Public record
Software health reportschema 0.27.0 · metrics 2.3.1 · 2026-07-31 01:42 UTC

XiaoConstantine / dspy-go

DSPy Go implementation

GoMIT★ 192 stars⑂ 17 forkssince Jul 2024View on GitHub ↗

XiaoConstantine/dspy-go holds a health index of 84 out of 100, placing it in the Excellent band. It scores highest on Vitality (93/100) and lowest on Community & Adoption (50/100). It was last updated 1 day ago. A single contributor accounts for most of its recent work.

84
overall / 100
Excellent

Software health index

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

84
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

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

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

Ownership

XiaoPersonal account
61 followers137 public repossince Dec 2012

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
Gogithub.com/XiaoConstantine/dspy-gov0.86.1-1166 days ago

Metrics by category

Vitality

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

93Exceptional · 21% of overall
How it's scored
36/36Push recency — last push 1 days ago
24.2/36Commit cadence — 35/52 weeks with commits
18/18Commit volume — 305 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year305
human_commit_share0.81
days_since_last_push1
active_weeks_last_year35

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 31 releases published
36/36Release recency — latest release 6 days ago
27/27Release cadence — a release every ~13.6 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count31
latest_release_tagv0.86.1
releases_from_tagsno
days_since_latest_release6
mean_days_between_releases13.6
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

50Moderate · 17% of overall
How it's scored
37/60Stars — 192 stars
10/25Forks — 17 forks
2.7/15Watchers — 4 watchers
Inputs used
forks17
stars192
watchers4
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_services
has_pull_request_templateno

Sustainability & Governance

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

58Moderate · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0.2/22.5Commit distribution — top contributor authored 99% of commits
5.4/13.5Contributor breadth — 4 contributors
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Inputs used
bus_factor1
contributors_sampled4
top_contributor_share0.993
How it's scored
42/42Issue resolution — 100% of issues closed
24/30PR acceptance — 202/253 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/29 approved changesets -- score normalized to 0
Inputs used
merged_prs202
open_issues0
closed_issues82
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio1
closed_unmerged_prs51
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Excluded from scoring (no data or not applicable): newcomer_pr_acceptance. Remaining weights renormalized.
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
12.9/25Owner reach — 61 followers of XiaoConstantine
25/25Track record — 137 public repos, account ~13 yr old
Inputs used
followers61
owner_typeUser
is_verified
owner_loginXiaoConstantine
public_repos137
account_age_days4,975
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on go
35/35Publish recency — latest publish 6 days ago
20/20Version history — 116 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgithub.com/XiaoConstantine/dspy-go
ecosystemsgo
any_deprecatedno
min_days_since_publish6

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 19% of overall
How it's scored
24/24CI workflows — 5 workflow(s)
24/24Tests present
16/16Linter config — .golangci.yml
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 2 out of 2 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://xiaoconstantine.github.io/dspy-go/
10/10Repository description
10/10Topics — 7 topics
0/10Wiki
Inputs used
topicsgolang, agent-framework, llms, agents, ai, dspy, workflows
has_wikino
homepagehttps://xiaoconstantine.github.io/dspy-go/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

55Moderate · 16% of overall
How it's scored
6.8/7.5Binary-Artifacts — binaries present in source code
0/7.5Branch-Protection — no data
2.5/2.5CI-Tests — 2 out of 2 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/29 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
1.5/7.5Vulnerabilities — 8 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate4.6
Excluded from scoring (no data or not applicable): branch_protection, packaging, signed_releases. Remaining weights renormalized.
How it's scored
26.6/35Direct dependencies free of known advisories — 1 affected: golang.org/x/text v0.37.0 (unknown)
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
40/40No advisories left outstanding — no advisory has been public longer than 90 days
Inputs used
sourceosv
advisories10
affected_packages8
assessed_packages474
unassessed_packages0
affected_by_severitycritical 1, high 2, unknown 5
direct_affected_packages1
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 474 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? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

