Public recordModerate
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-28 09:44 UTC
bryanbarton525 / prism
Just as a prism separates light into distinct colors, this delegation layer separates complex workflows into focused, single-purpose local agents.
bryanbarton525/prism holds a health index of 57 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (86/100) and lowest on Community & Adoption (26/100). It was last updated 13 days ago. A single contributor accounts for most of its recent work.
57
overall / 100Software 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.
57
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)
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
Bryan BartonPersonal account
2 followers17 public repossince May 2018Salesforce
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| Go | github.com/bryanbarton525/prism | v0.1.19 | - | 20 | 13 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
67
Development activity
52Moderate
How it's scored
| 28.8/36 | Push recency — last push 13 days ago |
| 4.8/36 | Commit cadence — 7/52 weeks with commits |
| 18/18 | Commit volume — 112 commits in the last year |
| 0/10 | OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully |
Inputs used
| commits_last_year | 112 |
| human_commit_share | 1 |
| days_since_last_push | 13 |
| active_weeks_last_year | 7 |
Release discipline
90Excellent
How it's scored
| 27/27 | Ships releases — 19 releases published |
| 36/36 | Release recency — latest release 13 days ago |
| 27/27 | Release cadence — a release every ~4.9 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 19 |
| latest_release_tag | v0.1.19 |
| releases_from_tags | no |
| days_since_latest_release | 13 |
| mean_days_between_releases | 4.9 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
26
Popularity & adoption
5Critical
How it's scored
| 4.9/60 | Stars — 3 stars |
| 0/25 | Forks — 0 forks |
| 0/15 | Watchers — 0 watchers |
Inputs used
| forks | 0 |
| stars | 3 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
50Moderate
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
50
Maintainer resilience (bus factor)
16Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 1.8/22.5 | Commit distribution — top contributor authored 92% of commits |
| 2.7/13.5 | Contributor breadth — 2 contributors |
| 3/10 | OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 2 |
| top_contributor_share | 0.92 |
Issue & PR responsiveness
57Moderate
How it's scored
| 0/46.8 | Issue resolution — no issues or no data |
| 30.1/38.3 | PR acceptance — 22/28 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/6 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 22 |
| open_issues | 0 |
| closed_issues | 0 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 6 |
Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.
Ownership & stewardship
43At risk
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 3.4/25 | Owner reach — 2 followers of bryanbarton525 |
| 21.1/25 | Track record — 17 public repos, account ~8 yr old |
Inputs used
| followers | 2 |
| owner_type | User |
| is_verified | — |
| owner_login | bryanbarton525 |
| public_repos | 17 |
| account_age_days | 2,993 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on go |
| 35/35 | Publish recency — latest publish 13 days ago |
| 20/20 | Version history — 20 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | github.com/bryanbarton525/prism |
| ecosystems | go |
| any_deprecated | no |
| min_days_since_publish | 13 |
Engineering Quality
Are baseline engineering and documentation practices in place?
86
Engineering practices
94Excellent
How it's scored
| 24/24 | CI workflows — 1 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 6 out of 6 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 | yes |
| has_precommit_config | yes |
Documentation
75Good
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 10/10 | Topics — 6 topics |
| 0/10 | Wiki |
Inputs used
| topics | ai, artificial-intelligence, developer-tools, llm, open-source, software-engineering |
| has_wiki | no |
| homepage | — |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
54
Security posture
42At risk
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 3/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 6 out of 6 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 |
| 0/7.5 | Code-Review — Found 0/6 approved changesets -- score normalized to 0 |
| 0.8/2.5 | Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 0/7.5 | Maintained — project was created within the last 90 days. Please review its contents carefully |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 5/5 | SAST — SAST tool is run on all commits |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 7.5/7.5 | Token-Permissions — GitHub workflow tokens follow principle of least privilege |
| 0/7.5 | Vulnerabilities — 10 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 4.2 |
Dependency advisories
100Excellent
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 0/25 | Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 11 |
| affected_packages | 3 |
| assessed_packages | 63 |
| unassessed_packages | 0 |
| affected_by_severity | moderate 1, unknown 2 |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 63 resolved dependencies against OSV. 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.
71
Agent context & guidance
85Excellent
How it's scored
| 45/45 | Agent instructions — .github/copilot-instructions.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 40/40 | Legible commit history — 93 of 100 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.93 |
| agent_instruction_files | .github/copilot-instructions.md |
| agent_instruction_max_bytes | 1,014 |
How it's scored
| 18/18 | One-command bootstrap — Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — Dockerfile, lockfile |
| 10/10 | Demonstrated agent practice — 29 of the last 100 commits agent-authored or agent-credited |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 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 | go.sum |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | 0.29 |
| toolchain_manifests | go.mod |
| dependency_bot_commit_share | 0 |
Code legibility for models
55Moderate
How it's scored
| 0/45 | Type-checkable code — HTML without a type-check config |
| 55/55 | Manageable file sizes — 0/129 source files over 60KB |
Inputs used
| primary_language | HTML |
| largest_source_bytes | 34,369 |
| source_files_sampled | 129 |
| oversized_source_files | 0 |
Machine-readable interfaces
60Moderate
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 20/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | yes |
| api_schema_files | — |
Key facts
3GitHub stars
2contributors
112commits, last 12 months
13days since last push
19releases
1bus factor
0open issues
Gopackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
More detail
OpenSSF Scorecard 4.2 / 10
4.2aggregate
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 |
| 4 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 6 out of 6 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 |
| 0 | Code-Review | Found 0/6 approved changesets -- score normalized to 0 |
| 3 | Contributors | project has 1 contributing companies or organizations -- score normalized to 3 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 0 | Maintained | project was created within the last 90 days. Please review its contents carefully |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 10 | SAST | SAST tool is run on all commits |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 10 | Token-Permissions | GitHub workflow tokens follow principle of least privilege |
| 0 | Vulnerabilities | 10 existing vulnerabilities detected |
Direct dependencies 8
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| Go | github.com/modelcontextprotocol/go-sdk | v1.6.1 | go.mod |
| Go | github.com/spf13/cobra | v1.10.2 | go.mod |
| Go | github.com/spf13/viper | v1.21.0 | go.mod |
| Go | gopkg.in/yaml.v3 | v3.0.1 | go.mod |
| Go | k8s.io/api | v0.35.5 | go.mod |
| Go | k8s.io/apimachinery | v0.35.5 | go.mod |
| Go | k8s.io/client-go | v0.35.5 | go.mod |
| Go | modernc.org/sqlite | v1.51.0 | go.mod |
All dependencies 63
Full resolved dependency set from the GitHub dependency graph: 8 direct and 55 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| Go | github.com/modelcontextprotocol/go-sdk | v1.6.1 | direct |
| Go | github.com/spf13/cobra | v1.10.2 | direct |
| Go | github.com/spf13/viper | v1.21.0 | direct |
| Go | gopkg.in/yaml.v3 | v3.0.1 | direct |
| Go | k8s.io/api | v0.35.5 | direct |
| Go | k8s.io/apimachinery | v0.35.5 | direct |
| Go | k8s.io/client-go | v0.35.5 | direct |
| Go | modernc.org/sqlite | v1.51.0 | direct |
| Go | github.com/davecgh/go-spew | v1.1.2-0.20180830191138-d8f796af33cc | indirect |
| Go | github.com/dustin/go-humanize | v1.0.1 | indirect |
| Go | github.com/emicklei/go-restful/v3 | v3.13.0 | indirect |
| Go | github.com/fsnotify/fsnotify | v1.9.0 | indirect |
| Go | github.com/fxamacker/cbor/v2 | v2.9.0 | indirect |
| Go | github.com/go-logr/logr | v1.4.3 | indirect |
| Go | github.com/go-openapi/jsonpointer | v0.21.0 | indirect |
| Go | github.com/go-openapi/jsonreference | v0.20.2 | indirect |
| Go | github.com/go-openapi/swag | v0.23.0 | indirect |
| Go | github.com/go-viper/mapstructure/v2 | v2.4.0 | indirect |
| Go | github.com/google/gnostic-models | v0.7.0 | indirect |
| Go | github.com/google/jsonschema-go | v0.4.3 | indirect |
| Go | github.com/google/uuid | v1.6.0 | indirect |
| Go | github.com/inconshreveable/mousetrap | v1.1.0 | indirect |
| Go | github.com/josharian/intern | v1.0.0 | indirect |
| Go | github.com/json-iterator/go | v1.1.12 | indirect |
| Go | github.com/mailru/easyjson | v0.7.7 | indirect |
| Go | github.com/mattn/go-isatty | v0.0.20 | indirect |
| Go | github.com/modern-go/concurrent | v0.0.0-20180306012644-bacd9c7ef1dd | indirect |
