Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-10 06:52 UTC

phenobarbital / ai-parrot

Parrot is a new library to work with chatbots and agents with a very simple API

PythonMIT★ 29 stars⑂ 12 forkssince Aug 2024View on GitHub ↗
KindLibraryNetwork serviceCommand-line toolPluginhow this is determined
#artificial-intelligence#claude-ai#google-genai#groq-ai#openai#orchestration#xai-api

phenobarbital/ai-parrot holds a health index of 84 out of 100, placing it in the Excellent band. It scores highest on Vitality (100/100) and lowest on Community & Adoption (46/100). It was last updated today. A single contributor accounts for most of its recent work.

84
overall / 100
Excellent

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

84
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe 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.

The weighted overall 71 is calibrated to 84 on the published index scale (record calibration 2026-08-02).

Ownership

phenobarbitalPersonal account
124 followers78 public repossince Oct 2009DEVEL

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 publishTags
PyPIai-parrot-loaders1.0.01,195843 days agoairagdocument-loaderspdfyoutubeagentsasyncio
PyPIai-parrot-advisors1.0.0820263 days agoaichatbotadvisorproduct-selectionmatchingagents
PyPIai-parrot-client-hf0.2.011212 days ago—
PyPIai-parrot-client-zai0.2.09611 day ago—
PyPIai-parrot-embeddings1.0.0981373 days agoairagembeddingsvector-storererankers
PyPIai-parrot-client-grok0.2.012113 days ago—
PyPIai-parrot-client-groq0.2.012212 days ago—
PyPIai-parrot-client-meta0.2.011913 days ago—

Metrics by category

Vitality

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

100Exceptional · 21% of overall

Development activity

100Exceptional
How it's scored
36/36Push recency — last push 0 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 13,391 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year13,391
human_commit_share1
days_since_last_push0
active_weeks_last_year52

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 3 days ago
27/27Release cadence — a release every ~3.4 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tag1.0.0
releases_from_tagsno
days_since_latest_release3
mean_days_between_releases3.4
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?

46Weak · 17% of overall

Popularity & adoption

35Weak
How it's scored
23.5/60Stars — 29 stars
8.7/25Forks — 12 forks
2.7/15Watchers — 4 watchers
Inputs used
forks12
stars29
watchers4
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

50Moderate
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
readme_badges6
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_servicesgithub.com, shields.io
has_pull_request_templateno

Ecosystem adoption (downloads)

58Moderate
How it's scored
46.4/80Monthly downloads — 2,996 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesai-parrot-loaders, ai-parrot-advisors, ai-parrot-embeddings
dependents—
ecosystemspypi
total_downloads—
monthly_downloads2,996
unverified_packages_excludedai-parrot-client-hf, ai-parrot-client-zai, ai-parrot-client-grok, ai-parrot-client-groq, ai-parrot-client-meta
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

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

62Moderate · 23% of overall

Maintainer resilience (bus factor)

33At Risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
1.4/22.5Commit distribution — top contributor authored 94% of commits
12.2/13.5Contributor breadth — 9 contributors
10/10OpenSSF Scorecard: Contributors — project has 10 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled9
top_contributor_share0.936

Issue & PR responsiveness

67Good
How it's scored
31.5/42Issue resolution — 75% of issues closed
26.5/30PR acceptance — 1,181/1,337 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/5 approved changesets -- score normalized to 0
Inputs used
merged_prs1,181
open_issues1
closed_issues3
prs_merged_7d43
prs_decided_7d43
prs_merged_30d56
prs_decided_30d56
issue_closed_ratio0.75
closed_unmerged_prs156
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

63Moderate
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
15.1/25Owner reach — 124 followers of phenobarbital
25/25Track record — 78 public repos, account ~16 yr old
Inputs used
followers124
owner_typeUser
is_verified—
owner_loginphenobarbital
public_repos78
account_age_days6,174
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 8 package(s) on pypi
35/35Publish recency — latest publish 1 days ago
20/20Version history — 84 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesai-parrot-loaders, ai-parrot-advisors, ai-parrot-client-hf, ai-parrot-client-zai, ai-parrot-embeddings, ai-parrot-client-grok, ai-parrot-client-groq, ai-parrot-client-meta
ecosystemspypi
any_deprecatedno
min_days_since_publish1

Engineering Quality

Are baseline engineering and documentation practices in place?

