last9/last9-mcp-server має індекс здоров’я 73 зі 100, що відповідає смузі «Добрий». Найвищий показник — Vitality (91/100), найнижчий — Community & Adoption (46/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконують 2 учасники.
73
загалом / 100
Добрий
Індекс здоров'я програмного забезпечення
Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє середнє; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 49 («Під ризиком»). Готовність до ШІ не входить до індексу.
73
Відмінний85-100Зразковий; відповідає практично всім перевіреним критеріям
Добрий70-84Здоровий; незначні прогалини
Помірний50-69Прийнятний, але з помітними прогалинами; рекомендовано перевірку
У зоні ризику30-49Суттєві слабкі місця; впровадження потребує обережності
Критичний1-29Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
Профіль оцінок
Кожна вісь — окрема категорія. Форма важить більше, ніж середнє: здоровий об'єкт заповнює всю фігуру, тоді як профіль із піками та провалами означає, що сила в одному вимірі маскує ризик в іншому.
Прямі залежності без відомих сповіщень — уражено 1: go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp v1.38.0 (moderate 5.3)
0/25
Непрямі залежності без відомих сповіщень — транзитивний набір не відокремлюється від залежностей розробки й тестування в цьому обсязі
35.3/40
Немає задавнених сповіщень — 1 пакет(ів) зі сповіщеннями без реакції понад 90 дн.; найдавніше опубліковано 105 дн. тому
Використані вхідні дані
source
osv
advisories
4
affected_packages
3
assessed_packages
38
unassessed_packages
0
affected_by_severity
moderate 1, unknown 2
direct_affected_packages
1
Виключено з оцінювання (немає даних або не застосовно): Непрямі залежності без відомих сповіщень. Залишкові ваги перенормовано. Звірено 38 резолвлених залежностей із OSV. Цей репозиторій не публікує пакета, який резолвить індекс, тож натомість оцінено граф залежностей репозиторію. Цей граф змішує закріплені версії для розробки й тестування зі справді постачаними залежностями, тож оцінюються лише задекларовані runtime-залежності; транзитивні знахідки подаються як контекст і в оцінку не входять. Досяжність не аналізується.
Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.
Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
Докладніше
Історія зірок і форків 0 ★ / 12 ⇿
0Зірки
12Форки
15Релізи
Коли додано кожну зірку й форк — зібрано з GitHub і згруповано за днями. Кумулятивне зростання розміщено просто над денними додаваннями, з яких воно складається, тож їх видно одне проти одного: рівномірне органічне накопичення виглядає зовсім інакше, ніж різкий короткочасний сплеск. Там, де цю різницю можна виміряти, її подано як автентичність росту.
Мажорні 0Мінорні 5Патчі 10
OpenSSF Scorecard 7.0 / 10
7.0сукупно
Незалежна, не прив'язана до інструментів оцінка безпеки від відкритого проєкту OpenSSF Scorecard. Кожна перевірка винагороджує практику безпеки, а не інструмент конкретного постачальника. Перевірки, які Scorecard не зміг визначити, позначено н/д і виключено з оцінки безпеки (вони ніколи не зараховуються як нуль).Scorecard v5.5.0 · 2026-07-22 20:33 UTC
Повний розв'язаний набір залежностей із графа залежностей GitHub: 16 прямих і 22 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 38 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 3 мають відомі сповіщення, з них 1 прямі.
Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.