| Go | github.com/modern-go/reflect2 | v1.0.3-0.20250322232337-35a7c28c31ee | indirect |
| Go | github.com/munnerz/goautoneg | v0.0.0-20191010083416-a7dc8b61c822 | indirect |
| Go | github.com/ncruces/go-strftime | v1.0.0 | indirect |
| Go | github.com/pelletier/go-toml/v2 | v2.2.4 | indirect |
| Go | github.com/remyoudompheng/bigfft | v0.0.0-20230129092748-24d4a6f8daec | indirect |
| Go | github.com/sagikazarmark/locafero | v0.11.0 | indirect |
| Go | github.com/segmentio/asm | v1.1.3 | indirect |
| Go | github.com/segmentio/encoding | v0.5.4 | indirect |
| Go | github.com/sourcegraph/conc | v0.3.1-0.20240121214520-5f936abd7ae8 | indirect |
| Go | github.com/spf13/afero | v1.15.0 | indirect |
| Go | github.com/spf13/cast | v1.10.0 | indirect |
| Go | github.com/spf13/pflag | v1.0.10 | indirect |
| Go | github.com/subosito/gotenv | v1.6.0 | indirect |
| Go | github.com/x448/float16 | v0.8.4 | indirect |
| Go | github.com/yosida95/uritemplate/v3 | v3.0.2 | indirect |
| Go | go.yaml.in/yaml/v2 | v2.4.3 | indirect |
| Go | go.yaml.in/yaml/v3 | v3.0.4 | indirect |
| Go | golang.org/x/net | v0.49.0 | indirect |
| Go | golang.org/x/oauth2 | v0.35.0 | indirect |
| Go | golang.org/x/sys | v0.42.0 | indirect |
| Go | golang.org/x/term | v0.39.0 | indirect |
| Go | golang.org/x/text | v0.33.0 | indirect |
| Go | golang.org/x/time | v0.14.0 | indirect |
| Go | google.golang.org/protobuf | v1.36.12-0.20260120151049-f2248ac996af | indirect |
| Go | gopkg.in/evanphx/json-patch.v4 | v4.13.0 | indirect |
| Go | gopkg.in/inf.v0 | v0.9.1 | indirect |
| Go | k8s.io/klog/v2 | v2.140.0 | indirect |
| Go | k8s.io/kube-openapi | v0.0.0-20260317180543-43fb72c5454a | indirect |
| Go | k8s.io/utils | v0.0.0-20260210185600-b8788abfbbc2 | indirect |
| Go | modernc.org/libc | v1.72.3 | indirect |
| Go | modernc.org/mathutil | v1.7.1 | indirect |
| Go | modernc.org/memory | v1.11.0 | indirect |
| Go | sigs.k8s.io/json | v0.0.0-20250730193827-2d320260d730 | indirect |
| Go | sigs.k8s.io/randfill | v1.0.0 | indirect |
| Go | sigs.k8s.io/structured-merge-diff/v6 | v6.3.2 | indirect |
| Go | sigs.k8s.io/yaml | v1.6.0 | indirect |
Dependency advisories 3
This repository publishes no package the index resolves, so its own dependency graph was assessed — 63 packages, which also include development and test pins that never ship: 3 carry known advisories, of which 0 are direct.
| Package | Version | Relation | Severity | Advisories | Fixed in |
|---|---|---|---|---|---|
| golang.org/x/net | v0.49.0 | indirect | moderate | 9 | 1.26.3 |
| golang.org/x/sys | v0.42.0 | indirect | unknown | 1 | 0.44.0 |
| golang.org/x/text | v0.33.0 | indirect | unknown | 1 | 0.39.0 |
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": [
"ai",
"artificial-intelligence",
"developer-tools",
"llm",
"open-source",
"software-engineering"
],
"is_fork": false,
"size_kb": 6811,
"has_wiki": false,
"homepage": null,
"languages": {
"Go": 634544,
"HTML": 3733936,
"Shell": 17214,
"Python": 10782,
"Makefile": 633,
"Dockerfile": 474
},
"pushed_at": "2026-07-15T03:30:59Z",
"created_at": "2026-05-28T02:00:42Z",
"owner_type": "User",
"updated_at": "2026-07-15T03:30:11Z",
"description": "Just as a prism separates light into distinct colors, this delegation layer separates complex workflows into focused, single-purpose local agents.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "main",
"license_spdx_raw": "MIT",
"primary_language": "HTML",
"significant_languages": [
"HTML",
"Go"
]
},
"owner": {
"blog": null,
"name": "Bryan Barton",
"type": "User",
"login": "bryanbarton525",
"company": "Salesforce",
"location": null,
"followers": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/39375032?v=4",
"created_at": "2018-05-17T12:51:42Z",
"is_verified": null,
"public_repos": 17,
"account_age_days": 2993
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.1.19",
"kind": "patch",
"published_at": "2026-07-15T03:32:44Z"
},
{
"tag": "v0.1.18",
"kind": "patch",
"published_at": "2026-07-09T01:12:21Z"
},
{
"tag": "v0.1.17",
"kind": "patch",
"published_at": "2026-06-26T03:16:22Z"
},
{
"tag": "v0.1.16",
"kind": "patch",
"published_at": "2026-06-26T02:16:12Z"
},
{
"tag": "v0.1.15",
"kind": "patch",
"published_at": "2026-06-16T03:57:17Z"
},
{
"tag": "v0.1.14",
"kind": "patch",
"published_at": "2026-06-15T03:51:29Z"
},
{
"tag": "v0.1.13",
"kind": "patch",
"published_at": "2026-06-03T01:58:21Z"
},
{
"tag": "v0.1.12",
"kind": "patch",
"published_at": "2026-06-02T02:09:14Z"
},
{
"tag": "v0.1.11",
"kind": "patch",
"published_at": "2026-06-01T14:22:19Z"
},
{
"tag": "v0.1.10",
"kind": "patch",
"published_at": "2026-06-01T03:36:35Z"
},
{
"tag": "v0.1.9",
"kind": "patch",
"published_at": "2026-06-01T03:34:21Z"
},
{
"tag": "v0.1.8",
"kind": "patch",
"published_at": "2026-06-01T00:35:31Z"
},
{
"tag": "v0.1.7",
"kind": "patch",
"published_at": "2026-06-01T00:13:40Z"
},
{
"tag": "v0.1.6",
"kind": "patch",
"published_at": "2026-06-01T00:07:53Z"
},
{
"tag": "v0.1.5",
"kind": "patch",
"published_at": "2026-06-01T00:02:09Z"
},
{
"tag": "v0.1.4",
"kind": "patch",
"published_at": "2026-05-31T23:56:41Z"
},
{
"tag": "v0.1.3",
"kind": "patch",
"published_at": "2026-05-31T22:18:57Z"
},
{
"tag": "v0.1.2",
"kind": "patch",
"published_at": "2026-05-31T22:11:33Z"
},
{
"tag": "v0.1.1",
"kind": "patch",
"published_at": "2026-05-31T21:51:37Z"
}
],
"recent_commits": [
{
"oid": "ded9cb4d454410efb2a22b4fa6d5c47784f44d3c",
"body": "Fix MCP, runtime, and fixture accuracy defects",
"is_bot": false,
"headline": "Merge pull request #29 from bryanbarton525/fix/mcp-accuracy-hardening",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-07-15T03:30:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f90eac05702f29fd3fd78d28b586efa039340bcf",
"body": "- textutil.TruncateWithin bounds payload plus suffix to the limit;\n central ToolSpec.MaxBytes enforcement uses it so the truncation\n marker can no longer push an artifact past the declared budget.\n- marshalBounded falls back to a minimal valid JSON document when\n server metadata alone exceeds the output limit even with zero\n tools listed.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Address Copilot review: enforce hard byte budgets inclusive of markers",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-07-15T03:21:03Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "53167d0a31cc250be994007d8e82bca59f0e44cc",
"body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Update graphify graph artifacts after accuracy fixes",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-07-15T03:12:53Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "7d09f93793bacb9d5160a2d45c94120e315b886b",
"body": "Fixes 14 findings from a deep dive on the MCP layers, model runtimes,\nand benchmark fixtures, all aimed at accurate responses and tool calls:\n\n- Tool loop: run exactly maxMCPToolRounds rounds, then force a final\n synthesis pass without tools so round exhaustion can no longer return\n an empty tool-\n[…]\nMaxBytes\n enforcement, native Ollama structured-output format, add-command\n guard for misplaced prism flags, kubectl -n regex at string start.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Fix MCP, runtime, and fixture accuracy defects",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-07-15T03:11:29Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "d1f78c85e340cc439406bc0af1cf6551eaaea06d",
"body": "…e-sglang\n\nUnify model runtime dispatch",
"is_bot": false,
"headline": "Merge pull request #28 from bryanbarton525/feature/unify-model-runtim…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-07-09T01:09:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "590c5f0d4a96b7b474cc150d05b7134c17ef7a3b",
"body": null,
"is_bot": false,
"headline": "Preserve omitted temperature semantics",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-07-09T01:07:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dfd779e9bfa6bd8a974277435ba603929fd789b2",
"body": null,
"is_bot": false,
"headline": "Unify model runtime dispatch",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-07-09T00:59:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "09d777ddf66525ff516a316800b4f6f7c6281e38",
"body": "…nstall\n\nPrism agent instructions install",
"is_bot": false,
"headline": "Merge pull request #26 from bryanbarton525/prism-agent-instructions-i…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-26T03:13:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "adc268c439a32a3df672741d4440ec76a1e2d0f4",
"body": "…dding regression test for sentinel strings",
"is_bot": false,
"headline": "feat: enhance instruction handling by refining block separation and a…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-26T03:11:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7dd2a1fd574fdbfb601dcc3a96c5652f909a30a3",
"body": "…s for Prism agents",
"is_bot": false,
"headline": "feat: implement embedded instructions and enhance installation proces…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-26T03:05:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4bb750670e4ec5208e07cd9893806de575b46767",
"body": null,
"is_bot": false,
"headline": "feat: add instructions for installing and managing Prism agent guidance",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-26T02:27:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "66b710d2abffc0270d0892f7c8390a1329c91ebc",
"body": "…d in CLI",
"is_bot": false,
"headline": "feat: add install instructions for coding agents and integrate comman…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-26T02:27:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2e851b3b6df010ac629dbd1ec390edf9640b2ae3",
"body": "…-env\n\nCodex prism config runtime env",
"is_bot": false,
"headline": "Merge pull request #25 from bryanbarton525/codex-prism-config-runtime…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-26T02:13:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6e3f5970f6cea41bb85c63798830b310ddb80cb5",
"body": "…s and modify config.env for absolute path requirement",
"is_bot": false,
