Public record
Software health reportschema 0.23.0 · metrics 1.13.0 · 2026-07-21 19:04 UTC

agentmail-to / agentmail-toolkit

TypeScript · PythonNo license detected★ 84 stars⑂ 25 forkssince Mar 2025View on GitHub ↗

agentmail-to/agentmail-toolkit holds a health index of 44 out of 100, placing it in the At risk band. It scores highest on AI Readiness (58/100) and lowest on Security (37/100). It was last updated today. A single contributor accounts for most of its recent work.

44
overall / 100
At risk

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.

44
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

Ownership

AgentMailOrganization
295 followers31 public repossince Dec 2024

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
npmagentmail-toolkit0.5.16,247606 days agoagentmailtoolkittoolsaivercellangchain
PyPIagentmail-toolkit0.3.0-448 days ago—

Metrics by category

Vitality

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

46At risk · 22% of overall

Development activity

76Good
How it's scored
36/36Push recency — last push 0 days ago
12.5/36Commit cadence — 18/52 weeks with commits
18/18Commit volume — 115 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year115
human_commit_share1
days_since_last_push0
active_weeks_last_year18

Release discipline

1Critical
How it's scored
0/27Ships releases — no releases published
0/36Release recency — no releases
0/27Release cadence — no releases
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count0
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?

42At risk · 18% of overall

Popularity & adoption

43At risk
How it's scored
31.1/60Stars — 84 stars
11.5/25Forks — 25 forks
0/15Watchers — 2 watchers
Inputs used
forks25
stars84
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonbelow_threshold

Community health

25Critical
How it's scored
22.5/22.5README
0/22.5License — no license file detected
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseno
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Ecosystem adoption (downloads)

63Moderate
How it's scored
50.6/80Monthly downloads — 6,247 downloads/month across npm, pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesagentmail-toolkit, agentmail-toolkit
dependents—
ecosystemsnpm, pypi
total_downloads—
monthly_downloads6,247
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?

51Moderate · 24% of overall

Maintainer resilience (bus factor)

25Critical
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
7.9/22.5Commit distribution — top contributor authored 65% of commits
8.1/13.5Contributor breadth — 6 contributors
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Inputs used
bus_factor1
contributors_sampled6
top_contributor_share0.648

Issue & PR responsiveness

33At risk
How it's scored
7.8/46.8Issue resolution — 17% of issues closed
22/38.3PR acceptance — 19/33 decided PRs merged
3/15OpenSSF Scorecard: Code-Review — Found 1/4 approved changesets -- score normalized to 2
Inputs used
merged_prs19
open_issues5
closed_issues1
issue_closed_ratio0.167
closed_unmerged_prs14

Ownership & stewardship

62Moderate
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
17.8/25Owner reach — 295 followers of agentmail-to
14.1/25Track record — 31 public repos, account ~1 yr old
Inputs used
followers295
owner_typeOrganization
is_verified—
owner_loginagentmail-to
public_repos31
account_age_days575

Package maintenance

100Excellent
How it's scored
25/25Published & resolvable — 2 package(s) on npm, pypi
35/35Publish recency — latest publish 6 days ago
20/20Version history — 60 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesagentmail-toolkit, agentmail-toolkit
ecosystemsnpm, pypi
any_deprecatedno
min_days_since_publish6

Engineering Quality

Are baseline engineering and documentation practices in place?

40At risk · 20% of overall

Engineering practices

40At risk
How it's scored
0/24CI workflows
24/24Tests present
16/16Linter config — eslint.config.mjs
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 0 out of 3 merged PRs checked by a CI test -- score normalized to 0
Inputs used
has_cino
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

40At risk
How it's scored
30/30README
0/25Documentation directory
0/15Documentation / homepage site
0/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics—
has_wikiyes
homepage—
has_readmeyes
has_docs_dirno
has_descriptionno

Security

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

37At risk · 16% of overall

Security posture

29Critical
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
0/2.5CI-Tests — 0 out of 3 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 1/4 approved changesets -- score normalized to 2
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
0/10Dangerous-Workflow — no data
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
0/2.5License — license file not detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
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 — 251 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated13
scorecard_versionv5.5.0
checks_inconclusive5
scorecard_aggregate2.9
Excluded from scoring (no data or not applicable): dangerous_workflow, packaging, pinned_dependencies, signed_releases, token_permissions. Remaining weights renormalized.

Dependency advisories

67Moderate
How it's scored
15.5/35Direct dependencies free of known advisories — 2 affected: langchain 1.1.0 (moderate 5.5), pymupdf 1.26.6 (moderate 6.2)
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
34.6/40No advisories left outstanding — 1 advisory-carrying package(s) unaddressed past 90 days; oldest published 124 days ago
Inputs used
sourceosv
advisories359
affected_packages73
assessed_packages1,101
unassessed_packages9
affected_by_severitycritical 8, high 30, moderate 13, low 3, unknown 19
direct_affected_packages2
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 1101 resolved dependencies against OSV. 9 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

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.

58Moderate · 0% of overall

Agent context & guidance

28Critical
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
27.7/40Legible commit history — 52 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.52
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

71Good
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — eslint.config.mjs
11/11Static type checking — node/tsconfig.json, python/src/agentmail_toolkit/py.typed
10/10Reproducible environment — lockfile
10/10Demonstrated agent practice — 37 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nixno
has_testsyes
lockfilespnpm-lock.yaml, uv.lock
has_dockerfileno
typed_languageyes
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configsnode/tsconfig.json, python/src/agentmail_toolkit/py.typed
agent_commit_share0.37
toolchain_manifests—
dependency_bot_commit_share0
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.

Code legibility for models

100Excellent
How it's scored
45/45Type-checkable code — TypeScript (statically typed)
55/55Manageable file sizes — 0/36 source files over 60KB
Inputs used
primary_languageTypeScript
largest_source_bytes15,818
source_files_sampled36
oversized_source_files0

Machine-readable interfaces

40At risk
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalno
api_schema_files—

Key facts

84GitHub stars
6contributors
115commits, last 12 months
0days since last push
0releases
1bus factor
5open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • deps.dev does not index npm:agentmail-toolkit@0.5.1; advisories assessed against the repository dependency graph instead
  • Advisory severity resolved for 120 of 266 advisories (lookup cap); the remainder are reported as unknown severity

More detail

Star and fork history 84 ★ / 25 ⇿
84Stars
25Forks

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.

020406080100842532025-042025-112026-07

Each point covers 2 days.

OpenSSF Scorecard 2.9 / 10
2.9aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-21 19:04 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
0CI-Tests0 out of 3 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 1/4 approved changesets -- score normalized to 2
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
n/aDangerous-Workflowno workflows found
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
0Licenselicense file not detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
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
0Vulnerabilities251 existing vulnerabilities detected
Direct dependencies 12
RegistryPackageVersion constraintManifest
npmagentmail^0.5.11node/package.json
npmjszip^3.10.1node/package.json
npmunpdf^1.4.0node/package.json
npmzod^4.1.13node/package.json
PyPIagentmail>=0.4.10python/pyproject.toml
PyPIfiletype>=1.2.0python/pyproject.toml
PyPIlangchain>=1.1.0python/pyproject.toml
PyPIlivekit-agents>=1.3.5python/pyproject.toml
PyPIopenai-agents>=0.6.1python/pyproject.toml
PyPIpydantic>=2.12.5python/pyproject.toml
PyPIpymupdf>=1.26.6python/pyproject.toml
PyPIpython-docx>=1.2.0python/pyproject.toml
All dependencies 1,110

