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"body": "…先 (#68)\n\n* feat(mcpserver): return Slack URL fetches directly without document search\n\nWhen a Slack permalink resolves, skip hybrid document search and return\nreferenced_slack_urls with thread replies first so MCP clients prioritize\nthe referenced conversation over unrelated document hits.\n\n* docs: add PR description for Slack URL direct fetch\n\n* fix(mcpserver): address Slack direct fetch review feedback\n\n* fix(mcpserver): preserve direct fetch enrichments",
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"is_bot": false,
"headline": "feat: add MCP client config support (#64)",
"author_name": "Hasegawa Takuya",
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"headline": "feat(slacksearch): support assistant search action tokens (#63)",
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"is_bot": false,
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"headline": "feat(release): add MCPB quick-start guide to release notes header",
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"is_bot": false,
"headline": "feat: add author metadata support and improve CSV/vectorize pipeline …",
"author_name": "Hasegawa Takuya",
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{
"oid": "2d6098ce0d9571a5fe9c933786dc895d2f4b8b16",
"body": "* feat(pdf): add OCR prompt composition and file loading helpers with tests\n\n* docs: add ocr-prompt-template.md and gitignore ocr-prompt.md\n\n* feat(pdf): wire custom prompt into Bedrock and Gemini OCR clients\n\n* feat(vectorize): add --ocr-prompt-file flag for custom OCR prompt\n\n* feat(ingestion): ad\n[…]\ndisplay metadata alongside vector keys\n- Add unit tests for secret field parsing, propagation, and reader output\n\n* docs: document --ocr-prompt-file usage, secret field, and custom OCR prompt examples",
"is_bot": false,
"headline": "feat: add custom OCR prompt support and secret metadata field (#58)",
"author_name": "Hasegawa Takuya",
"author_login": "rluisr",
"committed_at": "2026-04-03T10:23:04Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "ea7317d742646840df2ea3bf9aa31193fb785490",
"body": "* fix(ingestion): preserve PDF bytes for S3 vectorization\n\nUltraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-openagent)\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>\n\n* fix(terraform): install kuromoji plugin during ragent init\n\nUltraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-openagent)\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>\n\n---------\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>",
"is_bot": false,
"headline": "Fix S3 PDF ingestion and install kuromoji during ragent init (#57)",
"author_name": "Hasegawa Takuya",
"author_login": "rluisr",
"committed_at": "2026-04-02T10:59:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a5413b2eeedc5954416af39a469d7bb55c47f895",
"body": null,
"is_bot": false,
"headline": "refactor(ragent): use correct shell variable expansion in init script",
"author_name": "rluisr",
"author_login": "rluisr",
"committed_at": "2026-03-31T13:06:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e951e4ad2eef983188c21236bc28a4b80c263613",
"body": null,
"is_bot": false,
"headline": "fix(terraform): exclude minimal AMI from AL2023 AMI filter",
"author_name": "rluisr",
"author_login": "rluisr",
"committed_at": "2026-03-31T12:42:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "63708c8b915d808cfcf233edfb5b2c5d652c8a6e",
"body": null,
"is_bot": false,
"headline": "build(terraform): add create_before_destroy to security groups",
"author_name": "rluisr",
"author_login": "rluisr",
"committed_at": "2026-03-31T10:39:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c1ff0caace893ec3017a1ad2b26b88ebd40f55e7",
"body": "…ort (#56)",
"is_bot": false,
"headline": "refactor(terraform): add name_prefix variable for multi-instance supp…",
"author_name": "Hasegawa Takuya",
"author_login": "rluisr",
"committed_at": "2026-03-31T08:33:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "afc95c1cdd5b2b7605ac3a1b433181340ed9a651",
