Public recordExcellent
Software health reportschema 0.27.0 · metrics 2.5.0 · 2026-08-01 12:41 UTC
kyegomez / swarms
The Enterprise-Grade Multi-Agent Orchestration Framework. Website: https://swarms.ai
kyegomez/swarms holds a health index of 87 out of 100, placing it in the Excellent band. It scores highest on Community & Adoption (89/100) and lowest on Security (55/100). It was last updated today. A single contributor accounts for most of its recent work.
87
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.
87
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
The weighted overall 73 is calibrated to 87 on the published index scale (record calibration 2026-08-02).
Ownership
Kye GomezPersonal account
3,479 followers445 public repossince Jan 2022Swarms
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Package ecosystems
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
84
Development activity
100Exceptional
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 36/36 | Commit cadence — 52/52 weeks with commits |
| 18/18 | Commit volume — 1,036 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 27 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 1,036 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 52 |
Release discipline
60Moderate
How it's scored
| 27/27 | Ships releases — 100 releases published |
| 7.2/36 | Release recency — latest release 581 days ago |
| 19.8/27 | Release cadence — a release every ~46.2 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 100 |
| latest_release_tag | 6.8.1 |
| releases_from_tags | no |
| days_since_latest_release | 581 |
| mean_days_between_releases | 46.2 |
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?
89
Popularity & adoption
95Exceptional
How it's scored
| 60/60 | Stars — 7,014 stars |
| 24.9/25 | Forks — 976 forks |
| 10.1/15 | Watchers — 66 watchers |
Inputs used
| forks | 976 |
| stars | 7,014 |
| watchers | 66 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
92Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| readme_badges | — |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| readme_badge_services | — |
| has_pull_request_template | yes |
How it's scored
| 60.9/80 | Monthly downloads — 36,843 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | swarms |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 36,843 |
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?
67
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 10.4/22.5 | Commit distribution — top contributor authored 54% of commits |
| 13.5/13.5 | Contributor breadth — 47 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 7 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 47 |
| top_contributor_share | 0.539 |
How it's scored
| 39.6/42 | Issue resolution — 94% of issues closed |
| 14.6/30 | PR acceptance — 526/1,079 decided PRs merged |
| 0/13 | Newcomer PR acceptance — no first-time contributor's PR decided in 30d |
| 4.5/15 | OpenSSF Scorecard: Code-Review — Found 8/26 approved changesets -- score normalized to 3 |
Inputs used
| merged_prs | 526 |
| open_issues | 35 |
| closed_issues | 584 |
| prs_merged_7d | — |
| prs_decided_7d | — |
| prs_merged_30d | — |
| prs_decided_30d | — |
| issue_closed_ratio | 0.943 |
| closed_unmerged_prs | 553 |
| first_time_authors_30d | — |
| first_time_prs_merged_30d | — |
| first_time_prs_decided_30d | — |
Excluded from scoring (no data or not applicable): newcomer_pr_acceptance. Remaining weights renormalized.
Ownership & stewardship
71Good
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 25/25 | Owner reach — 3,479 followers of kyegomez |
| 22/25 | Track record — 445 public repos, account ~4 yr old |
Inputs used
| followers | 3,479 |
| owner_type | User |
| is_verified | — |
| owner_login | kyegomez |
| public_repos | 445 |
| account_age_days | 1,642 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
100Exceptional
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 0 days ago |
| 20/20 | Version history — 617 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | swarms |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
71
Engineering practices
68Good
How it's scored
| 24/24 | CI workflows — 10 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 15 out of 15 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
75Good
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://docs.swarms.world |
| 10/10 | Repository description |
| 10/10 | Topics — 18 topics |
| 10/10 | Wiki |
Inputs used
| topics | artificial-intelligence, langchain, machine-learning, swarms, agents, prompt-engineering, prompt-toolkit, prompting, tree-of-thoughts, ai, chatgpt, gpt4all, huggingface, langchain-python, agentic-workflow, multi-agent-systems, agentic-ai, claude-code |
| has_wiki | yes |
| homepage | https://docs.swarms.world |
| has_readme | yes |
| has_docs_dir | no |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
55
Security posture
56Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 4.5/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 15 out of 15 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 2.2/7.5 | Code-Review — Found 8/26 approved changesets -- score normalized to 3 |
| 2.5/2.5 | Contributors — project has 7 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 27 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 12 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 5.6 |
Excluded from scoring (no data or not applicable): packaging, signed_releases. Remaining weights renormalized.
Dependency advisories
53Moderate
How it's scored
| 7.6/35 | Direct dependencies free of known advisories — 1 affected: litellm 1.76.1 (critical 9.8) |
| 0/25 | Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope |
| 32.1/40 | No advisories left outstanding — 1 advisory-carrying package(s) unaddressed past 90 days; oldest published 119 days ago |
Inputs used
| source | osv |
| advisories | 21 |
| affected_packages | 1 |
| assessed_packages | 100 |
| unassessed_packages | 31 |
| affected_by_severity | critical 1 |
| direct_affected_packages | 1 |
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 100 resolved dependencies against OSV. 31 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? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.