77Good · 4% of overall
How it's scored
45/45Agent instructions — docs/content/docs/guides/agents.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 69 of 81 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.852
agent_instruction_filesdocs/content/docs/guides/agents.md
agent_instruction_max_bytes21,880
How it's scored
12.6/18One-command bootstrap — cmd/dspy-cli/go.mod, go.mod (toolchain convention, no task runner)
22/22Automated tests
11/11Lint / format config — .golangci.yml
11/11Static type checking — Go (statically typed)
10/10Reproducible environment — devcontainer, Dockerfile, lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
8/8Automated maintenance — 19 of the last 100 commits are automated dependency updates
1/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum, package-lock.json
has_dockerfileyes
typed_languageyes
bootstrap_files
has_devcontaineryes
has_linter_configyes
typecheck_configs
agent_commit_share0
toolchain_manifestscmd/dspy-cli/go.mod, go.mod
dependency_bot_commit_share0.19
How it's scored
45/45Type-checkable code — Go (statically typed)
54.1/55Manageable file sizes — 8/487 source files over 60KB
Inputs used
primary_languageGo
largest_source_bytes224,004
source_files_sampled487
oversized_source_files8
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — examples, samples
Inputs used
example_dirsexamples, samples
has_mcp_signalno
api_schema_files

Key facts

192GitHub stars
4contributors
305commits, last 12 months
1days since last push
31releases
1bus factor
0open issues
Go, npmpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

More detail

Star and fork history 0 ★ / 17 ⇿
0Stars
17Forks
28Releases

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

0481216201712025-032025-112026-07
Major 0Minor 15Patch 13

Each point covers 2 days.

OpenSSF Scorecard 4.6 / 10
4.6aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-31 01:42 UTC

9Binary-Artifactsbinaries present in source code
n/aBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests2 out of 2 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/29 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
2Vulnerabilities8 existing vulnerabilities detected
Direct dependencies 11
RegistryPackageVersion constraintManifest
Gogithub.com/XiaoConstantine/mcp-gov0.3.1go.mod
Gogithub.com/anthropics/anthropic-sdk-gov1.38.0go.mod
Gogithub.com/apache/arrow/go/v13v13.0.0go.mod
Gogithub.com/go-playground/validator/v10v10.30.3go.mod
Gogithub.com/google/uuidv1.6.0go.mod
Gogithub.com/mattn/go-sqlite3v1.14.49go.mod
Gogithub.com/sourcegraph/concv0.3.0go.mod
Gogithub.com/stretchr/testifyv1.11.1go.mod
Gogithub.com/traefik/yaegiv0.16.1go.mod
Gogolang.org/x/textv0.40.0go.mod
Gogopkg.in/yaml.v3v3.0.1go.mod
All dependencies 474

Full resolved dependency set from the GitHub dependency graph: 14 direct and 460 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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Gogithub.com/go-playground/validator/v10v10.30.2direct
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Gogithub.com/google/uuidv1.6.0direct
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Gogithub.com/bahlo/generic-list-gov0.2.0indirect
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Dependency advisories 8

This repository publishes no package the index resolves, so its own dependency graph was assessed — 474 packages, which also include development and test pins that never ship: 8 carry known advisories, of which 1 are direct.

PackageVersionRelationSeverityAdvisoriesFixed in
google.golang.org/grpcv1.79.3indirectcritical21.82.1
brace-expansion1.1.13indirecthigh25.0.8
postcss8.5.12indirecthigh18.5.18
golang.org/x/textv0.37.0directunknown10.39.0
github.com/klauspost/compressv1.18.0indirectunknown11.18.7
golang.org/x/cryptov0.52.0indirectunknown1
golang.org/x/cryptov0.53.0indirectunknown1
golang.org/x/netv0.55.0indirectunknown10.56.0