"body": "…nit customization (#55)\n\nAllow consumers to override systemd service units via standard drop-in\nfiles without forking the module. Overrides are written to\n/etc/systemd/system/<service>.service.d/override.conf during cloud-init.\n\nAlso fix pre-existing test failures caused by missing required\ncertificate_arn variable in all test files.",
"is_bot": false,
"headline": "feat(terraform): add systemd_service_overrides variable for drop-in u…",
"author_name": "Hasegawa Takuya",
"author_login": "rluisr",
"committed_at": "2026-03-25T09:14:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dbd4edf2355b52a4768bff4d707b597bcea16f92",
"body": null,
"is_bot": false,
"headline": "refactor(aws/ragent): improve EC2 instance configuration",
"author_name": "rluisr",
"author_login": "rluisr",
"committed_at": "2026-03-24T17:06:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b0fa012e78f7517ad98a3caf90762e1ecbf348bf",
"body": "Add Terraform example for deploying RAGent on EC2 with full configuration including VPC, security groups, and instance setup. Update .gitignore to exclude .terraform directories and binary artifacts.",
"is_bot": false,
"headline": "feat(terraform): add RAGent EC2 complete example",
"author_name": "rluisr",
"author_login": "rluisr",
"committed_at": "2026-03-24T16:58:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ed8bcd920ad9c33d2890448d599052ee0261d315",
"body": "The .gitignore rule 'ragent*' was too broad, causing ragent-init.sh.tpl\nand ragent-init.service.tpl to be excluded from the repository while\nec2.tf references them via templatefile(). Changed the rule to '/ragent'\nto only ignore the binary at the project root.",
"is_bot": false,
"headline": "fix(terraform): add missing ragent-init templates excluded by gitignore",
"author_name": "rluisr",
"author_login": "rluisr",
"committed_at": "2026-03-24T16:18:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f768c127756e0e930cae07eb220fbc72b8b7c2f3",
"body": "…iggers (#54)",
"is_bot": false,
"headline": "feat(slacksearch): add EscapeSlackMentions to prevent notification tr…",
"author_name": "Hasegawa Takuya",
"author_login": "rluisr",
"committed_at": "2026-03-19T07:09:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7da374a62ef37cf48b1286d0fc1f84b58e3b3167",
"body": "Add Terraform module and examples deploying RAGent on AWS:\n- EC2 + S3 Vectors deployment example\n- EC2 + SQLite deployment example\n- Fargate + S3 Vectors deployment example\n- Module supports ALB, IAM, OpenSearch, S3 Vectors, Secrets Manager\n- Include Terraform tests for validation\n\nAlso update AGENTS.md with terraform instructions and add\nsecret-template.json for environment variable management.",
"is_bot": false,
"headline": "feat(terraform): add AWS deployment module for RAGent (#53)",
"author_name": "Hasegawa Takuya",
"author_login": "rluisr",
"committed_at": "2026-03-18T14:10:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6d61eb4567c39dc8035881639669221f74537045",
"body": null,
"is_bot": false,
"headline": "feat(webui): inject 'secret: true' into markdown front matter",
"author_name": "rluisr",
"author_login": "rluisr",
"committed_at": "2026-03-17T16:59:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2275c9c4f0b688a129cf8c6c7425d8d924e207f7",
"body": "…#52)\n\n* feat(slacksearch): add explicit control directives for Slack search\n\nAdd support for explicit Slack search control via natural language directives\nin user queries. Users can now specify 'Slack検索を利用せず' / 'without slack search'\nto disable Slack search, or 'Slack検索を利用して' / 'with slack search' \n[…]\nm YAML frontmatter\n(bool and string values) and include it in reserved fields list.\nAlso increase E2E matrix index creation retries (5→10, 3s→5s) to\nreduce flaky failures from slow OpenSearch startup.",
"is_bot": false,
"headline": "feat(slacksearch): add explicit control directives for Slack search (…",
"author_name": "Hasegawa Takuya",
"author_login": "rluisr",
"committed_at": "2026-03-17T15:27:33Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "e6ecfc8be7fad1d47deaf96564ee57aa03184cf9",
"body": null,
"is_bot": false,
"headline": "fix(oidc_auth): clarify transport option in add command",
"author_name": "rluisr",
"author_login": "rluisr",
"committed_at": "2026-03-17T14:25:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1717b9b9f20edab0030bff1f0bc437594ab72e8c",
"body": null,
"is_bot": false,