57
Agent context & guidance
70Good
How it's scored
| 45/45 | Agent instructions — CLAUDE.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 25.1/40 | Legible commit history — 47 of 100 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.47 |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 33,479 |
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — Dockerfile |
| 10/10 | Demonstrated agent practice — 8 of the last 100 commits agent-authored or agent-credited |
| 5/8 | Automated maintenance — dependency automation configured, none observed in the sampled commits |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0.08 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Code legibility for models
54Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 54.3/55 | Manageable file sizes — 12/967 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 224,404 |
| source_files_sampled | 967 |
| oversized_source_files | 12 |
Machine-readable interfaces
60Moderate
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 20/20 | MCP server |
| 40/40 | Runnable examples — demos, examples |
Inputs used
| example_dirs | demos, examples |
| has_mcp_signal | yes |
| api_schema_files | — |
Key facts
7,014GitHub stars
47contributors
1,036commits, last 12 months
0days since last push
100releases
1bus factor
35open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- deps.dev does not index pypi:swarms@14.0.0; advisories assessed against the repository dependency graph instead
More detail
Star and fork history 0 ★ / 976 ⇿
0Stars
976Forks
100Releases
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.
Major 1Minor 11Patch 88
Each point covers 3 days.
OpenSSF Scorecard 5.6 / 10
5.6aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 6 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 15 out of 15 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 3 | Code-Review | Found 8/26 approved changesets -- score normalized to 3 |
| 10 | Contributors | project has 7 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 27 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 12 existing vulnerabilities detected |
Direct dependencies 18
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | setuptools | * | pyproject.toml |
| PyPI | asyncio | >=3.4.3,<5.0 | pyproject.toml |
| PyPI | toml | * | pyproject.toml |
| PyPI | loguru | * | pyproject.toml |
| PyPI | pydantic | * | pyproject.toml |
| PyPI | tenacity | * | pyproject.toml |
| PyPI | psutil | * | pyproject.toml |
| PyPI | python-dotenv | * | pyproject.toml |
| PyPI | PyYAML | * | pyproject.toml |
| PyPI | networkx | * | pyproject.toml |
| PyPI | rich | * | pyproject.toml |
| PyPI | litellm | 1.76.1 | pyproject.toml |
| PyPI | httpx | * | pyproject.toml |
| PyPI | requests | * | pyproject.toml |
| PyPI | mcp | >=1.28.1,<2.0.0 | pyproject.toml |
| PyPI | schedule | * | pyproject.toml |
| PyPI | opentelemetry-sdk | * | pyproject.toml |
| PyPI | opentelemetry-exporter-otlp-proto-http | * | pyproject.toml |
All dependencies 131
Full resolved dependency set from the GitHub dependency graph: 33 direct and 98 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | asyncio | — | direct |
| PyPI | asyncio | 4.0.0 | direct |
| PyPI | httpx | — | direct |
| PyPI | httpx | 0.28.1 | direct |
| PyPI | litellm | 1.76.1 | direct |
| PyPI | loguru | — | direct |
| PyPI | loguru | 0.7.3 | direct |
| PyPI | mcp | — | direct |
| PyPI | mcp | 1.29.0 | direct |
| PyPI | networkx | — | direct |
| PyPI | networkx | 3.4.2 | direct |
| PyPI | opentelemetry-exporter-otlp-proto-http | 1.44.0 | direct |
| PyPI | opentelemetry-sdk | 1.44.0 | direct |
| PyPI | psutil | — | direct |
| PyPI | psutil | 7.2.2 | direct |
| PyPI | pydantic | — | direct |
| PyPI | pydantic | 2.12.5 | direct |
| PyPI | pydantic | 2.13.4 | direct |
| PyPI | python-dotenv | — | direct |
| PyPI | python-dotenv | 1.2.2 | direct |
| PyPI | pyyaml | — | direct |
| PyPI | pyyaml | 6.0.3 | direct |
| PyPI | requests | — | direct |
| PyPI | requests | 2.34.2 | direct |
| PyPI | rich | — | direct |
| PyPI | rich | 15.0.0 | direct |
| PyPI | schedule | — | direct |
| PyPI | schedule | 1.2.2 | direct |
| PyPI | setuptools | 83.0.0 | direct |
| PyPI | tenacity | — | direct |
| PyPI | tenacity | 9.1.4 | direct |