"headline": "chore: update .gitignore to include graphify machine-specific pointer…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-26T02:07:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "06730b844ede16af41813f5d74355238a016d9b0",
"body": null,
"is_bot": false,
"headline": "chore: remove obsolete .graphify_python and .graphify_root files",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-26T02:07:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eda5bbf39492a468c70618d8d665ef6a7a056a2b",
"body": null,
"is_bot": false,
"headline": "Merge branch 'main' into codex-prism-config-runtime-env",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-26T01:59:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "86e27253aa66d167be1ff8323fc3de31261790c6",
"body": "…ism setup",
"is_bot": false,
"headline": "feat: add example configuration files and update documentation for Pr…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-26T01:55:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "497abf5b34d6c639d7c830fe62460da42e6ed9b5",
"body": null,
"is_bot": false,
"headline": "feat: add initial Copilot instructions for using graphify",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-26T01:36:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0eec58dc5e64787c5d9ab38ed6c3a92c5d65a341",
"body": null,
"is_bot": false,
"headline": "chore: add graphify regenerable cache to .gitignore",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-26T01:34:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7b9e49cb78e792f552713663941d8104e6a88834",
"body": null,
"is_bot": false,
"headline": "chore: stop tracking regenerable graphify cache",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-26T01:34:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d45f329a9412fc8ef9b08f46a124eb2855ef13ff",
"body": null,
"is_bot": false,
"headline": "fix: add missing newline at end of JSON and HTML files",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-26T01:23:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eb5c06126bb84216113753f8b48f553a5661d52b",
"body": null,
"is_bot": false,
"headline": "Refactor code structure for improved readability and maintainability",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-26T01:23:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "92e466ca380fbd5525dca184dc66367a46c55860",
"body": "…-env\n\nAdd Prism runtime env file config",
"is_bot": false,
"headline": "Merge pull request #24 from bryanbarton525/codex-prism-config-runtime…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-16T03:54:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "93afbcddaa4673705ec90355984c72ef3739a142",
"body": null,
"is_bot": false,
"headline": "Add Prism runtime env file config",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-16T03:51:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eeee7cdaa97f6689fd7f20d99e6e3712f8c061da",
"body": "…points\n\nCodex prism oss extension points",
"is_bot": false,
"headline": "Merge pull request #23 from bryanbarton525/codex-prism-oss-extension-…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-15T03:47:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "286a32e97e33d5510f4bd36b595a61954b0be595",
"body": null,
"is_bot": false,
"headline": "Merge branch 'main' into codex-prism-oss-extension-points",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-15T03:45:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f27391998306143c03492197bb54d579cbdf38f5",
"body": "…accounting",
"is_bot": false,
"headline": "feat(benchmark): update benchmark results and enhance context budget …",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-15T03:43:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "540648b33e7ff43683126d07e269e40495040529",
"body": "…erialization",
"is_bot": false,
"headline": "feat(runtime): enhance chat functionality with tool integration and s…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-15T03:17:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1c13bfabffe83d534ef1e90317019b3cf47c43ef",
"body": "…nd clarify Ollama references",
"is_bot": false,
"headline": "docs: update README and usage guide for model runtime configuration a…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-15T03:06:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6643f7997812accf942673c209eb10ad4241aa37",
"body": null,
"is_bot": false,
"headline": "feat(runtime): implement Ollama runtime and enhance model configuration",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-15T02:56:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "93c672fa03537508ffcd3dc78bc9bfd89a18e7c4",
"body": null,
"is_bot": false,
"headline": "fix(install_mcp): update prism command path to correct binary location",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-13T02:51:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a433fad1f185c4bca41a565d31109e9869bc49cd",
"body": "- Introduced new PageData structure to encapsulate summary and recent events for the dashboard.\n- Updated the index handler to fetch recent events and pass them to the page template.\n- Enhanced the event list options to include additional filters for actor, workspace, and skill.\n- Added viewEvents f\n[…]\nt\n\n- Created functions for building and signing registry manifests for bundles.\n- Implemented methods for promoting and deprecating installed bundles, with corresponding tests to ensure functionality.",
"is_bot": false,
"headline": "feat(dashboard): enhance event listing and summary display",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-12T03:01:43Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "f372426b0269c1dd3721f9bc7324bf6c3f11f53e",
"body": "- Added a factory for creating LLM runtimes based on engine configuration.\n- Introduced a fallback runtime that attempts to use a secondary model runtime in case of errors.\n- Implemented health checks and error handling for both primary and fallback runtimes.\n- Created integration tests for contract\n[…]\nes.\n- Developed a prompt builder for structured prompt generation with stable and volatile sections.\n- Added comprehensive unit tests for the new functionalities to ensure reliability and correctness.",
"is_bot": false,
"headline": "feat: Implement LLM runtime factory and fallback mechanism",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-10T02:18:18Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "1f7d893ce41c8bbfa8b7968ccf57678caea90b26",
"body": null,
"is_bot": false,
"headline": "feat: remove unnecessary newline in k8s-rollout-investigation.yaml",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-07T03:12:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0b7a2993c981e2aaca4a122d70c434b4a5182ef8",
"body": "- Implemented Linear issue management plugin with functionality for creating, updating, and triaging Linear issues.\n- Added downstream MCP server management with state loading and saving capabilities.\n- Created evaluation framework for validating skills with YAML-based test cases.\n- Introduced vario\n[…]\nt.\n- Developed tests for new plugins and ensured proper functionality through in-memory MCP client interactions.\n- Established evidence collection scripts and documentation for Linear MCP integration.",
"is_bot": false,
"headline": "feat: Add Linear MCP and downstream MCP plugins with evaluation tests",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-07T03:10:59Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "fc196922d8c763dd6aef8325c29b2a0540d9919b",
"body": "…t, add validation, and improve documentation",
"is_bot": false,
"headline": "feat: enhance registry management with local and remote source suppor…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-05T02:08:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "21d235ef44e6f3ce27ec681a605231253aac51e8",
"body": "…w flags",
"is_bot": false,
"headline": "feat: add bundle attribution support for runs and enhance CLI with ne…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-05T01:50:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "746ccf1e63a0fb6cb64ed63d5457bff0532d83ce",
"body": "- Added a new policy engine in `internal/policy/policy.go` that loads and validates policies, and evaluates requests against them.\n- Implemented a test suite structure to define test cases for policy evaluation, including validation of expected decisions and reasons.\n- Created comprehensive unit tes\n[…]\ng script in `scripts/local-acceptance.sh` for end-to-end testing of the Prism CLI.\n- Included test data for policies, bundles, and graphs in the `testdata` directory to support testing and validation.",
"is_bot": false,
"headline": "feat: implement policy engine with test suite support",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-05T01:42:40Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "ad4eebdec44f2b269c304073002d16beac5d1501",
"body": "…points\n\nfeat: Introduce Kubernetes plugin for runtime diagnostics",
"is_bot": false,
"headline": "Merge pull request #22 from bryanbarton525/codex-prism-oss-extension-…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-03T01:56:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1f8a332bcf0067b79396e4a339ff607c3b11284f",
"body": "…ate installation logic",
"is_bot": false,
"headline": "feat: enhance registry verification with compatibility checks and upd…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-03T01:49:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b50d418ad5d9a538e4f7b02230ac25a97e1464c6",
"body": "- Implement GitHub URL parsing and validation in internal/github.\n- Create a mock GitHub server for testing GitHub interactions.\n- Develop root resolver to handle local paths and GitHub URLs with fallback to git clone.\n- Add tests for root resolver and GitHub functionality.\n- Refactor skill discovery to work with fs.FS interface.\n- Update skill loading functions to use fs.FS for better abstraction.\n- Introduce CI check script for automated testing and verification.",