Full resolved dependency set from the GitHub dependency graph: 15 direct and 1,095 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
npmagentmail0.5.11direct
npmjszip3.10.1direct
npmunpdf1.4.0direct
npmzod3.25.76direct
npmzod4.2.1direct
npmzod4.3.6direct
PyPIagentmail—direct
PyPIagentmail0.4.10direct
PyPIfiletype1.2.0direct
PyPIlangchain1.1.0direct
PyPIlivekit-agents1.3.5direct
PyPIopenai-agents0.6.1direct
PyPIpydantic2.12.5direct
PyPIpymupdf1.26.6direct
PyPIpython-docx1.2.0direct
npm@agentclientprotocol/sdk0.13.1indirect
npm@ai-sdk/gateway3.0.148indirect
npm@ai-sdk/openai3.0.84indirect
npm@ai-sdk/provider3.0.14indirect
npm@ai-sdk/provider-utils4.0.38indirect
npm@anthropic-ai/sdk0.71.2indirect
npm@aws-crypto/crc325.2.0indirect
npm@aws-crypto/sha256-browser5.2.0indirect
npm@aws-crypto/sha256-js5.2.0indirect
npm@aws-crypto/supports-web-crypto5.2.0indirect
npm@aws-crypto/util5.2.0indirect
npm@aws-sdk/client-bedrock3.975.0indirect
npm@aws-sdk/client-bedrock-runtime3.975.0indirect
npm@aws-sdk/client-sso3.975.0indirect
npm@aws-sdk/core3.973.2indirect
npm@aws-sdk/credential-provider-env3.972.2indirect
npm@aws-sdk/credential-provider-http3.972.3indirect
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npm@aws-sdk/eventstream-handler-node3.972.2indirect
npm@aws-sdk/middleware-eventstream3.972.2indirect
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npm@aws-sdk/region-config-resolver3.972.2indirect
npm@aws-sdk/token-providers3.975.0indirect
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npm@aws-sdk/util-endpoints3.972.0indirect
npm@aws-sdk/util-format-url3.972.2indirect
npm@aws-sdk/util-locate-window3.965.4indirect
npm@aws-sdk/util-user-agent-browser3.972.2indirect
npm@aws-sdk/util-user-agent-node3.972.2indirect
npm@aws-sdk/xml-builder3.972.2indirect
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npm@eslint/eslintrc3.3.3indirect
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npm@homebridge/ciao1.3.4indirect
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npm@napi-rs/canvas-darwin-arm640.1.88indirect
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npm@napi-rs/canvas-linux-arm64-musl0.1.88indirect
npm@napi-rs/canvas-linux-riscv64-gnu0.1.88indirect
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npmparseurl1.3.3indirect
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npmpath-exists4.0.0indirect
npmpath-key3.1.1indirect
npmpath-scurry1.11.1indirect
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npmpath-to-regexp8.3.0indirect
npmpathe2.0.3indirect
npmpdfjs-dist5.4.530indirect
npmpicocolors1.1.1indirect
npmpicomatch4.0.3indirect
npmpicomatch4.0.5indirect
npmpino9.14.0indirect
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npmpino-std-serializers7.1.0indirect
npmpirates4.0.7indirect
npmpkce-challenge5.0.1indirect
npmpkg-types1.3.1indirect
npmplaywright-core1.58.0indirect
npmpostcss8.5.16indirect
npmpostcss-load-config6.0.1indirect
npmprelude-ls1.2.1indirect
npmprettier3.5.3indirect
npmpretty-bytes6.1.1indirect
npmpretty-ms8.0.0indirect
npmpretty-ms9.3.0indirect
npmprism-media1.3.5indirect
npmprocess-nextick-args2.0.1indirect
npmprocess-warning5.0.0indirect
npmproper-lockfile4.1.2indirect
npmprotobufjs7.5.4indirect
npmprotobufjs7.6.3indirect
npmproxy-addr2.0.7indirect
npmproxy-agent6.5.0indirect
npmproxy-from-env1.1.0indirect
npmpunycode2.3.1indirect
npmpunycode.js2.3.1indirect
npmqified0.6.0indirect
npmqrcode-terminal0.12.0indirect
npmqs6.14.0indirect
npmqs6.14.1indirect
npmquick-format-unescaped4.0.4indirect
npmrange-parser1.2.1indirect
npmraw-body3.0.2indirect
npmrc1.2.8indirect
npmreadable-stream2.3.8indirect
npmreadable-stream3.6.2indirect
npmreaddirp4.1.2indirect
npmreaddirp5.0.0indirect
npmreal-require0.2.0indirect
npmrequire-directory2.1.1indirect
npmrequire-from-string2.0.2indirect
npmresolve-from4.0.0indirect
npmresolve-from5.0.0indirect
npmrestore-cursor5.1.0indirect
npmretry0.12.0indirect
npmretry0.13.1indirect
npmrimraf5.0.10indirect
npmrolldown1.1.5indirect
npmrollup4.53.5indirect
npmrouter2.2.0indirect
npmsafe-buffer5.1.2indirect
npmsafe-stable-stringify2.5.0indirect
npmsafer-buffer2.1.2indirect
npmsemver7.7.3indirect
npmsend1.2.1indirect
npmserve-static2.2.1indirect
npmset-blocking2.0.0indirect
npmsetimmediate1.0.5indirect
npmsetprototypeof1.2.0indirect
npmsharp0.34.5indirect
npmshebang-command2.0.0indirect
npmshebang-regex3.0.0indirect
npmside-channel1.1.0indirect
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npmside-channel-map1.0.1indirect
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npmsiginfo2.0.0indirect
npmsignal-exit3.0.7indirect
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npmsimple-git3.30.0indirect
npmsimple-wcswidth1.1.2indirect
npmsisteransi1.0.5indirect
npmsleep-promise9.1.0indirect
npmslice-ansi7.1.2indirect
npmsmart-buffer4.2.0indirect
npmsocks2.8.7indirect
npmsocks-proxy-agent8.0.5indirect
npmsonic-boom4.2.0indirect
npmsource-map0.6.1indirect
npmsource-map0.7.6indirect
npmsource-map-js1.2.1indirect
npmsource-map-support0.5.21indirect
npmsplit24.2.0indirect
npmsqlite-vec0.1.7-alpha.2indirect
npmsqlite-vec-darwin-arm640.1.7-alpha.2indirect
npmsqlite-vec-darwin-x640.1.7-alpha.2indirect
npmsqlite-vec-linux-arm640.1.7-alpha.2indirect
npmsqlite-vec-linux-x640.1.7-alpha.2indirect
npmsqlite-vec-windows-x640.1.7-alpha.2indirect
npmstackback0.0.2indirect
npmstatuses2.0.2indirect
npmstd-env3.10.0indirect
npmstd-env4.2.0indirect
npmstdin-discarder0.2.2indirect
npmstdout-update4.0.1indirect
npmsteno4.0.2indirect
npmstring-width4.2.3indirect
npmstring-width5.1.2indirect
npmstring-width7.2.0indirect
npmstring_decoder1.1.1indirect
npmstrip-ansi6.0.1indirect
npmstrip-ansi7.1.2indirect
npmstrip-json-comments2.0.1indirect
npmstrip-json-comments3.1.1indirect
npmstrnum2.1.2indirect
npmstrtok310.3.4indirect
npmsucrase3.35.1indirect
npmsupports-color7.2.0indirect
npmtar6.2.1indirect
npmtar7.5.4indirect
npmthenify3.3.1indirect
npmthenify-all1.6.0indirect
npmthread-stream3.1.0indirect
npmtinybench2.9.0indirect
npmtinyexec0.3.2indirect
npmtinyexec1.2.4indirect
npmtinyglobby0.2.15indirect
npmtinyglobby0.2.17indirect
npmtinyrainbow3.1.0indirect
npmtoad-cache3.7.0indirect
npmtoidentifier1.0.1indirect
npmtoken-types6.1.2indirect
npmtr460.0.3indirect
npmtree-kill1.2.2indirect
npmts-algebra2.0.0indirect
npmts-api-utils2.1.0indirect
npmts-interface-checker0.1.13indirect
npmtslib2.8.1indirect
npmtslog4.10.2indirect
npmtsscmp1.0.6indirect
npmtsup8.5.1indirect
npmtype-check0.4.0indirect
npmtype-is2.0.1indirect
npmtypescript5.9.3indirect
npmtypescript-eslint8.50.0indirect
npmuc.micro2.1.0indirect
npmufo1.6.1indirect
npmuhyphen0.2.0indirect
npmuint8array-extras1.5.0indirect
npmundici7.19.1indirect
npmundici-types7.16.0indirect
npmuniversal-github-app-jwt2.2.2indirect
npmuniversal-user-agent7.0.3indirect
npmuniversalify2.0.1indirect
npmunpipe1.0.0indirect
npmuri-js4.4.1indirect
npmurl-join4.0.1indirect
npmutil-deprecate1.0.2indirect
npmuuid10.0.0indirect
npmuuid9.0.1indirect
npmvalidate-npm-package-name6.0.2indirect
npmvary1.1.2indirect
npmvite8.1.4indirect
npmvitest4.1.10indirect
npmweb-streams-polyfill3.3.3indirect
npmwebidl-conversions3.0.1indirect
npmwhatwg-url5.0.0indirect
npmwhich2.0.2indirect
npmwhich5.0.0indirect
npmwhy-is-node-running2.3.0indirect
npmwide-align1.1.5indirect
npmwin-guid0.2.0indirect
npmword-wrap1.2.5indirect
npmwrap-ansi7.0.0indirect
npmwrap-ansi8.1.0indirect
npmwrappy1.0.2indirect
npmws8.19.0indirect
npmws8.21.0indirect
npmy18n5.0.8indirect
npmyallist4.0.0indirect
npmyallist5.0.0indirect
npmyaml2.8.2indirect
npmyargs16.2.0indirect
npmyargs17.7.2indirect
npmyargs-parser20.2.9indirect
npmyargs-parser21.1.1indirect
npmyocto-queue0.1.0indirect
npmyoctocolors2.1.2indirect
npmzod-to-json-schema3.25.1indirect
PyPIagentmail-toolkit—indirect
PyPIagentmail-toolkit0.3.0indirect
PyPIagentmail-toolkit-examples0.1.0indirect
PyPIaiofiles25.1.0indirect
PyPIaiohappyeyeballs2.6.1indirect
PyPIaiohttp3.13.2indirect
PyPIaiosignal1.4.0indirect
PyPIannotated-types0.7.0indirect
PyPIanyio4.9.0indirect
PyPIattrs25.4.0indirect
PyPIav16.0.1indirect
PyPIbackports-tarfile1.2.0indirect
PyPIbuild1.2.2.post1indirect
PyPIcertifi2025.11.12indirect
PyPIcffi1.17.1indirect
PyPIcharset-normalizer3.4.2indirect
PyPIclick8.2.1indirect
PyPIcolorama0.4.6indirect
PyPIcryptography45.0.4indirect
PyPIdistro1.9.0indirect
PyPIdocstring-parser0.17.0indirect
PyPIdocutils0.21.2indirect
PyPIeval-type-backport0.3.0indirect
PyPIfastmcp—indirect
PyPIfrozenlist1.8.0indirect
PyPIgoogleapis-common-protos1.72.0indirect
PyPIgriffe1.15.0indirect
PyPIgrpcio1.76.0indirect
PyPIh110.16.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttpx—indirect
PyPIhttpx0.28.1indirect
PyPIhttpx-sse0.4.3indirect
PyPIid1.5.0indirect
PyPIidna3.10indirect
PyPIimportlib-metadata8.7.0indirect
PyPIiniconfig2.3.0indirect
PyPIjaraco-classes3.4.0indirect
PyPIjaraco-context6.0.1indirect
PyPIjaraco-functools4.1.0indirect
PyPIjeepney0.9.0indirect
PyPIjiter0.10.0indirect
PyPIjsonpatch1.33indirect
PyPIjsonpointer3.0.0indirect
PyPIjsonschema4.25.1indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIkeyring25.6.0indirect
PyPIlangchain-core1.1.0indirect
PyPIlangchain-openai—indirect
PyPIlangchain-openai1.1.0indirect
PyPIlanggraph1.0.4indirect
PyPIlanggraph-checkpoint3.0.1indirect
PyPIlanggraph-prebuilt1.0.5indirect
PyPIlanggraph-sdk0.2.10indirect
PyPIlangsmith0.3.45indirect
PyPIlivekit1.0.19indirect
PyPIlivekit-api1.0.7indirect
PyPIlivekit-blingfire1.0.0indirect
PyPIlivekit-protocol1.1.0indirect
PyPIlxml6.0.2indirect
PyPImarkdown-it-py3.0.0indirect
PyPImcp—indirect
PyPImcp1.22.0indirect
PyPImdurl0.1.2indirect
PyPImore-itertools10.7.0indirect
PyPImultidict6.7.0indirect
PyPInest-asyncio1.6.0indirect
PyPInh30.2.21indirect
PyPInumpy2.3.5indirect
PyPIopenai2.8.1indirect
PyPIopentelemetry-api1.38.0indirect
PyPIopentelemetry-exporter-otlp1.38.0indirect
PyPIopentelemetry-exporter-otlp-proto-common1.38.0indirect
PyPIopentelemetry-exporter-otlp-proto-grpc1.38.0indirect
PyPIopentelemetry-exporter-otlp-proto-http1.38.0indirect
PyPIopentelemetry-proto1.38.0indirect
PyPIopentelemetry-sdk1.38.0indirect
PyPIopentelemetry-semantic-conventions0.59b0indirect
PyPIorjson3.10.18indirect
PyPIormsgpack1.12.0indirect
PyPIpackaging24.2indirect
PyPIpluggy1.6.0indirect
PyPIprometheus-client0.23.1indirect
PyPIpropcache0.4.1indirect
PyPIprotobuf6.33.1indirect
PyPIpsutil7.1.3indirect
PyPIpycparser2.22indirect
PyPIpydantic-core2.41.5indirect
PyPIpydantic-settings2.12.0indirect
PyPIpygments2.19.1indirect
PyPIpyjwt2.10.1indirect
PyPIpyproject-hooks1.2.0indirect
PyPIpytest9.1.1indirect
PyPIpython-dotenv—indirect
PyPIpython-dotenv1.2.1indirect
PyPIpython-multipart0.0.20indirect
PyPIpywin32311indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIpyyaml6.0.2indirect
PyPIreadme-renderer44.0indirect
PyPIreferencing0.37.0indirect
PyPIregex2024.11.6indirect
PyPIrequests2.32.4indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrfc39862.0.0indirect
PyPIrich14.0.0indirect
PyPIrpds-py0.29.0indirect
PyPIsecretstorage3.3.3indirect
PyPIshellingham1.5.4indirect
PyPIsniffio1.3.1indirect
PyPIsounddevice0.5.3indirect
PyPIsse-starlette3.0.3indirect
PyPIstarlette0.50.0indirect
PyPItenacity9.1.2indirect
PyPItiktoken0.9.0indirect
PyPItqdm4.67.1indirect
PyPItwine6.1.0indirect
PyPItyper0.20.0indirect
PyPItypes-protobuf6.32.1.20251105indirect
PyPItypes-requests2.32.4.20250913indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPIurllib32.4.0indirect
PyPIuvicorn0.38.0indirect
PyPIwatchfiles1.1.1indirect
PyPIwebsockets16.0indirect
PyPIxxhash3.5.0indirect
PyPIyarl1.22.0indirect
PyPIzipp3.23.0indirect
PyPIzstandard0.23.0indirect
Dependency advisories 73