79Good · 19% of overall

Engineering practices

72Good
How it's scored
24/24CI workflows — 5 workflow(s)
24/24Tests present
16/16Linter config — .flake8, .pylintrc, pyproject.toml ([tool.pylint], [tool.black]), ruff.toml, tox.ini
0/9.6Pre-commit hooks
0/6.4.editorconfig
8/20OpenSSF Scorecard: CI-Tests — 2 out of 5 merged PRs checked by a CI test -- score normalized to 4
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://phenobarbital.github.io/ai-parrot/
10/10Repository description
10/10Topics — 7 topics
0/10Wiki
Inputs used
topicsartificial-intelligence, claude-ai, google-genai, groq-ai, openai, orchestration, xai-api
has_wikino
homepagehttps://phenobarbital.github.io/ai-parrot/
docs_sitehttps://phenobarbital.github.io/ai-parrot/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

59Moderate · 16% of overall

Security posture

53Moderate
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
1/2.5CI-Tests — 2 out of 5 merged PRs checked by a CI test -- score normalized to 4
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/5 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 10 contributing companies or organizations
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
7.5/7.5Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
3.5/5SAST — SAST tool detected but not run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 54 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.3
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.

Dependency advisories

84Excellent
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
8.6/25Indirect dependencies free of known advisories — 1 affected: cryptography 46.0.7 (high 8.2)
40/40No advisories left outstanding — no advisory has been public longer than 90 days
Inputs used
sourceosv
advisories7
affected_packages1
assessed_packages207
unassessed_packages0
affected_by_severityhigh 1
direct_affected_packages0
Matched the pypi:ai-parrot-loaders@1.0.0 runtime dependency closure — what installing the published package pulls in — 207 packages. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

87Excellent · 4% of overall

Agent context & guidance

85Excellent
How it's scored
45/45Agent instructions — .agent/agents/sdd-autopilot/agent.md, .agent/agents/sdd-feedback/agent.md, .agent/agents/sdd-ideation/agent.md, .agent/agents/sdd-planner/agent.md, .agent/agents/sdd-qa/agent.md, .agent/agents/sdd-research/agent.md, .agent/agents/sdd-secondopinion/agent.md, .agent/agents/sdd-worker/agent.md, .agents/agents/sdd-autopilot/agent.md, .agents/agents/sdd-feedback/agent.md, .agents/agents/sdd-ideation/agent.md, .agents/agents/sdd-planner/agent.md, .agents/agents/sdd-qa/agent.md, .agents/agents/sdd-research/agent.md, .agents/agents/sdd-secondopinion/agent.md, .agents/agents/sdd-worker/agent.md, AGENTS.md, CLAUDE.md, GEMINI.md, docs/agent.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 98 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.98
agent_instruction_files.agent/agents/sdd-autopilot/agent.md, .agent/agents/sdd-feedback/agent.md, .agent/agents/sdd-ideation/agent.md, .agent/agents/sdd-planner/agent.md, .agent/agents/sdd-qa/agent.md, .agent/agents/sdd-research/agent.md, .agent/agents/sdd-secondopinion/agent.md, .agent/agents/sdd-worker/agent.md, .agents/agents/sdd-autopilot/agent.md, .agents/agents/sdd-feedback/agent.md, .agents/agents/sdd-ideation/agent.md, .agents/agents/sdd-planner/agent.md, .agents/agents/sdd-qa/agent.md, .agents/agents/sdd-research/agent.md, .agents/agents/sdd-secondopinion/agent.md, .agents/agents/sdd-worker/agent.md, AGENTS.md, CLAUDE.md, GEMINI.md, docs/agent.md
agent_instruction_max_bytes28,649