"headline": "feat(webui): add static asset cache-busting with content hash (#51)",
"author_name": "Hasegawa Takuya",
"author_login": "rluisr",
"committed_at": "2026-03-17T11:10:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e7c4072bbca4c0b58c709f884917af8d58a0f146",
"body": null,
"is_bot": false,
"headline": "feat(auth): enrich bypass requests with OIDC token info",
"author_name": "rluisr",
"author_login": "rluisr",
"committed_at": "2026-03-17T09:15:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "44d40e25998365caaaaf3833cc5987412641f329",
"body": "…#50)\n\n* feat(webui): add upload secret metadata and refactor dashboard deps\n\n- Add Secret field to DocumentMetadata for marking sensitive uploads\n- Implement applyUploadSecretMetadata helper for upload source type\n- Add secret checkbox to WebUI upload form with CSRF protection\n- Propagate secret me\n[…]\nmically\nmaps it as text type. Term queries require exact match on keyword fields,\ncausing zero results. Category is explicitly mapped as keyword in the\nindex, ensuring the term filter works correctly.",
"is_bot": false,
"headline": "feat(webui): add upload secret metadata and refactor dashboard deps (…",
"author_name": "Hasegawa Takuya",
"author_login": "rluisr",
"committed_at": "2026-03-17T08:42:31Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "c1edf4117b319fe230272b75f8ed23c6abd0f581",
"body": "* feat(webui): add dashboard file upload feature\n\n- Add UploadResult, UploadResponse types and upload constants to types.go\n- Implement POST /api/upload handler with multipart processing\n- Add sanitizeFilename, isAllowedExtension helpers\n- Add vectorizeUploadedFiles for targeted vectorization (no Sc\n[…]\ngo\n\nUltraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-opencode)\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>\n\n---------\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>",
"is_bot": false,
"headline": "refactor: vertical slice architecture (#49)",
"author_name": "Hasegawa Takuya",
"author_login": "rluisr",
"committed_at": "2026-03-16T15:28:00Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "f8ef32ff97cd594516d700d1ec247b7f310e1e50",
"body": "GITHUB_TOKEN (github-actions[bot]) cannot approve environment\ndeployments because it is not a required reviewer on the e2e-test\nenvironment. Use PAT_TOKEN which authenticates as a reviewer.",
"is_bot": false,
"headline": "fix(ci): use PAT_TOKEN for auto-approve environment deployments",
"author_name": "rluisr",
"author_login": "rluisr",
"committed_at": "2026-03-16T15:21:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5cbf18b047f146541eb78a1a6b02abf2c1c74743",
"body": "GITHUB_TOKEN authenticates as github-actions[bot] which is not\na listed reviewer on the e2e-test environment, so\ncurrent_user_can_approve is always false. Remove the filter and\napprove all pending environment IDs directly.\n\nAlso add early exit when the target E2E run is already\ncompleted/cancelled to avoid 3-min timeout.",
"is_bot": false,
"headline": "fix(ci): remove current_user_can_approve filter from auto-approve",
"author_name": "rluisr",
"author_login": "rluisr",
"committed_at": "2026-03-16T15:14:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9287977e68469748ae977ef3cce1d04b3c0ceb96",
"body": "…-server (#48)\n\n- Extract domain interfaces (FileScanner, Vectorizer) into internal/pkg/domain/\n- Move rate_limit.go and slack_result.go from slackbot to slacksearch package\n- Remove standalone webui command and integrate dashboard into mcp-server\n- Add --enable-dashboard and --dashboard-directory flags to mcp-server\n- Add SearchOptions struct to slacksearch types\n- Consolidate shared types across ingestion, query, and slacksearch packages",
"is_bot": false,
"headline": "refactor: extract domain types and integrate webui dashboard into mcp…",
"author_name": "Hasegawa Takuya",
"author_login": "rluisr",
"committed_at": "2026-03-16T07:35:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a6a9d3e481ef9aefbd9344e0dd50ef4b6e7c322e",
"body": "* feat(slackbot): add progress notification for user actions\n\n* fix: add missing SetAssistantThreadsStatusContext to fakeClient mock\n\n- Add SetAssistantThreadsStatusContext method to fakeClient in contract tests\n- Fixes test compilation error after SlackClient interface was updated\n- Also includes g\n[…]\nved).\n\n* fix(ci): retry approval POST until success or 3 min timeout\n\nMerge GET polling and POST into a single retry loop (36 × 5 s).\nHandles both pending-not-yet-created and POST-422 race conditions.",