This repository publishes no package the index resolves, so its own dependency graph was assessed — 1,101 packages, which also include development and test pins that never ship: 73 carry known advisories, of which 2 are direct. 9 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
@whiskeysockets/baileys7.0.0-rc.9indirectcritical17.0.0-rc12
basic-ftp5.1.0indirectcritical45.3.1
clawdbot2026.1.24-3indirectcritical112026.2.14
fast-xml-parser5.2.5indirectcritical75.7.0
flatted3.3.3indirectcritical23.4.2
protobufjs7.5.4indirectcritical128.6.6
rollup4.53.5indirectcritical14.59.0
simple-git3.30.0indirectcritical33.36.0
@hono/node-server1.19.7indirecthigh32.0.5
@hono/node-server1.19.9indirecthigh32.0.5
@isaacs/brace-expansion5.0.0indirecthigh15.0.1
@langchain/core1.1.7indirecthigh11.2.3
@modelcontextprotocol/sdk1.25.1indirecthigh21.26.0
axios1.13.3indirecthigh291.18.0
brace-expansion1.1.12indirecthigh25.0.7
brace-expansion2.0.2indirecthigh25.0.7
click8.2.1indirecthigh18.3.3
fast-uri3.1.0indirecthigh23.1.2
form-data4.0.5indirecthigh14.0.6
hono4.11.4indirecthigh314.12.27
js-yaml4.1.1indirecthigh24.3.0
langchain1.2.2indirecthigh11.2.3
langsmith0.4.0indirecthigh41.0.7
langsmith0.3.45indirecthigh51.0.7
linkify-it5.0.0indirecthigh15.0.1
minimatch10.1.1indirecthigh310.2.3
minimatch3.1.2indirecthigh310.2.3
minimatch9.0.5indirecthigh310.2.3
music-metadata11.11.0indirecthigh111.12.3
path-to-regexp8.3.0indirecthigh28.4.0
picomatch4.0.3indirecthigh24.0.4
tar6.2.1indirecthigh117.5.19
tar7.5.4indirecthigh97.5.19
undici7.19.1indirecthigh118.5.0
urllib32.4.0indirecthigh122.7.0
uuid10.0.0indirecthigh113.0.1
uuid9.0.1indirecthigh113.0.1
ws8.19.0indirecthigh28.21.0
langchain1.1.0directmoderate21.4.6
pymupdf1.26.6directmoderate21.26.7
@protobufjs/utf81.1.0indirectmoderate18.0.2
ajv6.12.6indirectmoderate18.18.0
ajv8.17.1indirectmoderate18.18.0
file-type21.3.0indirectmoderate221.3.2
follow-redirects1.15.11indirectmoderate11.16.0
ip-address10.1.0indirectmoderate110.1.1
markdown-it14.1.0indirectmoderate214.2.0
protobufjs7.6.3indirectmoderate18.6.6
qs6.14.0indirectmoderate36.15.2
qs6.14.1indirectmoderate26.15.2
yaml2.8.2indirectmoderate12.8.3
@mariozechner/pi-coding-agent0.49.3indirectlow20.78.1
body-parser2.2.2indirectlow12.3.0
pygments2.19.1indirectlow22.20.0
aiohttp3.13.2indirectunknown58—
cryptography45.0.4indirectunknown7—
idna3.10indirectunknown2—
jaraco-context6.0.1indirectunknown2—
langchain-core1.1.0indirectunknown10—
langchain-openai1.1.0indirectunknown2—
langgraph1.0.4indirectunknown2—
langgraph-checkpoint3.0.1indirectunknown4—
langgraph-sdk0.2.10indirectunknown2—
lxml6.0.2indirectunknown2—
mcp1.22.0indirectunknown4—
orjson3.10.18indirectunknown2—
protobuf6.33.1indirectunknown2—
pydantic-settings2.12.0indirectunknown1—
pyjwt2.10.1indirectunknown13—
python-dotenv1.2.1indirectunknown2—
python-multipart0.0.20indirectunknown14—
requests2.32.4indirectunknown2—
starlette0.50.0indirectunknown10—