"is_bot": false,
"headline": "feat: Add GitHub and root resolver functionality with tests",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-03T00:59:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6cb2e45b85c839858ed7b2069c60129ec3464b82",
"body": "feat: remote --root support — accept git URLs and auto-clone",
"is_bot": false,
"headline": "Merge pull request #21 from bryanbarton525/feat/remote-root-url",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-02T02:06:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d88fcedb92e42c5a3eaa8081e77f9d8ffb68d561",
"body": "…nistic release checks",
"is_bot": false,
"headline": "feat: add live benchmark testing and enhance CI workflow with determi…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-02T02:03:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cc8d895ee7d1104318d858ed6756d5b7db824b4e",
"body": null,
"is_bot": false,
"headline": "feat: enhance GitHub token handling and configuration management",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-02T01:59:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9aefe646e49fa3b525dc2c9802e9e0da5ec098eb",
"body": null,
"is_bot": false,
"headline": "fix: update test files for fs.FS architecture migration",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-02T01:04:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f7f9c827a91a659d7f423d25a17b3eec05327c7a",
"body": null,
"is_bot": false,
"headline": "feat: use GitHub API for remote root resolution",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-02T00:50:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "512c167dd7c056190672841b4c0ce6ffacf7d7c1",
"body": "- Added a new Kubernetes plugin to collect diagnostics from Kubernetes clusters.\n- Implemented runtime evidence collection in the Runner to utilize the new plugin.\n- Enhanced the Runner configuration to support runtime plugins.\n- Created installation script for MCP server configuration.\n- Added tests for the new Kubernetes plugin and its functionality.\n- Updated existing tests to validate the integration of runtime evidence collection.",
"is_bot": false,
"headline": "feat: Introduce Kubernetes plugin for runtime diagnostics",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-02T00:26:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "688a32a5ad21c39bc34e5ac65b3630aff716139c",
"body": "…ated cloning and cleanup logic",
"is_bot": false,
"headline": "feat: enable remote git repository support for --root by adding autom…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-01T14:55:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d93d3c0b03de0252a69ddb3ab07a9445532226ea",
"body": null,
"is_bot": false,
"headline": "chore: add CODEOWNERS file to require review from @bryanbarton525",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-01T14:19:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0d9e83b1a90f303e12fcbe56f3a27b633a8822bf",
"body": "… and fix skill directory documentation",
"is_bot": false,
"headline": "docs: register frontend-builder agent, update configuration examples,…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-01T03:34:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f5c0437af5db282ca224a0f564333483a0a2231c",
"body": "…ime diagnostic tool",
"is_bot": false,
"headline": "feat: implement extensible plugin registry and native Kubernetes runt…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-01T03:31:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "05eecbc244182824c51c527e43505c910beb2128",
"body": "…and output contracts\n\nUpdated the documentation for GitHub CLI, kubectl, web-docs search, and various skills to include minimum evidence keys necessary for high-confidence diagnosis. Clarified output contracts for each agent, specifying the expected return values when identifiers are missing or evidence is insufficient. This improves the clarity and usability of the agents within the Prism MCP framework.",
"is_bot": false,
"headline": "docs: enhance agent documentation with minimum evidence requirements …",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-01T00:34:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "83c598fc5df486061ee4cc2e055f0b09f0ea0904",
"body": "…allation commands\n\nUpdated the README, usage, and skills documentation to clarify the purpose and installation of the prism-mcp-orchestrator skill. Emphasized that it is intended for host-orchestrator behavior only and is not included in agent `allowed_skills`. Adjusted installation commands for consistency and improved clarity on the skill's role in the orchestration process.",
"is_bot": false,
"headline": "refactor: clarify prism-mcp-orchestrator skill documentation and inst…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-01T00:12:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6a8b8ea1c65961350041e2fbfb2fdeea1f9358d9",
"body": "…r script\n\nAdded the prism-mcp-orchestrator skill documentation, including detailed activation rules, required call sequences, and a minimal call template. Created a reference guide for core tools and a checklist for delegation. Introduced a collector script to streamline task execution and local configuration checks. This enhances the usability and clarity of the orchestration process within the Prism MCP framework.",
"is_bot": false,
"headline": "feat: introduce prism-mcp-orchestrator skill, reference, and collecto…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-01T00:11:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ae5ec8171ebe9cf0456c02827f5cb6e12cc692d8",
"body": "Updated the SKILL.md file to clarify the purpose and activation rules for the prism-mcp-orchestrator skill. Improved the description to emphasize context-heavy prompt handling and the required call sequence for delegation. Streamlined sections on when to use the skill, run_agent shaping, and the output contract for better clarity and usability.",
"is_bot": false,
"headline": "refactor: enhance prism-mcp-orchestrator skill documentation",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-01T00:06:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6283c6330cc36b2a3367cfc8391164bb522da36b",
"body": "…p-orchestrator\n\nModified installation commands in README, usage, and skills documentation to include the --full-depth flag for better skill integration. Clarified the storage location of the prism-mcp-orchestrator skill to prevent it from being loaded as a specialist skill. Removed outdated SKILL.md and REFERENCE.md files along with the associated collect.sh script to streamline the skill's documentation.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "refactor: update installation commands and documentation for prism-mc…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T23:59:02Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "96738dbc74fc1ab7ad757d97a0ac3cc284259a01",
"body": "Add a new prism-mcp-orchestrator skill plus MCP prompt/resource guidance that tells parent models when to delegate and how to call list_agents, prompts/resources, and run_agent in sequence. Update README, usage, and skills docs with skills.sh install commands and fix live benchmark YAML header generation for valid parsing.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "feat: add prism MCP orchestrator skill and install docs",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T23:55:26Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "2cb044b619bd61b150b47ee147b8ebf0b12ce9d3",
"body": "Added new pre-commit hooks for Go testing and building, along with basic file checks. Updated README to reflect the changes, including instructions for running all commit-stage hooks and clarifying the push guard against direct pushes to main.",
"is_bot": false,
"headline": "chore: update pre-commit configuration and enhance README",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T22:14:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "86a4735e42aa2c9dceb350f477151fda59615801",
"body": "Add full mechanistic breakdown of why orchestrator input tokens drop\nwith Prism delegation (compression step, flat scaling, CEO analogy).\nInclude rendered SVG diagrams and Mermaid source files.\nAdd pre-commit pre-push hook to block direct pushes to main.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "docs: add token reduction explanation and workflow diagrams",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T22:10:20Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "6aa5d403ace9bc2847da8563f79c193257a3372a",
"body": "Ensure release artifacts and container publishing run in the same CI execution by passing the resolved release tag from prepare-release to downstream jobs.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "fix: run release jobs in same workflow after auto-tag",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T21:50:22Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "117992e2f603bd9b9d99773852ab2fc3aa917d18",
"body": "Added a new workflow_dispatch trigger to allow manual releases with a specified tag. Implemented an auto-tagging job that creates the next semantic version tag on pushes to the main branch. Updated release build and publish jobs to support both tag-based and manual releases, including validation for the release tag format. Enhanced container image publishing to align with the new release process.",
"is_bot": false,
"headline": "Enhance CI workflow with auto-tagging and release validation.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T21:47:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "702af7dc1b392ced5a798913fb5f97b03bbe8628",
"body": "Revised README, benchmark, and blog documents to emphasize that Prism works with any MCP-compatible AI editor, enhancing clarity on its role as a delegation layer. Adjusted language throughout to ensure consistency in referring to the orchestrator as the AI editor rather than specific tools like Cursor.",
"is_bot": false,