Звіт у форматі JSON машиночитний
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"oid": "81d11ef83fdc9d05b12c71d5102f38f054bd4186",
"body": "Bumps [google.golang.org/grpc](https://github.com/grpc/grpc-go) from 1.80.0 to 1.82.1.\n- [Release notes](https://github.com/grpc/grpc-go/releases)\n- [Commits](https://github.com/grpc/grpc-go/compare/v1.80.0...v1.82.1)\n\n---\nupdated-dependencies:\n- dependency-name: google.golang.org/grpc\n dependency-version: 1.82.1\n dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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"headline": "Merge pull request #193 from last9/release/v0.13.0",
"author_name": "Kapil Neurgaonkar",
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"headline": "chore: bump version to 0.13.0",
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{
"oid": "b60a8e59d0b9bc1299e7ff5536936c0980177c6e",
"body": "* Build multi-arch (amd64+arm64) mcp-server image\n\nThe mcp-server image ships single-arch linux/amd64, which forces every\nconsumer onto amd64 nodes. On the credit-euc1-tdp (cpluseuc1) Karpenter\ncluster, whose default nodepools prefer cheaper arm64/Graviton instances,\nthe amd64-only image lands on an\n[…]\n\nruns and reports the injected version.\n\nENG-1528\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "Build multi-arch (amd64+arm64) mcp-server image (#192)",
"author_name": "Kapil Neurgaonkar",
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"body": "Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: bump version to 0.12.0 (#187)",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-07-17T07:15:12Z",
"body_truncated": false,
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},
{
"oid": "c268036554e0b700e002739f90f728a2f2f97496",
"body": "* feat: add APM deviation comparison model\n\n* fix: harden APM deviation domain model\n\n* refactor: make deviation windows cross-platform\n\n* fix: cover APM deviation edge cases\n\n* feat: add APM deviation metric rollups\n\n* fix: correct APM deviation rollup populations\n\n* feat: add APM service deviation\n[…]\nxt) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Cursor <cursoragent@cursor.com>\nCo-authored-by: Faiz Shaikh <faiz@last9.io>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add bounded APM service deviation analysis (#184)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
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"body_truncated": true,
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{
"oid": "4bede92fa462d4aef5cf756a35dbfd3fa58133b9",
"body": "* feat(dashboards): add MCP tools for dashboard snapshots\n\nExpose create/list/get/delete against the v4 /dashboards/snapshots API so agents can use frozen panel data for RCA. Harden error mapping, expires_at units, time_range checks, and response size limits from review.\n\nCo-authored-by: Cursor <cur\n[…]\nxt) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Cursor <cursoragent@cursor.com>\nCo-authored-by: Faiz Shaikh <faiz@last9.io>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(dashboards): add MCP tools for dashboard snapshots (#185)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-07-15T12:51:35Z",
"body_truncated": true,
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{
"oid": "cdf10f16f080120b686f47c590dc091cd4d2b6b3",
"body": "* chore: bump version to 0.11.0\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n* docs: drop specific overcount/fleet stats from changelog\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: release v0.11.0 (#182)",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-07-10T06:15:20Z",
"body_truncated": false,
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},
{
"oid": "ef529d761e61a27b26a8479546ece517962b2498",
"body": "…ttributes_for_pipeline (#181)\n\n* feat(logs): detect logfmt + plaintext-inline Body fields in get_log_attributes_for_pipeline\n\nField discovery only json.Unmarshal'd Body lines, so non-JSON services (the majority of a\nreal fleet — plaintext/logfmt logs) surfaced ZERO body-derived fields even though l\n[…]\ny over inventing a\nBody level parse.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "feat(logs): detect logfmt + plaintext-inline Body fields in get_log_a…",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-07-10T06:01:59Z",
"body_truncated": true,
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},
{
"oid": "5bb52441df577dd3ea72895a8a1a0b378c72a1cf",
"body": "…ing pipeline errors (#180)\n\n* feat(logs): deterministic investigation guardrails — count sanity ratio + self-healing pipeline errors\n\nU3: aggregate/count get_logs responses now carry an l9_sanity block (matched_count,\nservice_log_volume, ratio) comparing the matched count against the service's tota\n[…]\nbaseline PromQL call with a timeout.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "feat(logs): deterministic guardrails — count sanity ratio + self-heal…",