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

Raw JSON report machine-readable
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          "body": "feat(node): AgentMailToolkit.invoke for per-call client injection (mcp)",
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          "headline": "chore: bump versions to 0.5.1 (node) and 0.3.1 (python)",
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          "author_login": "SanjithSambath",
          "committed_at": "2026-07-14T19:31:08Z",
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          "oid": "7251f8ccadd58ba7a14e92eb64a2dcf77a9829ba",
          "body": "fix(schemas): specify attachment content/url exclusivity and replyAll interaction",
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          "headline": "Merge pull request #44 from agentmail-to/fix/openai-unclear-arguments",
          "author_name": "SanjithSambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-14T19:27:04Z",
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          "oid": "8fae5f54a5a738202a3e0c7dca63fb3ca6a1c4d3",
          "body": "… interaction\n\nOpenAI's MCP review flagged send/reply/forward for unclear arguments:\nattachment items allowed both content and url with no stated relationship,\nand replyAll vs to/cc/bcc overrides was unspecified. Document what the API\nalready enforces (SendAttachmentSchema and ReplyMessageSchema refines):\nexactly one of content or url, and replyAll mutually exclusive with\nrecipient overrides (default reply goes to the original sender).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(schemas): specify attachment content/url exclusivity and replyAll…",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-14T19:02:01Z",
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          "oid": "705559b520d3ac09412df48699089de51dc5013e",
          "body": "MCP structured output, explicit annotations, native error semantics, attachment hardening, test suites",
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          "headline": "Merge pull request #43 from agentmail-to/feat/audit-node",
          "author_name": "SanjithSambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-13T03:42:32Z",
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          "oid": "b9a57b6ee5397e40a1fcc76a52fb1ba76a7933c9",
          "body": "…hoices, not API-derived\n\nUnlike the size caps (which mirror the API's RESPONSE_SIZE_LIMIT), the fetch and\nextraction timeouts have no enforced upstream constant to derive from - only this\nsurface can bound how long it waits. Documenting the distinction so the value\nreads as judgment, not an unsourced arbitrary number.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(node): note the attachment timeouts are deliberate client-side c…",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-13T02:56:27Z",
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          "oid": "2b59e8c139bf8cf4a1dd451643137fe4e27dc1be",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'feat/audit-python' into feat/audit-node",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-13T02:53:22Z",
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        {
          "oid": "f7af9a8dcd2383cd436fb28ede51762ecb542b14",
          "body": "…IZE_LIMIT\n\nReplace the invented 25MB cap with the AgentMail API's own enforced content\nceiling (RESPONSE_SIZE_LIMIT = 5.95MB, agentmail-api utils/limits.ts) - the size\nabove which the API stops inlining content and returns a URL instead.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(python): derive attachment cap from the API's enforced RESPONSE_S…",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-13T02:53:11Z",
          "body_truncated": false,
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        },
        {
          "oid": "0b439b7aa26ba2da94253a01b576cfc6abf03990",
          "body": "…ZE_LIMIT\n\nReplace the invented 25MB download / 500K-char extraction caps with the\nAgentMail API's own enforced content ceiling (RESPONSE_SIZE_LIMIT = 5.95MB in\nagentmail-api/src/agentmail/utils/limits.ts). The API inlines extracted message\ncontent only up to that size and otherwise returns a URL (g\n[…]\n\ntoolkit inlines extracted attachment text into a tool result, the same payload\nclass, so it uses the same ceiling rather than an arbitrary one.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(node): derive attachment caps from the API's enforced RESPONSE_SI…",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-13T02:53:08Z",
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          "oid": "4609981a8f6ed77b3b900239dd5fb858cbf20b20",
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          "is_bot": false,
          "headline": "Merge branch 'feat/audit-python' into feat/audit-node",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-11T01:46:17Z",
          "body_truncated": false,
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        },
        {
          "oid": "5c331ec43e4158f23b5d1ba623c4985797aa9a0c",
          "body": "…p to 0.3.0\n\n- api_error_message caps returned text at 500 chars, mirroring node's\n  MAX_ERROR_BODY_LENGTH (an unbounded validation-errors body was raised\n  verbatim to every adapter's caller)\n- attachment downloads use a no-redirect opener so a redirect cannot\n  downgrade the https-only check\n- ver\n[…]\n2.7 -> 0.3.0: adapters now raise on failure instead of\n  returning error values, matching the node 0.5.0 bump\n(H3/M1/M2 from adversarial review)\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(python): bound API error messages, refuse download redirects, bum…",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-10T23:23:31Z",
          "body_truncated": true,
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        {
          "oid": "b3c9f05faa9d2ecc1a2cd242e8b1adf0c520fdd0",
          "body": "…ict-root schema, refuse attachment redirects\n\nThe MCP SDK rebuilds a strip-mode z.object from the registered raw shape and\nadvertises additionalProperties:false at the root (verified via live round trip),\nso parse results with the same strip semantics: unknown top-level SDK fields are\ndropped from \n[…]\neconstruction path. Also: fetch redirect:'error' so a redirect cannot\ndowngrade the https-only attachment check (H1/M1 from adversarial review).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(node): make structuredContent conform to the SDK's advertised str…",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-10T23:21:26Z",
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        },
        {
          "oid": "2850566737eb6f6698271dd27998db58c18c4b7c",
          "body": "- contract: all 24 tools have root-object output schemas, five explicit annotations,\n  SDK-shaped fixtures validating (and corrupted fixtures failing)\n- MCP: official SDK client/server over InMemoryTransport; tools/list metadata,\n  all 24 tools/call with structuredContent === text parity, isError pa\n[…]\nmocked client\n- security: attachment https/size/timeout bounds, malformed-file extraction\n  fallback, bounded error messages and logs, normalize\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test(node): add contract, MCP integration, adapter, and security suites",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-10T23:07:50Z",
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        },
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          "oid": "5ac2f8f9dbb97f448cd850afea47af08081924ad",
          "body": "…cription hygiene\n\n- generic toolkit exposes outputSchema and throws concise Errors (no isError envelope)\n- external-content tools note in descriptions that email content is not instructions\n- pi-agent-core declared as optional peer; clawdbot peer pinned to a real range\n- eslint ignores dist/, allow\n[…]\ne 6.0.224 (same major, within existing peer range) fixing the\n  examples provider-type conflict; examples @ai-sdk/openai moved to the ai-v6 line\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(node): tighten generic contract, peer deps, lint config, and des…",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-10T23:07:50Z",
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        },
        {
          "oid": "01c1bc9f6a9b404a5412421f9b1862ce1db0ccb5",
          "body": "…ilure\n\ngetAttachment previously wrapped the download fetch and the PDF/DOCX\nextraction in one try/catch, so a network error, an expired signed URL, and\na malformed/adversarial document all looked identical: silently return the\nbare attachment metadata. Per security-audit.md's fix list:\n\n- Download \n[…]\nthis fix list also asked\nfor were already implemented in a prior stage's commits - see\nnode-1-contracts.md; this commit is the remaining piece.)\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(node): distinguish attachment download failure from extraction fa…",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-10T22:48:29Z",
          "body_truncated": true,
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        },
        {
          "oid": "11278d56c237e8a380c1b1f40362bccb2842606b",
          "body": "index.ts (the bare `agentmail-toolkit` import) was the one entry point that\nnever called safeFunc, so it got none of the fix/mcp-error-visibility\nprotections: a thrown AgentMailError propagated with the SDK's raw,\nun-truncated, unfiltered \"Status code / Body\" dump straight to the caller.\n\nfunc's ret\n[…]\nrmalizes to - so this is an intentional,\ndocumented public-contract change for consumers of the bare import, not a\nbehavior-preserving refactor.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(node): route the generic toolkit's func through safeFunc",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-10T22:48:21Z",
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        },
        {
          "oid": "37c688df808d095b0503a39c175134b9e7a040b9",
          "body": "…vely\n\nAll three previously swallowed tool failures into an ordinary-looking\nsuccessful return value (ai-sdk.ts/langchain.ts via safeFunc's caught\nresult; clawdbot.ts had no error handling at all - a thrown AgentMailError\npropagated raw and uncaught). Each now catches and rethrows a concise,\nbounded\n[…]\nor: true` from it, using the\n  exception's message as the tool result text - so a clean rethrow is\n  exactly the framework-native contract here.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(node): make ai-sdk/langchain/clawdbot adapters signal errors nati…",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-10T22:48:14Z",
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        },
        {
          "oid": "d91da86dce08f536a678fef47a8f9b0634dcb9cd",
          "body": "mcp.ts now registers each tool's outputSchema, normalizes results (Date ->\nISO string) into structuredContent, and validates against the tool's Zod\noutput schema before returning - schema drift now fails visibly as a\ndiagnostic isError result instead of silently shipping malformed structured\ncontent\n[…]\nruncateForLog` (previously only string bodies\nwere truncated at the call site; object bodies like ValidationErrorResponse\nnow get the same cap).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(node): wire outputSchema/structuredContent into the MCP binding",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-10T22:48:04Z",
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          "oid": "5c487e0eb84aff5c5bfcb23b5db785cd38ed515a",
          "body": "…ecurity semantics\n\nAdds pytest (uv dev group) and 30 tests across three files, all against a\nmocked AgentMail client — no network calls:\n\n- test_functions.py: SDK call shape for every tool function, with explicit\n  coverage of F1 (create_inbox builds CreateInboxRequest and passes it as\n  request=) \n[…]\nins\npy.typed + all modules, imports cleanly from a fresh venv); README documents\neach adapter's error type and get_attachment's download bounds.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test(python): add pytest suite covering audit fixes; document error/s…",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-10T22:44:29Z",