"headline": "Update documentation to clarify MCP host usage and improve consistency.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T21:33:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d3c3b4f6b0b816d056a00dedbce50b7af939a2dd",
"body": "Included the Prism logo in the README to improve visual appeal and brand recognition, complementing the existing documentation.",
"is_bot": false,
"headline": "Add Prism logo to README for enhanced branding.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T20:59:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cb5aa991ffa721fc9f71af337b3f449c74aebf14",
"body": "Included a new entry in the README to reference the blog post about the Prism launch, enhancing the documentation's comprehensiveness.",
"is_bot": false,
"headline": "Add blog launch documentation link to README.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T20:43:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7dacbabb0292ea811e237aaca3e15a6bed29a7b0",
"body": "Switch executive showcase assumptions to 20 prompts/day and regenerate\nREADME/docs tables so monthly and annual savings reflect the new workload.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Update benchmark view to prompt-heavy workload model.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T20:02:30Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "0111fa9f95a206f3ebff8d5dcdb51d3403ea267f",
"body": "Updated tables for built-in agents and capabilities to improve visual structure. Adjusted text formatting for better emphasis on key commands and sections.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Enhance README formatting for clarity and readability.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T20:00:03Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "3fad3a056543fe5b60b566b827c3353f18d4f004",
"body": "Switch showcase workload to 4 substantial tasks/day and generate a\ncontext-first monthly/annual impact table with clear task definition.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Reframe benchmark table for executive readability.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T19:53:54Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "2ecf0cf6d2aba3d0d7ad81ad1059f37d6ded9bdf",
"body": "Replace 1-task/day assumptions with 12 tasks/day, 240 tasks/month, and\n2880 tasks/year so README/docs reflect meaningful annual impact.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Rebase showcase table on realistic developer workload.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T19:45:54Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "77b72303fcebe8c63f05c067ea1e91ef250770ca",
"body": "Show daily, monthly, and yearly orchestrator costs as without/with pairs\nfrom the live todo-spa-build benchmark instead of saved-only columns.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Replace savings-only columns with explicit without/with cost rollups.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T19:42:51Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "adaa7508a094d0b7dd15020dea51067ae334bc24",
"body": "Add prism benchmark project --write to regenerate README, docs, and\nscenario live-results.yaml from committed results.yaml token counts.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Auto-sync benchmark showcase docs from live todo-spa-build results.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T19:41:11Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "dfa85a68ac65a9b4751a056fe2f761e7043ac038",
"body": "ProjectMonthly now derives the with-vs-without orchestrator cost matrix\nfrom committed todo-spa-build results (6191/811 -> 363/1072 tokens) instead\nof incident/codegen scenarios, with tests locking the expected per-model costs.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Wire benchmark showcase to live todo-spa-build token data.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T19:37:42Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "174a236549a42a5031216ede4dfe7b3403c74183",
"body": "…rsor-pricing\n\nAdd todo-app live benchmark and Cursor pricing context",
"is_bot": false,
"headline": "Merge pull request #19 from bryanbarton525/feat/todo-benchmark-and-cu…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T19:34:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ee4dfb9185c40f3e90bfa0eac9a2e9f4f7b1ebad",
"body": "Introduce a live todo-spa-build scenario with quality parity checks, make orchestrator-only full-library loading configurable per scenario, and update benchmark docs/tables with measured token/cost deltas plus Cursor seat break-even examples.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Add realistic todo-app benchmark and Cursor subscription economics.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T19:26:31Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "a7731d35a37153fd1baf3c35abd0017471b7b898",
"body": "Fix benchmark table wording in README and benchmark docs so with/without columns correctly reference Prism.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Replace erroneous \"Pulse\" labels with \"Prism\".",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T19:26:31Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "588120ce9e49ed573181d4598bd8d499f6b2b45b",
"body": "…chmark\n\nAdd realistic local feature benchmark and update savings tables",
"is_bot": false,
"headline": "Merge pull request #18 from bryanbarton525/feat/realistic-feature-ben…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T18:59:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aeefd5de68244062ee136804c5c3061f3a384483",
"body": "Introduce a new local live scenario for notification-preferences feature work with repo-scale context, then update committed benchmark results and README/docs tables to reflect measured with-vs-without Prism costs.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Add realistic feature-delivery benchmark and publish live savings data.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T18:57:53Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "f8fd9b9ca8c4f55f5791826eca76a7aa68785efd",
"body": "Simplify benchmark table to clear with-vs-without Pulse costs",
"is_bot": false,
"headline": "Merge pull request #17 from bryanbarton525/docs/clean-savings-table",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T15:48:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0ebef948d8114bb81d3ee60bafa6b659b93a7399",
"body": "Replace the bloated multi-task matrix with a compact one-engineer incident view that shows token usage, without-vs-with Pulse task cost, and daily/monthly/yearly rollups.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Simplify benchmark savings tables to explicit before/after costs.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T15:34:36Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "a994a7480628c8e3eb523176161adf96f5875b59",
"body": "…-cost-table\n\nReplace benchmark matrix with explicit with-vs-without Pulse costs",
"is_bot": false,
"headline": "Merge pull request #16 from bryanbarton525/docs/with-vs-without-pulse…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T15:31:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b3c15f7620e250f79227ca11f76198277e9b865d",
"body": "Show per-task orchestrator costs for one engineer and expand each task to daily, monthly, and yearly views so readers can immediately compare without extra prose.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Replace showcase matrix with explicit with-vs-without Pulse costs.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T15:30:11Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "bb78b21ed1bfb74603fd6dda219d08e8226eb193",
"body": "Add scenario and volume context to benchmark showcase tables",
"is_bot": false,
"headline": "Merge pull request #15 from bryanbarton525/docs/benchmark-table-context",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T15:23:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f783adc25556c2e43106236ae694309eaae05d71",
"body": "Document per-run token counts, delegation counts, and enterprise profile assumptions so savings numbers are interpretable without running benchmarks.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Add scenario and volume context to orchestrator showcase tables.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T15:23:26Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "c88cdbe2801686dc9a2184fb4243cc6963fb01c8",
"body": "…r-pricing\n\nFix orchestrator showcase pricing with real provider rates",
"is_bot": false,
"headline": "Merge pull request #14 from bryanbarton525/feat/benchmark-orchestrato…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T15:16:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "206dca550656ed05d10697b35ba6c6265c64353c",
"body": "Replace identical placeholder rates with May 2026 OpenAI and Anthropic list pricing, recalculate delegated costs per model, and cite pricing sources in the README.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Fix orchestrator showcase pricing with real provider rates.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T15:16:04Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "b00182b16b3fdea6a4648008b5d7acbfbb61ba7a",
"body": "Upgrade skill runtime, MCP prompt/resource compatibility, and model showcase",
"is_bot": false,
"headline": "Merge pull request #13 from bryanbarton525/feat/skill-runtime-mcp-compat",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T15:05:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a123fdc8912e7cb31ac4cfb9585cc95ea565d36c",
"body": "… model matrix.\n\nAdds concrete skill instructions and executable collectors with dynamic/pinned CLI provisioning for gh, kubectl, argocd, and argo. Extends MCP with list/get prompts and resources tools for clients lacking native prompt/resource support. Adds orchestrator model showcase matrix (GPT 5.4/5.5 and Claude Opus/Sonnet variants) with README/docs visibility and benchmark projection support.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Upgrade skill runtime quality, MCP compatibility tools, and benchmark…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T15:05:14Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "9cb20a8b841b7ff3e08683f9e15195b830f54b4c",