"author_name": "प्रथमेश Sonpatki",
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"committed_at": "2026-07-08T10:41:39Z",
"body_truncated": true,
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{
"oid": "f4e110aea5b85af811f9884e8910684c5b0c17a7",
"body": "…nvestigation guidance in get_logs (#179)\n\n* feat(prompts): conditional STOP in get_exceptions + aggregate-first investigation guidance in get_logs\n\nget_exceptions.md: the unconditional \"STOP — do not call log tools\" misdirected\ninvestigations on log-heavy/severity-less services, where span exceptio\n[…]\nal rows aren't silently dropped, in both get_exceptions.md and\n get_logs.md\n\nCo-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(prompts): conditional STOP in get_exceptions + aggregate-first i…",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-07-08T09:20:12Z",
"body_truncated": true,
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},
{
"oid": "845dd7fea37a019beda9f0311e169b6cc66cb1f8",
"body": "Bump version to 0.10.0, finalize CHANGELOG, and update HTTP curl docs for\nstateless transport.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: release v0.10.0 (#178)",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-07-06T07:29:37Z",
"body_truncated": false,
"is_coding_agent": true
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{
"oid": "958cd18b017c6a6b404dd955d8b8ea9a4ea4c625",
"body": "* fix(apm): remove erroneous 1000x multiplier on DB latency queries\n\nget_databases and get_database_queries multiplied trace_client_duration\nby 1000 in their PromQL latency queries, assuming the metric was stored\nin seconds. It's already in milliseconds — confirmed against apm.go's\nidentical trace_c\n[…]\n177).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Faiz Shaikh <faiz@last9.io>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(apm): remove erroneous 1000x multiplier on DB latency queries (#177)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-07-06T06:19:59Z",
"body_truncated": true,
"is_coding_agent": true
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"oid": "dae74d3e929b822dcd6d4b031085e5fdc4dc6f2b",
"body": "* refactor(get_service_logs): rename service -> required service_name (ENG-1317)\n\n* docs(get_service_logs): sync description examples to service_name (ENG-1317)\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n* docs(get_service_logs): fix remaining service param ref in descrip\n[…]\nice_name reaches match query\n\n* test(get_service_environments): set TokenManager in cfg — fix nil-panic in prior commit\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "refactor: normalize tool parameter naming to canonical names (#176)",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-07-03T13:17:20Z",
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"oid": "cddb2111bcc91004c872747a58fa4a9bb9e4e353",
"body": "Bumps [golang.org/x/net](https://github.com/golang/net) from 0.52.0 to 0.55.0.\n- [Commits](https://github.com/golang/net/compare/v0.52.0...v0.55.0)\n\n---\nupdated-dependencies:\n- dependency-name: golang.org/x/net\n dependency-version: 0.55.0\n dependency-type: indirect\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": "chore(deps): bump golang.org/x/net from 0.52.0 to 0.55.0 (#175)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-07-02T18:05:19Z",
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{
"oid": "184955f15ab9c2801278e5f6cb79994ccc8e3882",
"body": "…-mismatch-recovery-via-go-sdk-v150\n\nfix: adopt MCP-spec param-mismatch recovery via go-sdk v1.5.0 (isError channel)",
"is_bot": false,
"headline": "Merge pull request #173 from last9/faiz/eng-1319-adopt-mcp-spec-param…",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-07-02T12:56:13Z",
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{
"oid": "7da13b249f6dc8b95aa52362ec916f770b9eed8f",
"body": "…dler\n\nfix(mcp): stateless Streamable HTTP handler for multi-replica safety",
"is_bot": false,
"headline": "Merge pull request #174 from last9/release-eng-1388-mcp-stateless-han…",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-07-02T10:53:53Z",
"body_truncated": false,
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"oid": "27e15348d7330515ce9f4129e84edc936ca108ed",
"body": "Extract the Streamable HTTP handler construction into\nnewStatelessStreamableHandler and add TestStatelessStreamableHandler:\nit asserts a request carrying an unknown Mcp-Session-Id returns 200\n(not 404 \"session not found\") and that GET returns 405 in stateless\nmode. A regression back to stateful (opt\n[…]\nLOG [Unreleased] entry documenting the transport-contract\nchange (no Mcp-Session-Id validation; GET /mcp -> 405). No version bump.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "test(mcp): cover stateless handler + document transport change",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-07-02T09:55:38Z",