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        {
          "oid": "2fbd04e98959d13103ba2bab5b3338022a41e3cc",
          "body": "tool()'s functional factory doesn't accept handle_tool_error as a kwarg on\nthe installed langchain==1.1.0 (it's a BaseTool field, set post-construction)\n— AgentMailToolkit() raised TypeError building its very first tool. Found\nwhile writing adapter tests for the langchain error-signaling fix from the\nprior commit; set the field on the built tool instead of passing it to the\nfactory.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(python): langchain adapter crashed on construction, every tool build",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-10T22:44:14Z",
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          "body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(node): bump package version to 0.5.0",
          "author_name": "Sanjith Sambath",
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          "committed_at": "2026-07-10T22:38:54Z",
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        },
        {
          "oid": "d5e216dfd1eb3abed38ec808a46cc64a1377e4d9",
          "body": "This is a server-side Node.js package; browser globals (window, document) were\nbeing treated as available while Node globals (process, Buffer) weren't\npre-declared (node-audit.md §9.7).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(node): use node globals in eslint config, not browser",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-10T22:38:46Z",
          "body_truncated": false,
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        },
        {
          "oid": "a900572c291a48b303b710d396a3ce2a2cf0817a",
          "body": "Preserve unrecognized fields the SDK adds in the future instead of silently\nstripping them from validated structured content.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(node): use z.looseObject for output schemas",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-10T22:38:42Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "757fbcd774548660f9ace3eb170c46b8c8a9c17d",
          "body": "…ailures\n\nget_attachment previously fetched and buffered an attachment of any size with no\ncap, and a bare `catch {}` made a blocked fetch, expired URL, or malformed\nPDF/DOCX indistinguishable from \"not extractable\" (node-audit.md §9.2/§9.3).\n\n- Skip extraction for non-https download URLs, attachmen\n[…]\nding logged error bodies the same way whether\n  they're strings or parsed JSON objects (continuing ce30e5d, which only\n  bounded string bodies).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(node): bound attachment extraction (size/timeout/https) and log f…",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-10T22:38:37Z",
          "body_truncated": true,
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        },
        {
          "oid": "2e7b36faea17880ddf6492798d70d2bcb57553ee",
          "body": "…Tool contract\n\n- Add src/output-schemas.ts: shared Zod output schemas (Inbox, Thread/ThreadItem,\n  Message/MessageItem, Draft/DraftItem, AttachmentResponse, pagination envelope,\n  send-result, Identity, void-result) derived from the installed agentmail SDK\n  (0.5.11) .d.ts response types. Dates are\n[…]\na.\n- mcp.ts: consume the canonical tool.title/tool.annotations instead of\n  re-deriving a title string that duplicated the new Tool.title field.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(node): add output schemas and full annotations to the canonical …",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-10T22:35:07Z",
          "body_truncated": true,
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        },
        {
          "oid": "d21f89d18f5b8faaad333a2bf3bc6dc69c22ec72",
          "body": "…se bodies\n\napiErrorMessage only handled {message|detail|error} bodies and never bounded the\ntext it returns to callers (only ce30e5d's log-line truncation was bounded, and\nonly for string bodies). Add a concise, bounded message path for the\nValidationErrorResponse shape ({name, errors}, no top-leve\n[…]\n`normalize()`, a small JSON-safety helper (Date -> ISO string, undefined\nstripped) for checking tool results against the new Zod output schemas.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(node): bound apiErrorMessage output, handle ValidationErrorRespon…",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-10T22:34:53Z",
          "body_truncated": true,
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        },
        {
          "oid": "0cbf7067c1021be90595ba7f480fab1e57919af4",
          "body": "…entDisposition\n\nschemas.ts's AttachmentSchema used content_id (snake_case), but the SDK's outbound\nserializer expects contentId (camelCase) and silently strips unrecognized keys, so\ninline-attachment Content-ID references were dropped before ever reaching the API\n(broken cid: image references, no error). Also add the missing contentType/\ncontentDisposition fields the SDK's SendAttachment type supports.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(node): correct attachment content_id casing, add contentType/cont…",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-10T22:34:42Z",
          "body_truncated": false,
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        },
        {
          "oid": "acd694d060bddcc291621c798119005463ae4e60",
          "body": "… AI SDK support\n\n- toolkit.py: type _tools as Optional[Dict[str, T]] instead of\n  Dict[str, T] = None, matching its actual runtime behavior (harmless today\n  since __init__ always overwrites it before use, but incorrect for static\n  type checkers and readers).\n- README.md: stop claiming MCP and Ver\n[…]\nther exists\n  in this package (only openai.py, langchain.py, livekit.py); that sentence\n  was copied from the Node README without being adapted.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(python): fix _tools type-hint lie, README overclaiming MCP/Vercel…",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-10T22:32:22Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "588b8b333c56e68b608d48d7c84407953951d1b2",
          "body": "…stop blocking the event loop\n\nAll three adapters previously caught every exception and returned it as an\nordinary \"successful\" value (a bare string in openai.py, a ToolError\nPydantic object in langchain.py), making a failed AgentMail API call\nindistinguishable from a real result to the calling agen\n[…]\nnt's blocking download +\n  PDF/DOCX parsing). This also lets livekit's status-update task actually\n  get a chance to run before being cancelled.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(python): surface tool errors natively in each framework adapter, …",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-10T22:31:54Z",
          "body_truncated": true,
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        },
        {
          "oid": "fb3a6b1f89945099814f7c3b5c37087d77ae28ba",
          "body": "…inbox, harden attachment download\n\n- create_inbox: the pinned agentmail==0.4.10 SDK requires\n  inboxes.create(request=CreateInboxRequest(...)), not flat kwargs. The old\n  call raised TypeError on any non-empty call, i.e. every real use of the\n  tool.\n- get_attachment: use the inbox-scoped client.in\n[…]\nwned kwargs\n  dict via .pop(); operate on a local copy instead, since livekit.py passes\n  its raw framework dict through with no defensive copy.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(python): fix create_inbox TypeError, scope get_attachment to its …",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-10T22:31:40Z",
          "body_truncated": true,
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        },
        {
          "oid": "67278a25e5e643eb660df414234e1d22c95b6219",
          "body": "…ntic v2\n\nPydantic v2 requires an explicit default=None (not just Optional[X] typing)\nor the field is mandatory both for direct construction and in the generated\nJSON Schema's \"required\" list. Nearly every Optional field in schemas.py was\nmissing this, breaking ordinary usage of list_inboxes, create\n[…]\n/include_spam/include_blocked/include_trash to\nlist_threads' params -- already supported by the pinned agentmail==0.4.10\nSDK, a schema-only gap.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(python): make Optional schema fields actually optional under Pyda…",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-10T22:31:30Z",
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        {
          "oid": "e472fff5df6dea99f205b62596898dfe165c1dd0",
          "body": "Surface API error reason + log tool failures in MCP",
          "is_bot": false,
          "headline": "Merge pull request #41 from agentmail-to/fix/mcp-error-visibility",
          "author_name": "Shangran Du",
          "author_login": "duharry0915",
          "committed_at": "2026-07-08T19:05:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ce30e5d43d76456156fd8b1d9d516974cbadde0e",
          "body": "Error bodies can contain user-sensitive info; cap logged string bodies to\nlimit exposure and log volume.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Truncate string error bodies in logs to 500 chars",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-08T19:05:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "9fa0b2c67f7f858526fa40d9e06507447b04abea",
          "body": "safeFunc now detects AgentMailError, returns statusCode/body and a concise\nmessage pulled from the API's own error body (e.g. \"address already taken\")\ninstead of the SDK's verbose multi-line dump. The MCP callback logs\n{ tool, statusCode, body } at the real catch site, so failures are visible\nin host logs (they're returned as isError over HTTP 200 and otherwise never\nreach them). Bump 0.4.0 -> 0.4.1.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Surface API error reason + log tool failures in MCP",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-07-07T21:57:23Z",
          "body_truncated": false,
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        },
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          "oid": "63cbc150a9919ad46da4214e6648f8a5a1bfb7b7",
          "body": "0.4.0",
          "is_bot": false,
          "headline": "Merge pull request #40 from agentmail-to/release-0.4.0",
          "author_name": "SanjithSambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-06-12T02:30:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2bf9ee61b0614a932cdc46eb2895effa25eae452",
          "body": null,
          "is_bot": false,
          "headline": "0.4.0",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-06-12T02:28:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "13f50c3f0d468bd9a3b1930f12213ffd52adb8a8",
          "body": "API parity: SDK 0.5.11, search + management tools, missing params",
          "is_bot": false,
          "headline": "Merge pull request #39 from agentmail-to/api-parity-update",
          "author_name": "SanjithSambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-06-12T02:08:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5021c9666faeb46a9be2ad310923149a5a0807e8",
          "body": "- Remove now-unused ListInboxItemsParams import (src lint back to main's count)\n- Describe filter semantics precisely: substring match, all values ANDed\n- Note that system labels cannot be modified via update_thread\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Address review: drop unused import, tighten filter descriptions",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-06-12T01:35:45Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "4e79a34b39fcb6b2de34faefc1b48172436f0b44",