"is_bot": false,
"headline": "feat(slackbot): add progress notification for user actions (#47)",
"author_name": "Hasegawa Takuya",
"author_login": "rluisr",
"committed_at": "2026-03-12T11:07:06Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "d3b5fe8db036d0cce4c892e9d76d313f20e91cff",
"body": "* feat(cmd): add --export-eval flags to mcp-server and slack-bot commands\n\n* feat(mcpserver): add eval export to hybrid and slack search handlers\n\n* feat(slackbot): add eval export to search adapters\n\n* feat(ci): add auto-approve workflow for E2E tests\n\n* chore(ci): use ubuntu-slim runner for auto-approve workflow",
"is_bot": false,
"headline": "feat: add --export-eval flags to mcp-server and slack-bot commands (#46)",
"author_name": "Hasegawa Takuya",
"author_login": "rluisr",
"committed_at": "2026-03-11T14:41:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f4a1493ebc9bec4bf70882bedcd9036491f22e34",
"body": "* feat(evalexport): add JSONL eval export to chat and query commands\n\n- Add internal/pkg/evalexport package with EvalRecord types and append-only JSONL writer\n- Add --export-eval / --export-eval-path flags to chat and query commands\n- Integrate export logic into query_command.go runHybridSearch/runO\n[…]\nck to model default\n- Update README.md and README_ja.md with documentation\n\n* fix: resolve lint errors (errcheck, staticcheck, unused)\n\n---------\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>",
"is_bot": false,
"headline": "feat(embedding): add EMBEDDING_DIMENSION config option (#45)",
"author_name": "Hasegawa Takuya",
"author_login": "rluisr",
"committed_at": "2026-03-11T12:28:02Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "4212394b4400ae0e3a32503f80a3c4b58690c03b",
"body": "* feat(evalexport): add JSONL eval export to chat and query commands\n\n- Add internal/pkg/evalexport package with EvalRecord types and append-only JSONL writer\n- Add --export-eval / --export-eval-path flags to chat and query commands\n- Integrate export logic into query_command.go runHybridSearch/runO\n[…]\ner\n\nUltraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-opencode)\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>\n\n---------\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>",
"is_bot": false,
"headline": "feat(evalexport): add JSONL eval export to chat and query commands (#44)",
"author_name": "Hasegawa Takuya",
"author_login": "rluisr",
"committed_at": "2026-03-11T08:14:31Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "088732d231e285a367d536a13250adfecdac562b",
"body": "* feat(ocr): add Vertex AI support for Gemini OCR client\n\nAdd Application Default Credentials (ADC) support for Gemini OCR,\nenabling use of Vertex AI backend alongside existing API key auth.\n\nChanges:\n- Support both API key and ADC authentication methods\n- Add GEMINI_GCP_PROJECT and GEMINI_GCP_LOCAT\n[…]\ngestion): remove unused gemini model test\n\n* feat(lint): add nilaway to CI and linting configuration\n\n* chore: remove nilaway configuration and script\n\n* chore(ci): integrate zizmor into lint workflow",
"is_bot": false,
"headline": "feat(ocr): add Vertex AI support for Gemini OCR client (#43)",
"author_name": "Hasegawa Takuya",
"author_login": "rluisr",
"committed_at": "2026-03-10T12:40:32Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "8165bf3b0d19aada84aa9792c0cce87b797094c5",
"body": null,
"is_bot": false,
"headline": "docs: add AWS Secrets Manager integration guide to README",
"author_name": "rluisr",
"author_login": "rluisr",
"committed_at": "2026-03-09T10:46:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9b622b2f67405095ce665915c6e3a5d1490ac54b",
"body": "…(#42)\n\n* feat(config): add Secrets Manager fallback for env vars\n\n- Add SecretsManagerClient interface and LoadSecretsIntoEnv helper\n- Use sync.Once to ensure SM is fetched at most once per process\n- Existing env vars take priority over SM values (never overwritten)\n- Integrate into Load() and Load\n[…]\nnvironment requirement to allow tests without approval\n\n* fix(config): disable Secrets Manager in config tests to prevent CI failures\n\n* fix(ingestion): add minimum interval validation for follow mode",