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"oid": "332becdc02345a0f24508dedfb57b569644b8a05",
"body": "…lica safety\n\nSession state was held per-instance in memory (Stateless=false), so running\nmore than one replica behind a load balancer caused intermittent\n404 \"session not found\" when a follow-up request (tools/list, tools/call) was\nrouted to a different instance than the one that handled initialize\n[…]\nicient; this enables safe horizontal scaling. Verified with\ngo build, go vet, and `dump-tools` (full tool list served, unchanged).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(mcp): run Streamable HTTP handler in stateless mode for multi-rep…",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-07-01T15:08:42Z",
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"oid": "93f0102e7c72c7775d8701cf7259a497a24f1eeb",
"body": "…(#172)\n\nA single-condition trace filter was emitted without the required $and\nwrapper, e.g. {\"$eq\": [\"SpanKind\", \"SPAN_KIND_INTERNAL\"]} instead of\n{\"$and\": [{\"$eq\": [\"SpanKind\", \"SPAN_KIND_INTERNAL\"]}]}. Caught by the\nmcp-evals tq-009 server-mode case.\n\nTwo complementary fixes:\n\n- get_traces.md: Ex\n[…]\nerInAnd (6 cases);\nfull trace_query eval suite 22/22; go build/gofmt clean.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: प्रथमेश Sonpatki <csonpatki@gmail.com>",
"is_bot": false,
"headline": "fix(traces): always wrap single-condition filters in $and (ENG-1202) …",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-06-30T05:55:28Z",
"body_truncated": true,
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"oid": "88cc39ed5363ac5b06f76604f25e4bfdabfd9747",
"body": "The get_alerts description stated the valid window range (1-3600) but never\ntold the model to clamp when the user asks for a longer period. The model\ntherefore emitted raw computed seconds (e.g. 5400 for \"90 minutes\", 7200 for\n\"2 hours\"), which the server hard-rejects at internal/alerting/alerts.go:\n[…]\n File bytes (tab indent, single trailing newline) preserved\nper AGENTS.md so the dump-tools snapshot stays stable.\n\nFixes ENG-1201\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(get_alerts): add explicit window cap-at-3600 guidance (#171)",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-06-30T05:39:59Z",
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"oid": "db4d3f2731fea9bc0fce40d127e2bd38bfeecf81",
"body": "Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: release v0.9.0 (#169)",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-06-25T06:00:47Z",
"body_truncated": false,
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"oid": "b39d255b6420da5ed6c9bc84434028951e2be003",
"body": "…down (ENG-1339) (#165)\n\n* feat(tools): tolerate LLM param-name mismatches with aliases and error hints\n\nCursor agents were observed calling prometheus_label_values with \"match\"\n(the canonical Prometheus name) instead of \"match_query\", and\nget_service_summary with \"service\" which declared no service\n[…]\nns so served text matches main\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>\nCo-authored-by: Faiz Shaikh <faiz@last9.io>",
"is_bot": false,
"headline": "refactor(prompts): standardize all tool descriptions as embedded mark…",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-06-24T09:33:51Z",
"body_truncated": true,
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{
"oid": "74a0b8c5aa0733347aa956f6a8bd35f1d190f8dd",
"body": "* feat: dump-tools subcommand for credential-free tool snapshot\n\n`last9-mcp dump-tools` registers every tool exactly as the serving path\ndoes and prints the tools/list result ({\"tools\": [...]}, sorted by name)\nby round-tripping a real tools/list over in-memory transports. Tool\nobjects use the SDK's \n[…]\ngate supersedes it.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>\nCo-authored-by: Faiz Shaikh <faiz@last9.io>",
"is_bot": false,
"headline": "feat: dump-tools subcommand for credential-free tool snapshot (#164)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-06-23T12:29:06Z",
"body_truncated": true,
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},
{
"oid": "bd5469f0e09112f6cdd7efa0080f343fc8ef4f21",
"body": "…ssistant/dashboard divergence (#163)\n\n* feat(logs): surface Body-derived fields in pipeline-scoped attribute discovery\n\nFields that exist only inside a JSON log Body (e.g. uri on access logs)\nwere invisible to get_log_attributes_for_pipeline, so assistants could not\nbuild per-API breakdowns that da\n[…]\n filter/groupby on parsed fields, then aggregate.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(logs): surface Body-derived fields in scoped discovery + close a…",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-06-23T11:11:42Z",