          "body": "The API docs describe two-stage deletion (trash, then permanent), but\nempirically a deleted thread is immediately absent from include_trash\nand labels=trash listings and 404s on direct get. Describe only what\nis observably true; restore the trash wording once server behavior\nmatches the docs.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Use conservative delete_thread description",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-06-12T00:50:25Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "2dbece8b15c3b39af130983a5f9b37df346b017e",
          "body": "- search_threads / search_messages: full-text search (requires SDK 0.5)\n- update_thread: thread-level label add/remove\n- delete_thread: trash, then permanent on repeat (idempotentHint: false)\n- list_messages: flat message listing with filters\n- update_inbox: display name / metadata\n- auth_me: identi\n[…]\nhe authenticated credential\n\nBrings the MCP surface to 24 tools. New tools flow into the ai-sdk,\nlangchain, and clawdbot adapters automatically.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add 7 tools: search, thread/inbox management, identity",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-06-12T00:43:20Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ca5f1fae7bcbb3c16cdc12161d73003a01a7d6de",
          "body": "- send_message / forward_message: replyTo\n- reply_to_message: to/cc/bcc overrides, replyTo\n- create_inbox: clientId (idempotency), metadata\n- create_draft: clientId\n- list_threads: sender/recipient/subject filters, includeSpam,\n  includeTrash (new ListThreadsParams, split from the shared schema\n  since the drafts list endpoint does not support thread filters)\n- all inbox list tools: ascending\n\nDeliberately omitted: custom SMTP headers.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add missing API parameters to existing tool schemas",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-06-12T00:39:38Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f0920b1abffe4475fd6a687999dad79781385c7f",
          "body": "The tool schema requires inboxId but the implementation ignored it and\ncalled the org-level endpoint. Use the inbox-scoped endpoint so the\nparameter is honored.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Scope get_attachment to its inboxId parameter",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-06-12T00:38:06Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "674f5953571c386d60cab03bb7f3021b55edb150",
          "body": "Required for threads/messages search, thread update, and the auth\nresource, none of which exist in 0.4.x. All existing call signatures\nare unchanged between 0.4.10 and 0.5.11.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Bump agentmail SDK to ^0.5.11",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-06-12T00:37:35Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "233847ef5e6dc52a0c916ec5f36605278570fe59",
          "body": "Align MCP tool annotations and descriptions with Anthropic directory review criteria",
          "is_bot": false,
          "headline": "Merge pull request #38 from agentmail-to/mcp-directory-review-fixes",
          "author_name": "Shangran Du",
          "author_login": "duharry0915",
          "committed_at": "2026-06-11T23:52:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e76097dc20520ff58e1236eb95f85cbb49511f2a",
          "body": "…review criteria\n\n- Set destructiveHint: true on send_message, reply_to_message,\n  forward_message, send_draft (irreversible outbound email) and\n  update_message, update_draft (modify existing data), per the\n  directory requirement that data-modifying tools carry the hint\n- Fix descriptions referenc\n[…]\non\n- Expand terse descriptions to state precisely what each tool does\n- Use compact JSON for tool results (token frugality per directory policy)\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Align MCP tool annotations and descriptions with Anthropic directory …",
          "author_name": "Sanjith Sambath",
          "author_login": "SanjithSambath",
          "committed_at": "2026-06-11T22:35:05Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "6dbb78ba72f4639d80f9668e356bef5e5548fd7b",
          "body": null,
          "is_bot": false,
          "headline": "0.3.1",
          "author_name": "duharry0915",
          "author_login": "duharry0915",
          "committed_at": "2026-04-18T06:36:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e53abf8cd3fbd4f319a8a0bf0026329e040a9592",
          "body": "fix(langchain): annotate args type to unblock dts build",
          "is_bot": false,
          "headline": "Merge pull request #21 from agentmail-to/harry/fix-langchain-dts",
          "author_name": "Michael Kim",
          "author_login": "mikesteroonie",
          "committed_at": "2026-04-18T06:17:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "35626a5db5352d46b47d135065ccb4189ed7714b",
          "body": "`langchainTool` infers the callback's `args` parameter as `unknown`\nwhen the schema is a generic Zod schema, which then fails to satisfy\n`safeFunc`'s `Record<string, any>` constraint and breaks `tsup --dts`:\n\n  src/langchain.ts(9,101): error TS2345: Argument of type 'unknown'\n  is not assignable to parameter of type 'Record<string, any>'.\n\nAnnotate the parameter explicitly. Runtime behavior is unchanged.",
          "is_bot": false,
          "headline": "fix(langchain): annotate args type to unblock dts build",
          "author_name": "duharry0915",
          "author_login": "duharry0915",
          "committed_at": "2026-04-18T01:07:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "df48af9c088fd9cdce1ba4f12195b510e8914181",
          "body": "fix(mcp): return 'OK' when tool result is undefined",
          "is_bot": false,
          "headline": "Merge pull request #20 from agentmail-to/deletionFix",
          "author_name": "Haakam Aujla",
          "author_login": "Haakam21",
          "committed_at": "2026-04-17T09:09:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2fc9f4657d095f9536366122d426411fbc19d0f8",
          "body": "Some SDK calls (delete_inbox, delete_draft) return void because the\nunderlying API responds 204 No Content. JSON.stringify(undefined)\nyields the JS undefined value, not a string, which violates the MCP\nCallToolResult schema (text must be a string) and surfaces as:\n\n  -32602 Invalid tools/call result: ... expected string, received undefined\n\nCoerce undefined results to the literal string \"OK\" before serializing.",
          "is_bot": false,
          "headline": "fix(mcp): return 'OK' when tool result is undefined",
          "author_name": "duharry0915",
          "author_login": "duharry0915",
          "committed_at": "2026-04-17T05:27:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fba920b8417f7afd835448768e190d0bddff486e",
          "body": "AddDraftTools",
          "is_bot": false,
          "headline": "Merge pull request #19 from agentmail-to/addDraftTools",
          "author_name": "Haakam Aujla",
          "author_login": "Haakam21",
          "committed_at": "2026-04-01T03:11:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "933ea0b50d4ec5f846340a42c9ce23c5ebff90c0",
          "body": null,
          "is_bot": false,
          "headline": "update on fix",
          "author_name": "duharry0915",
          "author_login": "duharry0915",
          "committed_at": "2026-04-01T03:10:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "acc4e44ca619b6d9dc713f2e17551fcfd37934a1",
          "body": null,
          "is_bot": false,
          "headline": "change format to coerce to js date",
          "author_name": "duharry0915",
          "author_login": "duharry0915",
          "committed_at": "2026-04-01T03:02:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "563bef01383b65ef23de0fe103fef4799c3ccdb1",
          "body": null,
          "is_bot": false,
          "headline": "add draft tools",
          "author_name": "duharry0915",
          "author_login": "duharry0915",
          "committed_at": "2026-03-31T23:30:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4133291acac3e62b7f2c320c61d46cf14fae37dd",
          "body": null,
          "is_bot": false,
          "headline": "Add draft tools",
          "author_name": "duharry0915",
          "author_login": "duharry0915",
          "committed_at": "2026-03-31T23:24:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "90b49628e5bc4243d9f6f250b833483dcd4bffd4",
          "body": null,
          "is_bot": false,
          "headline": "Bumps",
          "author_name": "Haakam Aujla",
          "author_login": "Haakam21",
          "committed_at": "2026-03-21T04:36:27Z",
          "body_truncated": false,
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        },
        {
          "oid": "dc6faf50e472e0a8bbb2ad39f67b41fb8757ba99",
          "body": "…mpat\n\nfix: replace z.base64() with z.string() for Gemini compatibility",
          "is_bot": false,
          "headline": "Merge pull request #10 from RaviTharuma/fix/gemini-contentEncoding-co…",
          "author_name": "Haakam Aujla",
          "author_login": "Haakam21",
          "committed_at": "2026-03-21T04:25:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "246172220e21cb8cc9c5ab04badc5e143df03823",
          "body": "fix: remove structuredContent from MCP tool results",
          "is_bot": false,
          "headline": "Merge pull request #13 from MaxwellCalkin/fix/remove-structured-content",
          "author_name": "Haakam Aujla",
          "author_login": "Haakam21",
          "committed_at": "2026-03-21T04:24:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c29f407f77dc319bf52242915889bc397b075910",
          "body": "structuredContent requires tools to declare an outputSchema (per the MCP\nspec), which these tools don't. When the raw API result is a string\ninstead of a record, the MCP SDK raises:\n\n  MCP error -32602: Invalid tools/call result:\n    expected record, received string\n\nRemoving structuredContent fixes\n[…]\nant\nMCP clients. The content field already returns the full result as\nJSON text, so no information is lost.\n\nFixes agentmail-to/agentmail-mcp#5\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: remove structuredContent from MCP tool results",
          "author_name": "Maxwell Calkin",
          "author_login": "MaxwellCalkin",
          "committed_at": "2026-03-07T19:21:07Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8dbea9ecd13a507380709a1f91e26079d72fa73c",
          "body": "z.base64() generates `contentEncoding: \"base64\"` in the JSON Schema\noutput (via zod-to-json-schema). Google Gemini's function calling API\ndoes not support `contentEncoding` in its schema subset, causing 400\nerrors when registering tools that use this field.\n\nReplacing with z.string() preserves the s\n[…]\nme runtime behavior (base64\nstrings are valid strings) while producing a Gemini-compatible schema.\n\nThe description already indicates the expected format is base64.\n\nFixes agentmail-to/agentmail-mcp#8",
          "is_bot": false,
          "headline": "fix: use z.string() instead of z.base64() for attachment content",
          "author_name": "Ravi Tharuma",
          "author_login": "RaviTharuma",
          "committed_at": "2026-03-01T09:40:35Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c4e38e0b07cb0ebf6601302e83ea2c0e2f409820",
          "body": null,
          "is_bot": false,
          "headline": "Send attachments",
          "author_name": "Haakam Aujla",
          "author_login": "Haakam21",
          "committed_at": "2026-01-28T03:20:29Z",
          "body_truncated": false,
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        {
          "oid": "b0b50c7b22acd25c6f7b96b168f4f6ee27008652",
          "body": null,
          "is_bot": false,
          "headline": "Bump version",
          "author_name": "Haakam Aujla",
          "author_login": "Haakam21",
          "committed_at": "2026-01-27T06:58:21Z",
          "body_truncated": false,
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          "oid": "5f95a9bc576e9f5c8f6d9d1e8116243b85d54b00",
          "body": null,
          "is_bot": false,
          "headline": "Rework get attachment",
          "author_name": "Haakam Aujla",
          "author_login": "Haakam21",