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
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        },
        {
          "oid": "61b5444176cce16ab26dc8e55b10cc365760446b",
          "body": null,
          "is_bot": false,
          "headline": "refactor(react): remove legacy native state propagation",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-24T02:23:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "63fb4ee8be64af921883bbb835b05ee4f44ba630",
          "body": null,
          "is_bot": false,
          "headline": "docs(agents): add typed execution migration guide",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-24T02:15:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "58d9fe4deda1cf66f75fdcc1eead9478b48d4101",
          "body": null,
          "is_bot": false,
          "headline": "refactor(native): remove duplicate trace model",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-24T02:15:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b41a2b1a3e3a0c641cee509bd1ec57131571635d",
          "body": null,
          "is_bot": false,
          "headline": "refactor(react): remove legacy native interceptor path",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-24T01:52:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b78facc93ce5170e2b0b77e2ddb89213b03e2de0",
          "body": null,
          "is_bot": false,
          "headline": "refactor(agents): remove legacy execution events",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-24T01:49:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "58abb1a5427f660d10906700c694c8d2c9358697",
          "body": null,
          "is_bot": false,
          "headline": "refactor(native): remove legacy session notifications",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-24T01:35:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e2c571a6271dd2c1dc31a266d01d6adebcd1f661",
          "body": null,
          "is_bot": false,
          "headline": "test(native): migrate session event consumers",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-24T01:28:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d843d8c8ca2e8106f9f08936348eadbdb64c0477",
          "body": null,
          "is_bot": false,
          "headline": "feat(native): add typed session lifecycle sink",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-24T01:20:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "61714f755af2756373ab51a711033ee33aa81e2c",
          "body": null,
          "is_bot": false,
          "headline": "feat(native): add typed execution event sink",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-24T00:54:54Z",
          "body_truncated": false,
          "is_coding_agent": false
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          "oid": "cbe0d948b1e5e29c58b6c56ce0a68ab6f8e8e601",
          "body": null,
          "is_bot": false,
          "headline": "refactor(react): route native tools through shared loop",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-24T00:34:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "81c352d5bc4f28df41d81f2c3621af3e5ba810d1",
          "body": null,
          "is_bot": false,
          "headline": "feat(agents): add typed composition contracts",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-23T23:06:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba68d668482fe4ba25ccad17f445d2fc6b3fd14f",
          "body": null,
          "is_bot": false,
          "headline": "refactor(agents): derive traces and sessions from events",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-23T21:35:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a76a71141f069e80f3daf37d10270fd0eed567f",
          "body": null,
          "is_bot": false,
          "headline": "feat(agents): add reusable stateful harness",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-23T20:26:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "94ffe5b16027a7c8bbc7f862c473e3246f35b323",
          "body": null,
          "is_bot": false,
          "headline": "refactor(native): delegate execution to shared loop",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-23T19:34:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe94a3539897e06678e7860f4098c61eab2aab8f",
          "body": null,
          "is_bot": false,
          "headline": "feat(agents): implement sequential run loop",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-23T18:29:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7295ea6562da7cc35c4839f41c8454fd82dae778",
          "body": null,
          "is_bot": false,
          "headline": "feat(agents): add typed execution events",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-23T17:57:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "89062b21c424b3ee9a880fea02ba95599b75e2f8",
          "body": null,
          "is_bot": false,
          "headline": "feat(agents): add typed model adapter",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-23T17:13:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "759d0ffbb6f6d9465f6d14cb0d419e625154563e",
          "body": null,
          "is_bot": false,
          "headline": "refactor(agents): canonicalize message tool results",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-23T14:54:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1d059480049e62e2addb832b396823db5044a774",
          "body": null,
          "is_bot": false,
          "headline": "docs(agents): record reusable loop architecture",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-23T13:52:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "87cb50fa0611ef8a3905494c8b16fb0aab7666d3",
          "body": null,
          "is_bot": false,
          "headline": "fix: address concurrency and optimizer review findings",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T22:26:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c61b2c85af1a6a9fbe1b45ce93ff78f8b020acef",
          "body": "…-panic paths with errors\n\nrunOptimizationLoop initialized bestScore to zero, so metrics that\nyield only negative scores never selected any candidate. It now starts\nat -Inf so the first successful trial is always accepted.\n\nTeacher and instruction-generation paths dereferenced models and\nasserted pr\n[…]\n, and nil models\nreturn descriptive errors.\n\nTestMIPRO panicked on main at the nil teacherStudent; the previously\nunreachable subtests now run, with mocks injected where the flow needs\nworking models.",
          "is_bot": false,
          "headline": "fix(optimizers/mipro): accept negative-metric candidates; replace nil…",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6561ccace7ee68b5842758af1c780fb720baa73c",