"body": "Refactor README for concise pitch and quick-start",
"is_bot": false,
"headline": "Merge pull request #12 from bryanbarton525/docs/readme-refactor",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T14:39:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "362a00a9553619c0efafc4e5276b23d205a170d1",
"body": "Move detailed landscape comparison to docs/comparison.md; link to usage,\nbenchmark, and architecture docs for depth.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Refactor README into concise pitch and quick-start guide.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T14:38:53Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "3a3ea81d7ab8a528aa51928dddc8f78003445694",
"body": "…arison\n\nAdd product landscape comparison to README.",
"is_bot": false,
"headline": "Merge pull request #11 from bryanbarton525/docs/readme-landscape-comp…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T14:35:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2ddbb2106cd0d06e41cdde5f3f30b8f250711e4d",
"body": "Documents how Prism compares to Claude subagents, Cursor Skills+MCP,\nand multi-agent frameworks with an honest capability matrix.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Add product landscape comparison to README.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T14:34:50Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "1d7d42e29fd4f965c814a4b1135cbc0b9294452b",
"body": "Benchmark suite, compact output, and Go codegen agents",
"is_bot": false,
"headline": "Merge pull request #10 from bryanbarton525/feat/benchmark-codegen-agents",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T14:30:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b2ed141e2a831436d1c4846ed37d3d1a10600526",
"body": "Commit live per-run metrics in results.yaml, add at-scale and codegen scenarios,\nprism benchmark project for monthly/annual savings, and expand README/docs with\n77–93% input reduction and enterprise projection tables.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Document benchmark results and add monthly scale projections.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T14:27:51Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "4cb79127f3d3b32eeca7b03ba84226db0a589920",
"body": "Real Ollama benchmarks compare orchestrator-only vs MCP-delegated paths with input-token accounting; compact JSON summaries keep synthesis prompts small. Adds go-helper and go-scaffold agents with four skills for offloading small code tasks.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Add benchmark suite, compact agent output, and Go codegen agents.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T14:20:14Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "59b3bdcf195a489ec56ed5c300e780090ccc9845",
"body": "…usage\n\n- Expanded the README to include detailed features, installation instructions, and a quick start guide.\n- Clarified agent specifications and runtime loading in agents/README.md.\n- Updated constitutions/README.md to reflect runtime resolution logic for agent constitutions.\n- Revised implement\n[…]\nthe status of milestones and provide a roadmap.\n- Adjusted tooling-references.md for clarity on dependency management.\n- Enhanced skills/README.md with usage examples for skill loading and validation.",
"is_bot": false,
"headline": "docs: update README and related documentation for Prism features and …",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-29T02:50:01Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "db12567ee77198a197b95f6d8d2e39ac3eb048a6",
"body": "feat: Prism milestones 2–4 (consolidated runtime, CLI, MCP)",
"is_bot": false,
"headline": "Merge pull request #9 from bryanbarton525/feat/prism-full-implementation",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-29T02:46:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e4adddf4ad7406321a1d920de8dab5e3ae3855b5",
"body": "Keep consolidated runtime; drop superseded BBA-13 loader stubs from main.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "merge main into feat/prism-full-implementation",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-29T02:45:53Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "ed59b219bce0f457980d5450f00bb8e149bbe352",
"body": "Add skill allowlist validation, golden prompt assembly, and thresholds fixture.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "test: expand benchmark contract suite for BBA-20",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-29T02:43:01Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "12e77b781d036229d5e6d2753e77f7af7b721ab5",
"body": "Completes the consolidated Prism runtime on one branch: MCP stdio tools,\nprism config doctor, skill directory discovery, and benchmark contract tests.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "feat: add MCP adapter, config doctor, and contract tests",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-29T02:40:15Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "8e5f0cabf8171ba6b9ba98a793743cc3a35ab323",
"body": "- Define AgentRunner interface with ListAgents, Run, GetConstitution\n used by both CLI and MCP adapters without duplicating logic\n\n- internal/agent/spec.go: Spec struct with all required/recommended/optional\n frontmatter fields; ResolveConstitution with three-priority chain\n (constitution_path > \n[…]\nembly ordering, context truncation, skill allowlist enforcement,\n timeout propagation, error metadata, and interface compliance\n\nCo-authored-by: Bryan Barton <bryanbarton525@users.noreply.github.com>",
"is_bot": false,
"headline": "feat(BBA-19): implement shared AgentRunner runtime and prompt assembly",
"author_name": "Cursor Agent",
"author_login": "cursoragent",
"committed_at": "2026-05-29T02:15:50Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "6712037e93c90655397693acf585277b11eff213",
"body": "feat(agent): implement agent spec loader and constitution resolution (BBA-13)",
"is_bot": false,
"headline": "Merge pull request #3 from bryanbarton525/cursor/agent-spec-loader-bca7",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-29T02:04:12Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 19,
"commits_last_year": 112,
"latest_release_at": "2026-07-15T03:32:44Z",
"latest_release_tag": "v0.1.19",
"releases_from_tags": false,
"days_since_last_push": 13,
"active_weeks_last_year": 7,
"days_since_latest_release": 13,
"mean_days_between_releases": 4.9
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": false,
"health_percentage": 42,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "github.com/bryanbarton525/prism",
"exists": true,
"license": null,
"keywords": [],
"ecosystem": "go",
"matches_repo": true,
"registry_url": "https://pkg.go.dev/github.com/bryanbarton525/prism",
"is_deprecated": false,
"latest_version": "v0.1.19",
"repository_url": "https://github.com/bryanbarton525/prism",
"versions_count": 20,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": null,
"latest_published_at": "2026-07-15T03:30:02Z",
"latest_version_yanked": null,
"days_since_latest_publish": 13
}
]
},
"popularity": {
"forks": 0,
"stars": 3,
"watchers": 0,
"fork_history": {
"days": [],
"complete": true,
"collected": 0,
"total_forks": 0
},
"star_history": null,
"open_issues_and_prs": 1
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples"
],
"has_llms_txt": false,
"has_dockerfile": true,
"has_mcp_signal": true,
"bootstrap_files": [
"Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [
"go.mod"
],
"largest_source_bytes": 34369,
"source_files_sampled": 129,
"oversized_source_files": 0,
"agent_instruction_files": [
".github/copilot-instructions.md"
],
"agent_instruction_max_bytes": 1014
},
"dependencies": {
"manifests": [
"go.mod"
],
"advisories": {
"error": null,
"scope": "repository_graph",
"source": "osv",
"findings": [
{
"name": "golang.org/x/net",
"direct": false,
"version": "v0.49.0",
"severity": "moderate",
"ecosystem": "go",
"cvss_score": 6.5,
"advisory_ids": [
"GHSA-5cv4-jp36-h3mw",
"GO-2026-4918",
"GO-2026-5025",
"GO-2026-5026",
"GO-2026-5027",
"GO-2026-5028",
"GO-2026-5029",
"GO-2026-5030",
"GO-2026-5942"
],
"fixed_version": "1.26.3",
"advisory_count": 9,
"oldest_advisory_days": 81
},
{
"name": "golang.org/x/sys",
"direct": false,
"version": "v0.42.0",
"severity": "unknown",
"ecosystem": "go",
"cvss_score": null,
"advisory_ids": [
"GO-2026-5024"
],
"fixed_version": "0.44.0",
"advisory_count": 1,
"oldest_advisory_days": 66
},
{
"name": "golang.org/x/text",
"direct": false,
"version": "v0.33.0",
"severity": "unknown",
"ecosystem": "go",
"cvss_score": null,
"advisory_ids": [
"GO-2026-5970"
],
"fixed_version": "0.39.0",
"advisory_count": 1,
"oldest_advisory_days": 13
}
],
"collected": true,
"malicious": [],
"truncated": false,
"by_severity": {
"unknown": 2,
"moderate": 1
},
"advisory_count": 11,
"affected_count": 3,
"assessed_count": 63,
"malicious_count": 0,
"assessed_package": null,
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"go"
],
"dependencies": [
{
"name": "github.com/modelcontextprotocol/go-sdk",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v1.6.1"
},
{
"name": "github.com/spf13/cobra",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v1.10.2"
},
{
"name": "github.com/spf13/viper",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v1.21.0"
},
{
"name": "gopkg.in/yaml.v3",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v3.0.1"
},
{
"name": "k8s.io/api",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v0.35.5"
},
{
"name": "k8s.io/apimachinery",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v0.35.5"
},
{
"name": "k8s.io/client-go",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v0.35.5"
},
{
"name": "modernc.org/sqlite",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v1.51.0"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "github.com/modelcontextprotocol/go-sdk",