          "committed_at": "2026-01-27T06:51:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0941a9c0c6f5962a9bc4a13b7d7997412b39662b",
          "body": null,
          "is_bot": false,
          "headline": "MCP structured response",
          "author_name": "Haakam Aujla",
          "author_login": "Haakam21",
          "committed_at": "2026-01-27T06:23:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d3cef594a95993b5e64da2fbe1ba6b66e8d83ad7",
          "body": null,
          "is_bot": false,
          "headline": "Clawdbot tools",
          "author_name": "Haakam Aujla",
          "author_login": "Haakam21",
          "committed_at": "2026-01-27T06:20:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7d2d5837c7882b82ffd6d26ad2881bc615e543db",
          "body": null,
          "is_bot": false,
          "headline": "Add forward message",
          "author_name": "Haakam Aujla",
          "author_login": "Haakam21",
          "committed_at": "2026-01-27T00:30:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "44878a43513f0f8e3c00a877b19e450eaf97dbbf",
          "body": null,
          "is_bot": false,
          "headline": "Update attachment model",
          "author_name": "Haakam Aujla",
          "author_login": "Haakam21",
          "committed_at": "2026-01-21T22:18:43Z",
          "body_truncated": false,
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        {
          "oid": "2f91a5ac584d5e585c1eb7dfe7f0fb751543fe31",
          "body": null,
          "is_bot": false,
          "headline": "Remove file-type dep",
          "author_name": "Haakam Aujla",
          "author_login": "Haakam21",
          "committed_at": "2026-01-15T01:59:45Z",
          "body_truncated": false,
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        },
        {
          "oid": "819a343377735e8a3fbbdb6f80a60463b002614d",
          "body": null,
          "is_bot": false,
          "headline": "Edge compatible",
          "author_name": "Haakam Aujla",
          "author_login": "Haakam21",
          "committed_at": "2026-01-13T23:08:49Z",
          "body_truncated": false,
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        },
        {
          "oid": "ac211951d82c390a0051f34f432cf2e203859082",
          "body": null,
          "is_bot": false,
          "headline": "Support V8 runtime",
          "author_name": "Haakam Aujla",
          "author_login": "Haakam21",
          "committed_at": "2026-01-13T04:54:23Z",
          "body_truncated": false,
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        {
          "oid": "7afd3b3499e51f1883a4ed166451b45c9075e466",
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          "is_bot": false,
          "headline": "Fix callback",
          "author_name": "Haakam Aujla",
          "author_login": "Haakam21",
          "committed_at": "2025-12-17T08:02:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3167125d080e2eebb449e91e68d6c09509fd803",
          "body": null,
          "is_bot": false,
          "headline": "Fix annotations",
          "author_name": "Haakam Aujla",
          "author_login": "Haakam21",
          "committed_at": "2025-12-17T07:53:30Z",
          "body_truncated": false,
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        },
        {
          "oid": "4af07379fe35519716c129b75fa6912f0e4069ec",
          "body": null,
          "is_bot": false,
          "headline": "MCP annotations",
          "author_name": "Haakam Aujla",
          "author_login": "Haakam21",
          "committed_at": "2025-12-17T07:47:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0ee224eb66a8e2be5a89a641847558e9d3d442e8",
          "body": null,
          "is_bot": false,
          "headline": "Bump",
          "author_name": "Haakam Aujla",
          "author_login": "Haakam21",
          "committed_at": "2025-12-16T09:24:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "917bbae0550cbd97470c6e4e59945eb68593e0ad",
          "body": null,
          "is_bot": false,
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            "name": "websockets",
            "direct": false,
            "version": "16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "xxhash",
            "direct": false,
            "version": "3.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "yarl",
            "direct": false,
            "version": "1.22.0",
            "ecosystem": "pypi"
          },
          {
            "name": "zipp",
            "direct": false,
            "version": "3.23.0",
            "ecosystem": "pypi"
          },
          {
            "name": "zstandard",
            "direct": false,
            "version": "0.23.0",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 1110,
        "direct_count": 15,
        "indirect_count": 1095
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    },
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      "issues": {
        "open_prs": 4,
        "merged_prs": 19,
        "open_issues": 5,
        "closed_ratio": 0.167,
        "closed_issues": 1,
        "closed_unmerged_prs": 14
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      "bus_factor": 1,
      "bot_contributors": 0,
      "top_contributors": [
        {
          "type": "User",
          "login": "Haakam21",
          "commits": 129,
          "avatar_url": "https://avatars.githubusercontent.com/u/52901662?v=4"
        },
        {
          "type": "User",
          "login": "SanjithSambath",
          "commits": 42,
          "avatar_url": "https://avatars.githubusercontent.com/u/139921209?v=4"
        },
        {
          "type": "User",
          "login": "mikesteroonie",
          "commits": 15,
          "avatar_url": "https://avatars.githubusercontent.com/u/86593468?v=4"
        },
        {
          "type": "User",
          "login": "duharry0915",
          "commits": 11,
          "avatar_url": "https://avatars.githubusercontent.com/u/57567430?v=4"
        },
        {
          "type": "User",
          "login": "MaxwellCalkin",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/101308415?v=4"
        },
        {
          "type": "User",
          "login": "RaviTharuma",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/25951435?v=4"
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      ],
      "contributors_sampled": 6,
      "top_contributor_share": 0.648
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    "quality_signals": {
      "has_ci": false,
      "has_tests": true,
      "ci_workflows": [],
      "has_docs_dir": false,
      "linter_configs": [
        "eslint.config.mjs"
      ],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [
        "pnpm-lock.yaml",
        "uv.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 5,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 0,
            "reason": "0 out of 3 merged PRs checked by a CI test -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
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          {
            "name": "Code-Review",
            "score": 2,
            "reason": "Found 1/4 approved changesets -- score normalized to 2",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 0,
            "reason": "project has 0 contributing companies or organizations -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": null,
            "reason": "no workflows found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 0,
            "reason": "license file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": null,
            "reason": "no dependencies found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": null,
            "reason": "No tokens found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "251 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "f794bc9cddb71fb59c3a27d4d8b1a8551dc2d50a",
        "ran_at": "2026-07-21T19:04:24Z",
        "aggregate_score": 2.9,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/agentmail-to/agentmail-toolkit",
    "host": "github.com",
    "name": "agentmail-toolkit",
    "owner": "agentmail-to"
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  "metrics": {
    "overall": {
      "key": "overall",
      "band": "at_risk",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 44,
      "inputs": {
        "security": 37,
        "vitality": 46,
        "community": 42,
        "governance": 51,
        "engineering": 40
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      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "at_risk",
        "name": "Vitality",
        "value": 46,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 76,
            "inputs": {
              "commits_last_year": 115,
              "human_commit_share": 1,
              "days_since_last_push": 0,
              "active_weeks_last_year": 18
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
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                    "code": "push_recency",
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                      "days": 0
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                  }
                ],
                "max_points": 36
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              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "18/52 weeks with commits",
                "points": 12.5,
                "status": "partial",
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                    "code": "commit_cadence_weeks",
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                      "weeks": 18
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "115 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 115
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                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "critical",
            "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": [
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            "value": 1,
            "inputs": {
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            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "no releases published",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_releases_published",
                    "params": {}
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                "max_points": 27
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              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "no releases",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_releases",
                    "params": {}
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                ],
                "max_points": 36
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              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "no releases",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_releases",
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                "max_points": 27
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              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
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                "status": "excluded",
                "details": [
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                    "code": "no_data",
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                ],
                "max_points": 10
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          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
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            "components": [
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                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 0 days ago",
                "points": 100,
                "status": "met",
                "details": [
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                    "code": "abandonment_maintained",
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                      "days": 0
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                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