          "body": "Update, Reset, and Merge invoked watcher callbacks while holding the\nwrite lock, so any watcher calling Get (read lock) deadlocked. Watchers\nare now notified after the lock is released, with the config value that\nwas just installed. Import also notified with an unsynchronized re-read\nof m.config; it\n[…]\ng, letting the updater race them; it now deep-copies via\nthe same YAML round trip as Clone (extracted as cloneConfig).\n\nAdded a watcher-calls-Get deadlock regression test and an Update\ndeep-copy test.",
          "is_bot": false,
          "headline": "fix(config): notify watchers outside the lock; deep-copy in Update",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0eb036d4b198db0f17e03eb85a769915ea5c6559",
          "body": "…tories after close\n\nClose previously closed the done channel unconditionally, so a second\ncall panicked. EndTrajectory could also enqueue onto trajectoryQueue\nafter the worker had drained and exited, silently losing work.\n\nClose is now guarded by sync.Once, and enqueues hold a read lock that\nClose \n[…]\n worker: anything queued before close\nis flushed, and EndTrajectory after close falls back to synchronous\nprocessing. Added idempotent-close, end-after-close, and concurrent\nclose/producer race tests.",
          "is_bot": false,
          "headline": "fix(agents/ace): make Manager.Close idempotent and stop losing trajec…",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1614068e412f277cb8965cb3d6ba59a48885a022",
          "body": "Three related bugs in ParallelWorkflow.Execute:\n\n- The deferred non-blocking semaphore drain ran on every exit path,\n  including goroutines that never acquired a permit (pre-acquire\n  cancellation, acquire timeout), stealing permits held by running\n  steps and breaking the concurrency bound. Release\n[…]\nd: a send on closed channel panic. wg.Done is now a separate defer\n  registered first (runs last).\n\nAlso uses the goroutine parameter s instead of reaching for the loop\nvariable. go test -race passes.",
          "is_bot": false,
          "headline": "fix(workflows): parallel semaphore correctness",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "adc9b2af38f4e0ef77c6aa9ff79b9f886174811b",
          "body": "…Close\n\nMemoryCache stored the caller's []byte on Set and returned the backing\narray on Get, so callers could mutate cached data (and race with other\nreaders). Clone at both boundaries with bytes.Clone.\n\nReplacing an existing entry with a larger value adjusted accounting but\nnever evicted, letting a\n[…]\nseChan\nunconditionally and panicked on a second call; guard with sync.Once\n(SQLiteCache caches its db.Close error for repeat calls).\n\nNew ownership/replacement/idempotency tests; go test -race passes.",
          "is_bot": false,
          "headline": "fix(cache): byte-slice ownership, MaxSize on replacement, idempotent …",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bb48533e65bc0d7a0366f3b73934bbf8053bfc9b",
          "body": "Three unguarded read paths that race with their locked writers and can\npanic with concurrent map read/write:\n\n- interceptors.AuthorizationInterceptor: SetPolicy wrote the policies\n  map while module/agent/tool interceptors read it unlocked. Add an\n  RWMutex and a getPolicy helper used by all three.\n\n[…]\nansformers unlocked while\n  AddFilter/AddTransformer append under eb.mu. Snapshot both slices\n  under RLock and run user callbacks with the lock released.\n\ngo test -race passes for all three packages.",
          "is_bot": false,
          "headline": "fix: guard shared state that was written under lock but read without one",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bc4edc8df1f2c0dfa7ffdbbcb58bb8f4866d63af",
          "body": "reflect.TypeOf returns nil for an untyped nil stored in the map, so\ncalling Kind() panicked. Treat nil actual as a match only when the\nexpected value is also nil. Adds table cases for both nil paths.",
          "is_bot": false,
          "headline": "fix(metrics): AnyMatch no longer panics on nil actual values",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4e92cef89a594d34d30aeeb3479e9297d469646e",
          "body": "…f nil, nil\n\nCreateEmbedding and CreateEmbeddings returned (nil, nil), falsely\nsatisfying the embedding contract: callers trusting a nil error would\ndereference the nil result and panic. Return an\nerrors.UnsupportedOperation like the other providers do for\nunsupported capabilities (ollama, llamacpp), and update the test to\nassert the error code.",
          "is_bot": false,
          "headline": "fix(llms): Anthropic embeddings return UnsupportedOperation instead o…",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "03eb84b0074d7c99eb35f0d1eebb7208fb6c2fa4",
          "body": "Follow-up to the any sweep (e57210d), from codex review: the\nmap[string]any -> map[string]interface{} conversion loops in\nworkflows/advanced.go and reactive_test.go became identity copies, and\nan example comment still referenced interface{}. Remove the loops and\nreword/remove the comments. Workflow tests pass.",
          "is_bot": false,
          "headline": "refactor: drop identity map copies and stale interface{} comments",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79ecfd3cc8f9083e6aa821077ed6988ca8d1a9a9",
          "body": "… HOME\n\ndownloadDataset wrote straight to the final cache path, so an\ninterrupted download left a partial file that every later EnsureDataset\ncall treated as a valid cached dataset. Download to a temp file in the\nsame directory and rename into place, and bound the request with a\ncontext timeout inst\n[…]\nther errors.\n\nTestEnsureDataset derived the cache dir from the real user home and\nos.RemoveAll'd it, destroying the developer's actual dataset cache on\nevery run; point HOME at t.TempDir via t.Setenv.",
          "is_bot": false,
          "headline": "fix(datasets): atomic downloads, correct stat handling, isolated test…",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c2ef8f1d3187fac5c9c8f64fd08f535ac41e61ad",
          "body": "…w chunk handling\n\nLoadGSM8K called log.Fatalf on open/schema/read failures, terminating\nthe host application from library code, and always read rows through\nChunk(0) even though the row index spans the whole table - a\nmulti-chunk parquet table would return wrong data or panic. It also\nignored the S\n[…]\nhelper that\n  iterates every chunk\n- drop the fmt.Println debug noise\n\nLoadHotpotQA leaked its file descriptor (os.Open without Close) and\nprinted errors to stdout; use os.ReadFile and wrapped errors.",