| PyPI | toml | — | direct |
| PyPI | toml | 0.10.2 | direct |
| PyPI | aiohappyeyeballs | 2.7.1 | indirect |
| PyPI | aiohttp | 3.14.3 | indirect |
| PyPI | aiosignal | 1.4.0 | indirect |
| PyPI | annotated-types | 0.8.0 | indirect |
| PyPI | anyio | 4.14.2 | indirect |
| PyPI | async-timeout | 5.0.1 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | black | 26.5.1 | indirect |
| PyPI | certifi | 2026.7.22 | indirect |
| PyPI | cffi | 2.1.0 | indirect |
| PyPI | charset-normalizer | 3.4.9 | indirect |
| PyPI | click | 8.4.2 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | cryptography | 50.0.0 | indirect |
| PyPI | distro | 1.9.0 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | fastapi | — | indirect |
| PyPI | fastuuid | 0.14.0 | indirect |
| PyPI | filelock | 3.32.2 | indirect |
| PyPI | frozenlist | 1.8.0 | indirect |
| PyPI | fsspec | 2026.7.0 | indirect |
| PyPI | googleapis-common-protos | 1.75.0 | indirect |
| PyPI | gunicorn | — | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | hf-xet | 1.5.2 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx-sse | 0.4.3 | indirect |
| PyPI | huggingface-hub | 1.26.0 | indirect |
| PyPI | idna | 3.18 | indirect |
| PyPI | importlib-metadata | 9.0.0 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | jiter | 0.16.0 | indirect |
| PyPI | jsonschema | 4.26.0 | indirect |
| PyPI | jsonschema-specifications | 2025.9.1 | indirect |
| PyPI | markdown-it-py | 4.2.0 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | matplotlib | — | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | multidict | 6.7.1 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | mypy-protobuf | 5.1.0 | indirect |
| PyPI | numpy | — | indirect |
| PyPI | openai | 2.52.0 | indirect |
| PyPI | openpyxl | — | indirect |
| PyPI | opentelemetry-api | 1.44.0 | indirect |
| PyPI | opentelemetry-exporter-otlp-proto-common | 1.44.0 | indirect |
| PyPI | opentelemetry-proto | 1.44.0 | indirect |
| PyPI | opentelemetry-semantic-conventions | 0.65b0 | indirect |
| PyPI | packaging | 26.2 | indirect |
| PyPI | pandas | — | indirect |
| PyPI | passlib | — | indirect |
| PyPI | pathspec | 1.1.1 | indirect |
| PyPI | platformdirs | 4.11.0 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | propcache | 0.5.2 | indirect |
| PyPI | protobuf | 7.35.1 | indirect |
| PyPI | pycparser | 3.0 | indirect |
| PyPI | pydantic-core | 2.46.4 | indirect |
| PyPI | pydantic-settings | 2.14.2 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pyjwt | 2.13.0 | indirect |
| PyPI | pytest | — | indirect |
| PyPI | pytest | 9.1.1 | indirect |
| PyPI | pytest-asyncio | — | indirect |
| PyPI | python-jose | — | indirect |
| PyPI | python-multipart | — | indirect |
| PyPI | python-multipart | 0.0.32 | indirect |
| PyPI | pytokens | 0.4.1 | indirect |
| PyPI | pywin32 | 312 | indirect |
| PyPI | referencing | 0.37.0 | indirect |
| PyPI | regex | 2026.7.19 | indirect |
| PyPI | rpds-py | 0.30.0 | indirect |
| PyPI | ruff | 0.15.8 | indirect |
| PyPI | seaborn | — | indirect |
| PyPI | slowapi | — | indirect |
| PyPI | sniffio | 1.3.1 | indirect |
| PyPI | sse-starlette | 3.4.6 | indirect |
| PyPI | stagehand | — | indirect |
| PyPI | starlette | 1.3.1 | indirect |
| PyPI | swarms | — | indirect |
| PyPI | swarms-memory | — | indirect |
| PyPI | tiktoken | 0.13.0 | indirect |
| PyPI | tokenizers | 0.23.1 | indirect |
| PyPI | tomli | 2.4.1 | indirect |
| PyPI | tqdm | 4.70.0 | indirect |
| PyPI | types-chardet | 5.0.4.6 | indirect |
| PyPI | types-protobuf | 7.34.1.20260518 | indirect |
| PyPI | types-pytz | 2026.3.1.20260727 | indirect |
| PyPI | types-toml | 0.10.8.20260518 | indirect |
| PyPI | typing-extensions | 4.16.0 | indirect |
| PyPI | typing-inspection | 0.4.2 | indirect |
| PyPI | urllib3 | 2.7.0 | indirect |
| PyPI | uvicorn | — | indirect |
| PyPI | uvicorn | 0.52.0 | indirect |
| PyPI | win32-setctime | 1.2.0 | indirect |
| PyPI | yarl | 1.24.5 | indirect |
| PyPI | zipp | 4.1.0 | indirect |
Dependency advisories 1
This repository publishes no package the index resolves, so its own dependency graph was assessed — 100 packages, which also include development and test pins that never ship: 1 carry known advisories, of which 1 are direct. 31 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.