"direct": true,
"version": "v1.6.1",
"ecosystem": "go"
},
{
"name": "github.com/spf13/cobra",
"direct": true,
"version": "v1.10.2",
"ecosystem": "go"
},
{
"name": "github.com/spf13/viper",
"direct": true,
"version": "v1.21.0",
"ecosystem": "go"
},
{
"name": "gopkg.in/yaml.v3",
"direct": true,
"version": "v3.0.1",
"ecosystem": "go"
},
{
"name": "k8s.io/api",
"direct": true,
"version": "v0.35.5",
"ecosystem": "go"
},
{
"name": "k8s.io/apimachinery",
"direct": true,
"version": "v0.35.5",
"ecosystem": "go"
},
{
"name": "k8s.io/client-go",
"direct": true,
"version": "v0.35.5",
"ecosystem": "go"
},
{
"name": "modernc.org/sqlite",
"direct": true,
"version": "v1.51.0",
"ecosystem": "go"
},
{
"name": "github.com/davecgh/go-spew",
"direct": false,
"version": "v1.1.2-0.20180830191138-d8f796af33cc",
"ecosystem": "go"
},
{
"name": "github.com/dustin/go-humanize",
"direct": false,
"version": "v1.0.1",
"ecosystem": "go"
},
{
"name": "github.com/emicklei/go-restful/v3",
"direct": false,
"version": "v3.13.0",
"ecosystem": "go"
},
{
"name": "github.com/fsnotify/fsnotify",
"direct": false,
"version": "v1.9.0",
"ecosystem": "go"
},
{
"name": "github.com/fxamacker/cbor/v2",
"direct": false,
"version": "v2.9.0",
"ecosystem": "go"
},
{
"name": "github.com/go-logr/logr",
"direct": false,
"version": "v1.4.3",
"ecosystem": "go"
},
{
"name": "github.com/go-openapi/jsonpointer",
"direct": false,
"version": "v0.21.0",
"ecosystem": "go"
},
{
"name": "github.com/go-openapi/jsonreference",
"direct": false,
"version": "v0.20.2",
"ecosystem": "go"
},
{
"name": "github.com/go-openapi/swag",
"direct": false,
"version": "v0.23.0",
"ecosystem": "go"
},
{
"name": "github.com/go-viper/mapstructure/v2",
"direct": false,
"version": "v2.4.0",
"ecosystem": "go"
},
{
"name": "github.com/google/gnostic-models",
"direct": false,
"version": "v0.7.0",
"ecosystem": "go"
},
{
"name": "github.com/google/jsonschema-go",
"direct": false,
"version": "v0.4.3",
"ecosystem": "go"
},
{
"name": "github.com/google/uuid",
"direct": false,
"version": "v1.6.0",
"ecosystem": "go"
},
{
"name": "github.com/inconshreveable/mousetrap",
"direct": false,
"version": "v1.1.0",
"ecosystem": "go"
},
{
"name": "github.com/josharian/intern",
"direct": false,
"version": "v1.0.0",
"ecosystem": "go"
},
{
"name": "github.com/json-iterator/go",
"direct": false,
"version": "v1.1.12",
"ecosystem": "go"
},
{
"name": "github.com/mailru/easyjson",
"direct": false,
"version": "v0.7.7",
"ecosystem": "go"
},
{
"name": "github.com/mattn/go-isatty",
"direct": false,
"version": "v0.0.20",
"ecosystem": "go"
},
{
"name": "github.com/modern-go/concurrent",
"direct": false,
"version": "v0.0.0-20180306012644-bacd9c7ef1dd",
"ecosystem": "go"
},
{
"name": "github.com/modern-go/reflect2",
"direct": false,
"version": "v1.0.3-0.20250322232337-35a7c28c31ee",
"ecosystem": "go"
},
{
"name": "github.com/munnerz/goautoneg",
"direct": false,
"version": "v0.0.0-20191010083416-a7dc8b61c822",
"ecosystem": "go"
},
{
"name": "github.com/ncruces/go-strftime",
"direct": false,
"version": "v1.0.0",
"ecosystem": "go"
},
{
"name": "github.com/pelletier/go-toml/v2",
"direct": false,
"version": "v2.2.4",
"ecosystem": "go"
},
{
"name": "github.com/remyoudompheng/bigfft",
"direct": false,
"version": "v0.0.0-20230129092748-24d4a6f8daec",
"ecosystem": "go"
},
{
"name": "github.com/sagikazarmark/locafero",
"direct": false,
"version": "v0.11.0",
"ecosystem": "go"
},
{
"name": "github.com/segmentio/asm",
"direct": false,
"version": "v1.1.3",
"ecosystem": "go"
},
{
"name": "github.com/segmentio/encoding",
"direct": false,
"version": "v0.5.4",
"ecosystem": "go"
},
{
"name": "github.com/sourcegraph/conc",
"direct": false,
"version": "v0.3.1-0.20240121214520-5f936abd7ae8",
"ecosystem": "go"
},
{
"name": "github.com/spf13/afero",
"direct": false,
"version": "v1.15.0",
"ecosystem": "go"
},
{
"name": "github.com/spf13/cast",
"direct": false,
"version": "v1.10.0",
"ecosystem": "go"
},
{
"name": "github.com/spf13/pflag",
"direct": false,
"version": "v1.0.10",
"ecosystem": "go"
},
{
"name": "github.com/subosito/gotenv",
"direct": false,
"version": "v1.6.0",
"ecosystem": "go"
},
{
"name": "github.com/x448/float16",
"direct": false,
"version": "v0.8.4",
"ecosystem": "go"
},
{
"name": "github.com/yosida95/uritemplate/v3",
"direct": false,
"version": "v3.0.2",
"ecosystem": "go"
},
{
"name": "go.yaml.in/yaml/v2",
"direct": false,
"version": "v2.4.3",
"ecosystem": "go"
},
{
"name": "go.yaml.in/yaml/v3",
"direct": false,
"version": "v3.0.4",
"ecosystem": "go"
},
{
"name": "golang.org/x/net",
"direct": false,
"version": "v0.49.0",
"ecosystem": "go"
},
{
"name": "golang.org/x/oauth2",
"direct": false,
"version": "v0.35.0",
"ecosystem": "go"
},
{
"name": "golang.org/x/sys",
"direct": false,
"version": "v0.42.0",
"ecosystem": "go"
},
{
"name": "golang.org/x/term",
"direct": false,
"version": "v0.39.0",
"ecosystem": "go"
},
{
"name": "golang.org/x/text",
"direct": false,
"version": "v0.33.0",
"ecosystem": "go"
},
{
"name": "golang.org/x/time",
"direct": false,
"version": "v0.14.0",
"ecosystem": "go"
},
{
"name": "google.golang.org/protobuf",
"direct": false,
"version": "v1.36.12-0.20260120151049-f2248ac996af",
"ecosystem": "go"
},
{
"name": "gopkg.in/evanphx/json-patch.v4",
"direct": false,
"version": "v4.13.0",
"ecosystem": "go"
},
{
"name": "gopkg.in/inf.v0",
"direct": false,
"version": "v0.9.1",
"ecosystem": "go"
},
{
"name": "k8s.io/klog/v2",
"direct": false,
"version": "v2.140.0",
"ecosystem": "go"
},
{
"name": "k8s.io/kube-openapi",
"direct": false,
"version": "v0.0.0-20260317180543-43fb72c5454a",
"ecosystem": "go"
},
{
"name": "k8s.io/utils",
"direct": false,
"version": "v0.0.0-20260210185600-b8788abfbbc2",
"ecosystem": "go"
},
{
"name": "modernc.org/libc",
"direct": false,
"version": "v1.72.3",
"ecosystem": "go"
},
{
"name": "modernc.org/mathutil",
"direct": false,
"version": "v1.7.1",
"ecosystem": "go"
},
{
"name": "modernc.org/memory",
"direct": false,
"version": "v1.11.0",
"ecosystem": "go"
},
{
"name": "sigs.k8s.io/json",
"direct": false,
"version": "v0.0.0-20250730193827-2d320260d730",
"ecosystem": "go"
},
{
"name": "sigs.k8s.io/randfill",
"direct": false,
"version": "v1.0.0",
"ecosystem": "go"
},
{
"name": "sigs.k8s.io/structured-merge-diff/v6",
"direct": false,
"version": "v6.3.2",
"ecosystem": "go"
},
{
"name": "sigs.k8s.io/yaml",
"direct": false,
"version": "v1.6.0",
"ecosystem": "go"
}
],
"collected": true,
"truncated": false,
"total_count": 63,
"direct_count": 8,
"indirect_count": 55
}
},
"maintainership": {
"issues": {
"open_prs": 1,
"merged_prs": 22,
"open_issues": 0,
"closed_ratio": null,
"closed_issues": 0,
"closed_unmerged_prs": 6
},
"bus_factor": 1,
"bot_contributors": 0,
"top_contributors": [
{
"type": "User",
"login": "bryanbarton525",
"commits": 103,
"avatar_url": "https://avatars.githubusercontent.com/u/39375032?v=4"
},
{
"type": "User",
"login": "cursoragent",
"commits": 9,
"avatar_url": "https://avatars.githubusercontent.com/u/199161495?v=4"
}
],
"contributors_sampled": 2,
"top_contributor_share": 0.92
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"ci.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"security_signals": {
"lockfiles": [
"go.sum"
],
"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": 4,
"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": 10,
"reason": "6 out of 6 merged PRs checked by a CI test -- score normalized to 10",
"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"
},
{
"name": "Code-Review",
"score": 0,
"reason": "Found 0/6 approved changesets -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 3,
"reason": "project has 1 contributing companies or organizations -- score normalized to 3",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"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": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 0,
"reason": "project was created within the last 90 days. Please review its contents carefully",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": 10,
"reason": "packaging workflow detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 0,
"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 10,
"reason": "SAST tool is run on all commits",
"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": 0,
"reason": "Project has not signed or included provenance with any releases.",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 10,
"reason": "GitHub workflow tokens follow principle of least privilege",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 0,
"reason": "10 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "ded9cb4d454410efb2a22b4fa6d5c47784f44d3c",
"ran_at": "2026-07-28T09:44:26Z",
"aggregate_score": 4.2,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": false
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-07-23T11:06:41Z",
"oldest_open_prs": [
{
"number": 27,
"created_at": "2026-07-03T14:54:46Z",
"last_comment_at": null,
"last_comment_author": null
}
],
"last_merged_pr_at": "2026-07-15T03:30:03Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": []
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/bryanbarton525/prism",
"host": "github.com",
"name": "prism",
"owner": "bryanbarton525"
},
"metrics": {
"overall": {
"key": "overall",
"band": "moderate",
"name": "Overall health",
"note": null,
"notes": [],
"value": 57,
"inputs": {
"security": 54,
"vitality": 67,
"community": 26,
"governance": 50,
"engineering": 86
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "moderate",
"name": "Vitality",
"value": 67,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "moderate",
"name": "Development activity",
"note": null,
"notes": [],
"value": 52,
"inputs": {
"commits_last_year": 112,
"human_commit_share": 1,
"days_since_last_push": 13,
"active_weeks_last_year": 7
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 13 days ago",
"points": 28.8,
"status": "partial",
"details": [
{
"code": "push_recency",
"params": {
"days": 13