          "is_bot": false,
          "headline": "fix(datasets): return errors instead of killing the process; fix Arro…",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "25b0044cc99737819166212b5777bc52eaab1d74",
          "body": "NewSQLiteStore appended ?cache=shared&mode=memory to every DSN, so a\ncaller passing a filesystem path silently got an in-memory database\nand lost all data on close. Only apply the shared-cache in-memory DSN\nfor \":memory:\"; open file paths as regular databases.\n\nAlso:\n- StoreWithTTL upsert now refres\n[…]\n- Store upsert clears expires_at, so a plain overwrite is durable\n- close the DB handle when schema init fails in the constructor\n\nAdds reopen-persistence, TTL-refresh, and TTL-clear regression tests.",
          "is_bot": false,
          "headline": "fix(agents/memory): make file-backed SQLite stores actually persist",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a75b4863a1221641483f2bd19ef056dde87d3f43",
          "body": "Mechanical sweep via gofmt -r 'interface{} -> any'. No behavior change;\nany has been the idiomatic spelling since Go 1.18 and the repo targets\nGo 1.25. 281 files, both root and cmd/dspy-cli modules build clean and\nall package tests pass.",
          "is_bot": false,
          "headline": "refactor: replace interface{} with any across the repo",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "225500eeb7a83dd9d8810e1274b8cc0b6ee6dd27",
          "body": "… to 10.30.3 (#331)\n\nbuild(deps): bump github.com/go-playground/validator/v10\n\nBumps [github.com/go-playground/validator/v10](https://github.com/go-playground/validator) from 10.30.2 to 10.30.3.\n- [Release notes](https://github.com/go-playground/validator/releases)\n- [Commits](https://github.com/go-\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump github.com/go-playground/validator/v10 from 10.30.2…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T20:29:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c056ad124f0cf310f847de105b103c7747881e52",
          "body": "Bumps [actions/setup-node](https://github.com/actions/setup-node) from 6 to 7.\n- [Release notes](https://github.com/actions/setup-node/releases)\n- [Commits](https://github.com/actions/setup-node/compare/v6...v7)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-node\n  dependency-version: '\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump actions/setup-node from 6 to 7 (#328)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T14:55:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8cb8c3ae2c675a96790f75a639bcfb3fab904729",
          "body": "Bumps [actions/setup-go](https://github.com/actions/setup-go) from 6 to 7.\n- [Release notes](https://github.com/actions/setup-go/releases)\n- [Commits](https://github.com/actions/setup-go/compare/v6...v7)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-go\n  dependency-version: '7'\n  depen\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump actions/setup-go from 6 to 7 (#329)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T14:55:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a5cc5cf63f8564fa4a92f575461429a88f56084d",
          "body": "… (#327)\n\nBumps [github.com/mattn/go-sqlite3](https://github.com/mattn/go-sqlite3) from 1.14.44 to 1.14.48.\n- [Release notes](https://github.com/mattn/go-sqlite3/releases)\n- [Commits](https://github.com/mattn/go-sqlite3/compare/v1.14.44...v1.14.48)\n\n---\nupdated-dependencies:\n- dependency-name: githu\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump github.com/mattn/go-sqlite3 from 1.14.44 to 1.14.48…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T14:51:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "66a37f288cf1d539c9a6b1bb09a7d2f60c676c2b",
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                "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": 58,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 15,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 4,
              "top_contributor_share": 0.993
            },
            "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 99% of commits",
                "points": 0.2,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 99
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "4 contributors",
                "points": 5.4,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 76,
            "inputs": {
              "merged_prs": 202,
              "open_issues": 0,
              "closed_issues": 82,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
              "prs_merged_30d": null,
              "prs_decided_30d": null,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 51,
              "first_time_authors_30d": null,
              "first_time_prs_merged_30d": null,
              "first_time_prs_decided_30d": null
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 42,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "202/253 decided PRs merged",
                "points": 24,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 202,
                      "decided": 253
                    }
                  }
                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_newcomer_prs",
                    "params": {
                      "days": 30
                    }
                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/29 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "followers": 61,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "XiaoConstantine",
              "public_repos": 137,
              "account_age_days": 4975
            },
            "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": "61 followers of XiaoConstantine",
                "points": 12.9,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 61,
                      "login": "XiaoConstantine"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "137 public repos, account ~13 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 137
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 13
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "github.com/XiaoConstantine/dspy-go"
              ],
              "ecosystems": "go",
              "any_deprecated": false,
              "min_days_since_publish": 6
            },
            "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 6 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 6
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "116 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 116