"is_bot": false,
"headline": "feat(config): add Secrets Manager fallback for environment variables …",
"author_name": "Hasegawa Takuya",
"author_login": "rluisr",
"committed_at": "2026-03-09T10:40:33Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "a3c2a84bcd3ff68bb34740c6446f78895d8a6347",
"body": "* test: add PDF fixture for OCR E2E tests\n\n* test: add 12-pattern E2E backend matrix tests\n\n* ci: add matrix strategy for E2E backend patterns\n\n* test: fix silent error handling in cleanup helpers\n\n* test: add E2E backend matrix tests for comprehensive coverage\n\n- Add 12-pattern E2E test matrix cove\n[…]\n from struct tag\n\n* refactor(ingestion): update default OCR model ID\n\n* refactor(ingestion/pdf): update default model ID prefix\n\n* fix(ci): add retry to matrix index creation to prevent flaky failures",
"is_bot": false,
"headline": "test: add E2E backend matrix tests for comprehensive coverage (#41)",
"author_name": "Hasegawa Takuya",
"author_login": "rluisr",
"committed_at": "2026-03-07T16:52:47Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "155927d0c91c1658c3b101f38932cbbc3a0baa01",
"body": "* chore(deps): add godotenv for config test helpers\n\nUltraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-opencode)\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>\n\n* feat(bedrock): add bearer token AWS config builder\n\nUltraworked with [Sisyphus](https://github.com/code-yeongyu/o\n[…]\nig\n\nUltraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-opencode)\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>\n\n---------\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>",
"is_bot": false,
"headline": "feat(bedrock): add shared auth config for region and bearer token (#40)",
"author_name": "Hasegawa Takuya",
"author_login": "rluisr",
"committed_at": "2026-03-07T11:28:38Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "589ab2735118ab42414d8873a71e510bfc67260b",
"body": "* refactor(vectorizer): rename S3VectorClient to VectorStore interface\n\n- Rename S3VectorClient -> VectorStore in interfaces.go\n- Rename GetBucketInfo -> GetBackendInfo\n- Add DeleteAllVectors(ctx) (int, error) to VectorStore interface\n- Update all consumers to use VectorStore\n- Add static assertion \n[…]\nhuslabs.ai>\n\n* fix: resolve golangci-lint errors across sqlitevec and pdf packages\n\n* fix: check store.Close error in integration test\n\n---------\n\nCo-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>",
"is_bot": false,
"headline": "feat: add sqlite-vec as alternative vector storage backend (#39)",
"author_name": "Hasegawa Takuya",
"author_login": "rluisr",
"committed_at": "2026-03-07T08:38:40Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "bb99fe4330e3a49e754f714bec16623d054161f0",
"body": null,
"is_bot": false,
"headline": "fix: resolve golangci-lint errors across sqlitevec and pdf packages",
"author_name": "rluisr",
"author_login": "rluisr",
"committed_at": "2026-03-07T08:26:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "365d9cc1e9498c585b7f23f46bdc1db48dd8fcfb",
"body": "- Use modernc.org/sqlite (CGO-free) instead of ncruces WASM\n (ncruces WASM fails with i32.atomic.store incompatibility)\n- Regular TABLE with BLOB embedding storage (no vec0 extension needed)\n vec0 requires C extension which conflicts with CGO-free goal\n- Implement all VectorStore methods:\n StoreVector (float64→float32→BLOB), ValidateAccess,\n ListVectors (with LIKE prefix escaping),\n DeleteVector, DeleteAllVectors, GetBackendInfo\n- 15 tests all passing (TDD)",
"is_bot": false,
"headline": "feat(sqlitevec): implement VectorStore interface for sqlite-vec",
"author_name": "rluisr",
"author_login": "rluisr",
"committed_at": "2026-03-07T07:16:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a1ec79c3c52d77eff109e9b5549a110efc340fb1",
"body": "- Add github.com/ncruces/go-sqlite3 v0.30.5 (WASM SQLite driver)\n- Add github.com/asg017/sqlite-vec-go-bindings v0.1.6\n- Add tools.go to keep deps in go.mod before active imports\n- modernc.org/sqlite remains for hashstore",
"is_bot": false,