| Package | Version | Relation | Severity | Advisories | Fixed in |
|---|---|---|---|---|---|
| litellm | 1.76.1 | direct | critical | 21 | 1.84.0 |
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"artificial-intelligence",
"langchain",
"machine-learning",
"swarms",
"agents",
"prompt-engineering",
"prompt-toolkit",
"prompting",
"tree-of-thoughts",
"ai",
"chatgpt",
"gpt4all",
"huggingface",
"langchain-python",
"agentic-workflow",
"multi-agent-systems",
"agentic-ai",
"claude-code"
],
"is_fork": false,
"size_kb": 187416,
"has_wiki": true,
"homepage": "https://docs.swarms.world",
"languages": {
"Shell": 12651,
"Python": 4392095,
"Dockerfile": 1297,
"PowerShell": 4574
},
"pushed_at": "2026-08-01T12:35:18Z",
"created_at": "2023-05-11T01:09:00Z",
"owner_type": "User",
"updated_at": "2026-08-01T12:35:22Z",
"description": "The Enterprise-Grade Multi-Agent Orchestration Framework. Website: https://swarms.ai",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "master",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://github.com/kyegomez/swarms",
"name": "Kye Gomez",
"type": "User",
"login": "kyegomez",
"company": "Swarms",
"location": "Palo Alto",
"followers": 3479,
"avatar_url": "https://avatars.githubusercontent.com/u/98760976?v=4",
"created_at": "2022-01-31T15:43:17Z",
"is_verified": null,
"public_repos": 445,
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"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": 4.5,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "15 out of 15 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 8/26 approved changesets -- score normalized to 3",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 7 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 27 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": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"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": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "12 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 100 resolved dependencies against OSV; 31 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": 100
}
},
{
"code": "advisories_unassessed",
"params": {
"count": 31
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 53,
"inputs": {
"source": "osv",
"advisories": 21,
"affected_packages": 1,
"assessed_packages": 100,
"unassessed_packages": 31,
"affected_by_severity": "critical 1",
"direct_affected_packages": 1
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "1 affected: litellm 1.76.1 (critical 9.8)",
"points": 7.6,
"status": "partial",
"details": [
{
"code": "advisories_affected",
"params": {
"count": 1,
"packages": "litellm 1.76.1 (critical 9.8)"
}
}
],
"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 119 days ago",
"points": 32.1,
"status": "partial",
"details": [
{
"code": "advisories_stale",
"params": {
"days": 90,
"count": 1,
"oldest": 119
}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "exceptional",
"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": 100,
"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": "exceptional",
"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"
],
"commit_weight_rule": {
"min_commits": 50,
"min_commit_share": 0.1
},
"review_only_matches": 0,
"below_threshold_exposures": [],
"assessed_self_published_locations": 9
},
"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": 57,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 70,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.47,
"agent_instruction_files": [
"CLAUDE.md"
],
"agent_instruction_max_bytes": 33479
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "CLAUDE.md"
}
}
],
"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": "47 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 25.1,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 47,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "weak",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 47,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0.08,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "Dockerfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "8 of the last 100 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 8,
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "dependency automation configured, none observed in the sampled commits",
"points": 5,
"status": "partial",
"details": [
{
"code": "dependency_bot_config_only",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 54,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 224404,
"source_files_sampled": 967,
"oversized_source_files": 12
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "12/967 source files over 60KB",
"points": 54.3,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 967,
"oversized": 12
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "moderate",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 60,
"inputs": {
"example_dirs": [
"demos",
"examples"
],
"has_mcp_signal": true,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 20,
"status": "met",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "demos, examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "demos, examples"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
}
],
"classification": {
"top": [
"library",
"application"
],
"labels": [
"library",
"mcp-server"
],
"scores": {
"library": 8,
"mcp-server": 7
},
"primary": "library",
"evidence": [
{
"tier": "distribution",
"label": "library",
"source": "registry:pypi",
"weight": 6
},
{
"tier": "dependencies",
"label": "mcp-server",
"source": "dep:mcp",
"weight": 4
},
{
"tier": "structure",
"label": "mcp-server",
"source": "mcp_signal",
"weight": 3
},
{
"tier": "description",
"label": "library",
"source": "description:library",
"weight": 2
}
],
"artifacts": [],
"confidence": "medium",
"host_extension": false,
"runs_as_process": true,
"consumed_by_code": true
},
"metrics_version": "2.5.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"deps.dev does not index pypi:swarms@14.0.0; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-08-01T12:41:16.272050Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/k/kyegomez/swarms.svg",
"full_name": "kyegomez/swarms",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}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 v2.5.0, schema v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.