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      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 42,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "at_risk",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 43,
            "inputs": {
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              "stars": 84,
              "watchers": 2,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "below_threshold"
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            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "84 stars",
                "points": 31.1,
                "status": "partial",
                "details": [
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                    "code": "stars",
                    "params": {
                      "count": 84
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "25 forks",
                "points": 11.5,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 25
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "2 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 2
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "critical",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 25,
            "inputs": {
              "has_readme": true,
              "has_license": false,
              "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": "no license file detected",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "license_absent",
                    "params": {}
                  }
                ],
                "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
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "moderate",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 63,
            "inputs": {
              "packages": [
                "agentmail-toolkit",
                "agentmail-toolkit"
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              "dependents": null,
              "ecosystems": "npm, pypi",
              "total_downloads": null,
              "monthly_downloads": 6247
            },
            "components": [
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                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "6,247 downloads/month across npm, pypi",
                "points": 50.6,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 6247,
                      "ecosystems": "npm, pypi"
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                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 51,
        "weight": 0.24,
        "metrics": [
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            "key": "maintainer_resilience",
            "band": "critical",
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            "note": null,
            "notes": [],
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            "inputs": {
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              "contributors_sampled": 6,
              "top_contributor_share": 0.648
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            "components": [
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
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                    "code": "bus_factor",
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                "max_points": 54
              },
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                "key": "commit_distribution",
                "name": "Commit distribution",
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                "status": "partial",
                "details": [
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                    "code": "top_contributor_share",
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                "max_points": 22.5
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              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
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                "points": 8.1,
                "status": "partial",
                "details": [
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                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
            "band": "at_risk",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 33,
            "inputs": {
              "merged_prs": 19,
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              "closed_issues": 1,
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              "closed_unmerged_prs": 14
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            "components": [
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                "key": "issue_resolution",
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                "points": 7.8,
                "status": "partial",
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
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                "points": 22,
                "status": "partial",
                "details": [
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                    "code": "decided_prs_merged",
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                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 1/4 approved changesets -- score normalized to 2",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 62,
            "inputs": {
              "followers": 295,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "agentmail-to",
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              "account_age_days": 575
            },
            "components": [
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                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
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                    "code": "owner_organization",
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                ],
                "max_points": 30
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              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "295 followers of agentmail-to",
                "points": 17.8,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 295,
                      "login": "agentmail-to"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "31 public repos, account ~1 yr old",
                "points": 14.1,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 31
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 1
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "agentmail-toolkit",
                "agentmail-toolkit"
              ],
              "ecosystems": "npm, pypi",
              "any_deprecated": false,
              "min_days_since_publish": 6
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "2 package(s) on npm, pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 2,
                      "ecosystems": "npm, pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 6 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 6
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "60 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 60
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "at_risk",
        "name": "Engineering Quality",
        "value": 40,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "at_risk",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_ci": false,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "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": "eslint.config.mjs",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "eslint.config.mjs"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "0 out of 3 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "at_risk",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "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",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 37,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "critical",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Dangerous-Workflow, Packaging, Pinned-Dependencies, Signed-Releases, Token-Permissions. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "dangerous_workflow",
                    "packaging",
                    "pinned_dependencies",
                    "signed_releases",
                    "token_permissions"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 29,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 13,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 5,
              "scorecard_aggregate": 2.9
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "0 out of 3 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 1/4 approved changesets -- score normalized to 2",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no workflows found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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 not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow 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": "251 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "moderate",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 1101 resolved dependencies against OSV; 9 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 1101
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 9
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 67,
            "inputs": {
              "source": "osv",
              "advisories": 359,
              "affected_packages": 73,
              "assessed_packages": 1101,
              "unassessed_packages": 9,
              "affected_by_severity": "critical 8, high 30, moderate 13, low 3, unknown 19",
              "direct_affected_packages": 2
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "2 affected: langchain 1.1.0 (moderate 5.5), pymupdf 1.26.6 (moderate 6.2)",
                "points": 15.5,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 2,
                      "packages": "langchain 1.1.0 (moderate 5.5), pymupdf 1.26.6 (moderate 6.2)"
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "1 advisory-carrying package(s) unaddressed past 90 days; oldest published 124 days ago",
                "points": 34.6,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 1,
                      "oldest": 124
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 1101,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 2
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 58,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 28,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.52,
              "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": "52 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 27.7,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 52,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "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": 71,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "pnpm-lock.yaml",
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "node/tsconfig.json",
                "python/src/agentmail_toolkit/py.typed"
              ],
              "agent_commit_share": 0.37,
              "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": "eslint.config.mjs",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "eslint.config.mjs"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "node/tsconfig.json, python/src/agentmail_toolkit/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "node/tsconfig.json, python/src/agentmail_toolkit/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "37 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 37,
                      "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": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "TypeScript",
              "largest_source_bytes": 15818,
              "source_files_sampled": 36,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
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}

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Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.23.0 — full methodology · metrics wiki.

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