"headline": "chore(deps): add ncruces/go-sqlite3 and sqlite-vec-go-bindings",
"author_name": "rluisr",
"author_login": "rluisr",
"committed_at": "2026-03-07T06:54:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
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"detail": "16 out of 16 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 0/30 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": 2.2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5",
"points": 3.8,
"status": "partial",
"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 7",
"points": 3.5,
"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": "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": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "54 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "at_risk",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 123 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": 123
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 31,
"inputs": {
"source": "osv",
"advisories": 89,
"affected_packages": 18,
"assessed_packages": 123,
"unassessed_packages": 0,
"affected_by_severity": "critical 2, high 6, moderate 8, unknown 2",
"direct_affected_packages": 9
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "9 affected: github.com/modelcontextprotocol/go-sdk v0.4.0 (high 8.1), go.opentelemetry.io/otel v1.38.0 (high 7.5), go.opentelemetry.io/otel/sdk v1.38.0 (high 7.0), +6 more",
"points": 5.7,
"status": "partial",
"details": [
{
"code": "advisories_affected",
"params": {
"count": 9,
"packages": "github.com/modelcontextprotocol/go-sdk v0.4.0 (high 8.1), go.opentelemetry.io/otel v1.38.0 (high 7.5), go.opentelemetry.io/otel/sdk v1.38.0 (high 7.0)"
}
},
{
"code": "advisories_affected_more",
"params": {
"count": 6
}
}
],
"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": "8 advisory-carrying package(s) unaddressed past 90 days; oldest published 169 days ago",
"points": 17.5,
"status": "partial",
"details": [
{
"code": "advisories_stale",
"params": {
"days": 90,
"count": 8,
"oldest": 169
}
}
],
"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": 123,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 1
},
"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": "excellent",
"name": "AI Readiness",
"value": 87,
"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": 0.947,
"agent_instruction_files": [
"AGENTS.md"
],
"agent_instruction_max_bytes": 7884
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "AGENTS.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "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": "54 of 57 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 54,
"sampled": 57
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 79,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"go.sum"
],
"has_dockerfile": true,
"typed_language": true,
"bootstrap_files": [
"Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0,
"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": "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": "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": "no agent-authored commits among the last 57",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 57
}
}
],
"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 7",
"points": 7,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "excellent",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"primary_language": "Go",
"largest_source_bytes": 50917,
"source_files_sampled": 305,
"oversized_source_files": 0
},
"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": "0/305 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 305,
"oversized": 0
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "excellent",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"example_dirs": [
"examples"
],
"has_mcp_signal": true,
"api_schema_files": [
"openapi.yaml"
]
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": "openapi.yaml",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "openapi.yaml"
}
}
],
"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": "2026-07-22T19:37:43.883692Z",
"schema_version": "0.26.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/c/ca-srg/ragent.svg",
"full_name": "ca-srg/ragent",
"license_state": "custom",
"license_spdx": null
}