Verify loop (build / test / typecheck)

87Excellent
How it's scored
18/18One-command bootstrap — Makefile, examples/matrix_swarm/Makefile, packages/navrules/Makefile
22/22Automated tests
11/11Lint / format config — .flake8, .pylintrc, pyproject.toml ([tool.pylint], [tool.black]), ruff.toml, tox.ini
11/11Static type checking — mypy.ini, packages/ai-parrot-loaders/src/parrot_loaders/py.typed, packages/ai-parrot-openlit-bridge/src/ai_parrot_openlit_bridge/py.typed, packages/ai-parrot-pipelines/src/parrot_pipelines/py.typed, packages/ai-parrot-server/ui/tsconfig.json, packages/ai-parrot-tools/src/parrot_tools/py.typed, packages/ai-parrot/src/parrot/py.typed, packages/navrules/src/navrules/py.typed, packages/parrot-formdesigner/src/parrot_formdesigner/py.typed
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 86 of the last 100 commits agent-authored or agent-credited
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
lockfilesCargo.lock, go.sum, package-lock.json, pnpm-lock.yaml
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile, examples/matrix_swarm/Makefile, packages/navrules/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configsmypy.ini, packages/ai-parrot-loaders/src/parrot_loaders/py.typed, packages/ai-parrot-openlit-bridge/src/ai_parrot_openlit_bridge/py.typed, packages/ai-parrot-pipelines/src/parrot_pipelines/py.typed, packages/ai-parrot-server/ui/tsconfig.json, packages/ai-parrot-tools/src/parrot_tools/py.typed, packages/ai-parrot/src/parrot/py.typed, packages/navrules/src/navrules/py.typed, packages/parrot-formdesigner/src/parrot_formdesigner/py.typed
agent_commit_share0.86
toolchain_manifestspackages/ai-parrot/src/parrot/codec-rs/Cargo.toml, packages/ai-parrot/src/parrot/yaml-rs/Cargo.toml, packages/navrules/rust/Cargo.toml, services/whatsapp-bridge/go.mod
dependency_bot_commit_share0

Code legibility for models

81Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (mypy.ini, packages/ai-parrot-loaders/src/parrot_loaders/py.typed, packages/ai-parrot-openlit-bridge/src/ai_parrot_openlit_bridge/py.typed, packages/ai-parrot-pipelines/src/parrot_pipelines/py.typed, packages/ai-parrot-server/ui/tsconfig.json, packages/ai-parrot-tools/src/parrot_tools/py.typed, packages/ai-parrot/src/parrot/py.typed, packages/navrules/src/navrules/py.typed, packages/parrot-formdesigner/src/parrot_formdesigner/py.typed)
54.2/55Manageable file sizes — 86/5,971 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes1,030,855
source_files_sampled5,971
oversized_source_files86

Machine-readable interfaces

100Exceptional
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — packages/ai-parrot-server/src/parrot/mcp/transports/mcp.proto
20/20MCP server
40/40Runnable examples — examples, recipes
Inputs used
example_dirsexamples, recipes
has_mcp_signalyes
api_schema_filespackages/ai-parrot-server/src/parrot/mcp/transports/mcp.proto
interfaces_expected_ofnetwork-service

Key facts

29GitHub stars
9contributors
13,391commits, last 12 months
0days since last push
100releases
1bus factor
1open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'ai-parrot-workspace' from its registry

More detail

Star and fork history 0 ★ / 12 ⇿
0Stars
12Forks
89Releases

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.