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "7/52 weeks with commits",
"points": 4.8,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 7
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "112 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 112
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "project was created within the last 90 days. Please review its contents carefully",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "excellent",
"name": "Release discipline",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"releases_count": 19,
"latest_release_tag": "v0.1.19",
"releases_from_tags": false,
"days_since_latest_release": 13,
"mean_days_between_releases": 4.9
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "19 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 19
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 13 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 13
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~4.9 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 4.9
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "unverified",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": "repository_too_young",
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": null,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "maintenance record not established from the collected data",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_unverified",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "critical",
"name": "Community & Adoption",
"value": 26,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "critical",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 5,
"inputs": {
"forks": 0,
"stars": 3,
"watchers": 0,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "3 stars",
"points": 4.9,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 3
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "0 forks",
"points": 0,
"status": "missed",
"details": [
{
"code": "forks",
"params": {
"count": 0
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "0 watchers",
"points": 0,
"status": "missed",
"details": [
{
"code": "watchers",
"params": {
"count": 0
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "moderate",
"name": "Community health",
"note": null,
"notes": [],
"value": 50,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "MIT"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 50,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 16,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 2,
"top_contributor_share": 0.92
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 92% of commits",
"points": 1.8,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 92
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "2 contributors",
"points": 2.7,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 2
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 1 contributing companies or organizations -- score normalized to 3",
"points": 3,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "moderate",
"name": "Issue & PR responsiveness",
"note": "Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"issue_resolution"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 57,
"inputs": {
"merged_prs": 22,
"open_issues": 0,
"closed_issues": 0,
"issue_closed_ratio": null,
"closed_unmerged_prs": 6
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "no issues or no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_issues_or_data",
"params": {}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "22/28 decided PRs merged",
"points": 30.1,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 22,
"decided": 28
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/6 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "at_risk",
"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"verified_domain"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 43,
"inputs": {
"followers": 2,
"owner_type": "User",
"is_verified": null,
"owner_login": "bryanbarton525",
"public_repos": 17,
"account_age_days": 2993
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "personal (user) account",
"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "2 followers of bryanbarton525",
"points": 3.4,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 2,
"login": "bryanbarton525"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "17 public repos, account ~8 yr old",
"points": 21.1,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 17
}
},
{
"code": "account_age_years",
"params": {
"years": 8
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"github.com/bryanbarton525/prism"
],
"ecosystems": "go",
"any_deprecated": false,
"min_days_since_publish": 13
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on go",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "go"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 13 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 13
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "20 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 20
}
}
],
"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": "excellent",
"name": "Engineering Quality",
"value": 86,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 94,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "1 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 1
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 16,
"status": "met",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"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": "6 out of 6 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "good",
"name": "Documentation",
"note": null,
"notes": [],
"value": 75,
"inputs": {
"topics": [
"ai",
"artificial-intelligence",
"developer-tools",
"llm",
"open-source",
"software-engineering"
],
"has_wiki": false,
"homepage": null,
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "6 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 6
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 54,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": null,
"notes": [],
"value": 42,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 18,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 0,
"scorecard_aggregate": 4.2
},
"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,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "6 out of 6 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/6 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 1 contributing companies or organizations -- score normalized to 3",
"points": 0.8,
"status": "partial",
"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": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "project was created within the last 90 days. Please review its contents carefully",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is run on all commits",
"points": 5,
"status": "met",
"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": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "GitHub workflow tokens follow principle of least privilege",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "10 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 63 resolved dependencies against OSV. 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",
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_repository",
"params": {
"assessed": 63
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 11,
"affected_packages": 3,
"assessed_packages": 63,
"unassessed_packages": 0,
"affected_by_severity": "moderate 1, unknown 2",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"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": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"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": 63,
"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
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "good",
"name": "AI Readiness",
"value": 71,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "excellent",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 85,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.93,
"agent_instruction_files": [
".github/copilot-instructions.md"
],
"agent_instruction_max_bytes": 1014
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": ".github/copilot-instructions.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".github/copilot-instructions.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": "93 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 93,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 71,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"go.sum"
],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [
"Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0.29,
"toolchain_manifests": [
"go.mod"
],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 11,
"status": "met",
"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, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile, lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "29 of the last 100 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 29,
"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": "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": 55,
"inputs": {
"primary_language": "HTML",
"largest_source_bytes": 34369,
"source_files_sampled": 129,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "HTML without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "HTML"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/129 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 129,
"oversized": 0
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "moderate",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 60,
"inputs": {
"example_dirs": [
"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": "examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-28T09:44:43.349037Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/b/bryanbarton525/prism.svg",
"full_name": "bryanbarton525/prism",
"license_state": "standard",
"license_spdx": "MIT"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — Go.