                    }
                  }
                ],
                "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": 92,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "exceptional",
            "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": "5 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "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": ".golangci.yml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
                    }
                  }
                ],
                "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": "2 out of 2 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "golang",
                "agent-framework",
                "llms",
                "agents",
                "ai",
                "dspy",
                "workflows"
              ],
              "has_wiki": false,
              "homepage": "https://xiaoconstantine.github.io/dspy-go/",
              "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": "https://xiaoconstantine.github.io/dspy-go/",
                "points": 15,
                "status": "met",
                "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": "7 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "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": 55,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "weak",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 46,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 4.6
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "binaries present in source code",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "2 out of 2 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 0/29 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 1",
                "points": 0.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "8 existing vulnerabilities detected",
                "points": 1.5,
                "status": "partial",
                "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. Remaining weights renormalized. Matched 474 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"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 474
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 89,
            "inputs": {
              "source": "osv",
              "advisories": 10,
              "affected_packages": 8,
              "assessed_packages": 474,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 1, high 2, unknown 5",
              "direct_affected_packages": 1
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "1 affected: golang.org/x/text v0.37.0 (unknown)",
                "points": 26.6,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 1,
                      "packages": "golang.org/x/text v0.37.0 (unknown)"
                    }
                  }
                ],
                "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 has been public longer than 90 days",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "advisories_none_stale",
                    "params": {
                      "days": 90
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 474,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 6
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "good",
        "name": "AI Readiness",
        "value": 77,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.852,
              "agent_instruction_files": [
                "docs/content/docs/guides/agents.md"
              ],
              "agent_instruction_max_bytes": 21880
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "docs/content/docs/guides/agents.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/content/docs/guides/agents.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": "69 of 81 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 69,
                      "sampled": 81
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 76,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum",
                "package-lock.json"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [],
              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "cmd/dspy-cli/go.mod",
                "go.mod"
              ],
              "dependency_bot_commit_share": 0.19
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "cmd/dspy-cli/go.mod, go.mod (toolchain convention, no task runner)",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "toolchain_convention",
                    "params": {
                      "files": "cmd/dspy-cli/go.mod, go.mod"
                    }
                  }
                ],
                "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": ".golangci.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "devcontainer, Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "devcontainer, Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "19 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 19,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 1",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "exceptional",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 99,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 224004,
              "source_files_sampled": 487,
              "oversized_source_files": 8
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "8/487 source files over 60KB",
                "points": 54.1,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 487,
                      "oversized": 8
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "weak",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "samples"
              ],
              "has_mcp_signal": false,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, samples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, samples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [
        "library"
      ],
      "scores": {
        "library": 6,
        "framework": 2
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:go",
          "weight": 6
        },
        {
          "tier": "tags",
          "label": "framework",
          "source": "tag:agent-framework",
          "weight": 2
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": true
    },
    "metrics_version": "2.3.1"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-31T01:42:34.760040Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/x/XiaoConstantine/dspy-go.svg",
  "full_name": "XiaoConstantine/dspy-go",
  "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 v2.3.1, schema v0.27.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statisticsGo.