0246810121232025-102026-032026-08
Major 0Minor 2Patch 84
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 · 2026-09-10 06:50 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
4CI-Tests2 out of 5 merged PRs checked by a CI test -- score normalized to 4
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/5 approved changesets -- score normalized to 0
10Contributorsproject has 10 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
7SASTSAST tool detected but not run on all commits
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities54 existing vulnerabilities detected
Direct dependencies 50
RegistryPackageVersion constraintManifest
npmchrome-devtools-mcp^1.6.0package.json
PyPIai-parrot—pyproject.toml
PyPIai-parrot-tools—pyproject.toml
PyPIai-parrot-loaders—pyproject.toml
PyPIai-parrot-embeddings—pyproject.toml
PyPIai-parrot-visualizations—pyproject.toml
PyPIai-parrot-pipelines—pyproject.toml
PyPIai-parrot-integrations—pyproject.toml
PyPIai-parrot-server—pyproject.toml
PyPIai-parrot-advisors—pyproject.toml
PyPInavrules—pyproject.toml
PyPIai-parrot—packages/ai-parrot-advisors/pyproject.toml
PyPIai-parrot-embeddings—packages/ai-parrot-advisors/pyproject.toml
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PyPIredis>=5.0.0packages/ai-parrot-advisors/pyproject.toml
PyPIscikit-learn—packages/ai-parrot-advisors/pyproject.toml
PyPIai-parrot>=1.0.0packages/ai-parrot-client-amazon/pyproject.toml
PyPIaioboto3>=13.2.0packages/ai-parrot-client-amazon/pyproject.toml
PyPIai-parrot>=1.0.0packages/ai-parrot-client-anthropic/pyproject.toml
PyPIanthropic>=0.109.0,<1.0.0packages/ai-parrot-client-anthropic/pyproject.toml
PyPIclaude-agent-sdk>=0.1.68packages/ai-parrot-client-anthropic/pyproject.toml
PyPIai-parrot>=1.0.0packages/ai-parrot-client-gemma4/pyproject.toml
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PyPIai-parrot>=1.0.0packages/ai-parrot-client-moonshot/pyproject.toml
PyPIai-parrot>=1.0.0packages/ai-parrot-client-nvidia/pyproject.toml
PyPIai-parrot>=1.0.0packages/ai-parrot-client-openai/pyproject.toml
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PyPIai-parrot>=1.0.0packages/ai-parrot-client-vllm/pyproject.toml
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PyPIai-parrot>=1.0.0packages/ai-parrot-client-zai/pyproject.toml
PyPIzai-sdk>=0.2.3packages/ai-parrot-client-zai/pyproject.toml
PyPIai-parrot—packages/ai-parrot-embeddings/pyproject.toml
PyPIai-parrot—packages/ai-parrot-integrations/pyproject.toml
PyPIai-parrot>=1.0.0packages/ai-parrot-loaders/pyproject.toml
PyPIdecorator>=5packages/ai-parrot-loaders/pyproject.toml
PyPIopenpyxl>=3.1packages/ai-parrot-loaders/pyproject.toml
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PyPIaiohttp>=3.9packages/ai-parrot-openlit-bridge/pyproject.toml
All dependencies 898

Full resolved dependency set from the GitHub dependency graph: 19 direct and 879 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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npmtypescript5.9.3indirect
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npmunzipper0.10.14indirect
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npmw3c-xmlserializer5.0.0indirect
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npmwhatwg-url16.0.1indirect
npmwhy-is-node-running2.3.0indirect
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PyPIultralytics8.4.14indirect
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PyPIundetected-chromedriver3.5.5indirect
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PyPIweasyprint69.0indirect
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PyPIwebdriver-manager4.0.2indirect
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PyPIyoutube-search2.1.2indirect
PyPIyoutube-transcript-api1.0.3indirect
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PyPIzeep4.3.3indirect
Dependency advisories 1

Installing pypi:ai-parrot-loaders@1.0.0 pulls in 207 packages, direct and transitive: 1 carry known advisories, of which 0 are direct dependencies.

PackageVersionRelationSeverityAdvisoriesFixed in
cryptography46.0.7indirecthigh750.0.0

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

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Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — PyPI.