
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
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                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
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        "name": "Security",
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        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "notes": [
              {
                "code": "excluded_no_data",
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                    "token_permissions"
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                }
              },
              {
                "code": "weights_renormalized",
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              }
            ],
            "value": 20,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 13,
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              "checks_inconclusive": 5,
              "scorecard_aggregate": 2
            },
            "components": [
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                "key": "binary_artifacts",
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                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
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                "details": [],
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              },
              {
                "key": "ci_tests",
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                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "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 6/30 approved changesets -- score normalized to 2",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 4 contributing companies or organizations",
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                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no workflows found",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "no dependencies found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "No tokens found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "54 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "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": 8
            },
            "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": "at_risk",
        "name": "AI Readiness",
        "value": 31,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 31,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.58,
              "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": "58 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 30.9,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 58,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "critical",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_pinned_dependencies"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 24,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "no dependencies found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 137104,
              "source_files_sampled": 34,
              "oversized_source_files": 3
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "3/34 source files over 60KB",
                "points": 50.1,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 34,
                      "oversized": 3
                    }
                  }
                ],
                "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": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "No resolved dependencies carried a version and a supported ecosystem"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-01T04:43:15.057837Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/n/Noctem/Monocle.svg",
  "full_name": "Noctem/Monocle",
  "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.