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},
{
"oid": "d0872c80cfab8ff33cccba2ad8034ea853cb0194",
"body": null,
"is_bot": false,
"headline": "docs: clarify log inventory guidance (#167)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-06-22T14:10:11Z",
"body_truncated": false,
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{
"oid": "26d491056b8280d760b7f5a0645b1e14098d825d",
"body": "* docs(traces): design spec for trace attribute discovery parity (ENG-1250)\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n* docs(traces): implementation plan for trace attribute discovery parity (ENG-1250)\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n[…]\nthe global candidate catalog, narrowed\nin step 4.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "ENG-1250: Trace attribute discovery parity with logs (#166)",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-06-22T09:58:07Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "da4c9b4e3df966d4e51a01f9a4c884c35b6bb7d5",
"body": "…ove customer name from example (#155)\n\n- Replace vague default-time rule with explicit attribute discovery mandate in get_logs.md\n- Add wrong/correct examples showing discover-then-filter pattern\n- Replace customer-specific service name with generic placeholder in get_service_logs.md example\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: enforce attribute discovery before filtering in get_logs and rem…",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-06-20T16:20:34Z",
"body_truncated": false,
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{
"oid": "f3a6c89d17bc68a63fa619ab8d4c0ff2147451ba",
"body": "* fix: expose dashboard input schemas as objects\n\n* test: cover dashboard input schema validation\n\n* test: cover dashboard tool registration schemas\n\n* chore: bump version to v0.8.1",
"is_bot": false,
"headline": "fix: expose dashboard input schemas as objects (#168)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-06-18T11:36:40Z",
"body_truncated": false,
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},
{
"oid": "491796d0d01528d69d54a81506cf4e2ddc649047",
"body": "…s (#157)\n\nThe duration filter example told the model that \"1000ms\" maps to\nDuration > \"1000\", but Duration is stored in nanoseconds. \"1000\" ns is\n1 microsecond, so the filter matched nearly every span instead of slow\nones — verified on live data: \"spans > 1000ms\" matched ~358k spans\n(~100% of basel\n[…]\n0.5%) with the\ncorrect 1000000000ns value.\n\nUpdates the example to use nanoseconds and adds an explicit unit-\nconversion note (ms/s/µs → ns).\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: correct trace Duration unit guidance to nanoseconds in get_trace…",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-06-11T04:42:23Z",
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"oid": "bec1db4430a3e9d593f0ec49a935b7f27ad216ba",
"body": "Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: release v0.8.0 (#161)",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-06-08T09:41:16Z",
"body_truncated": false,
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{
"oid": "bbd89ac270332a3bb5a7fad2b13fde02c35cca49",
"body": "…peline) (#160)\n\n* feat(logs): add get_log_attributes_for_pipeline for scoped field discovery\n\nWhen filtering logs by a structured attribute (e.g. an HTTP status code),\nthe model has to choose an attribute key. `get_log_attributes` returns the\nglobal label catalog, which can include keys that exist \n[…]\nion (incl. log_level -> attributes['log_level']).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(logs): scoped log-attribute discovery (get_log_attributes_for_pi…",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-06-08T08:59:41Z",
"body_truncated": true,
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{
"oid": "b6d27e32da8730483c818c38de1ffb31d0cc8997",
"body": "* feat: update alert rule state tool to support multiple filters and grouping by rule_id\n\n* fix: remove alert rule id client-side filter to rely only on upstream api parameters\n\n* fix(alert-rule-state): address review feedback\n\n- Cap check uses inclusive sample count (points + 1) so the 100 limit is\n[…]\nored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Prathamesh Sonpatki <csonpatki@gmail.com>\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: alert rule state filters and grouping (#159)",
"author_name": "Aditya Godbole",
"author_login": "adityagodbole",
"committed_at": "2026-06-02T11:17:54Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "40c76d98ac61bab05dbc06b8f0d48318a4380361",
"body": "* chore: bump version to 0.7.5\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n* docs: add 0.7.5 changelog entry\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: release v0.7.5 (#158)",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-06-01T09:00:09Z",
"body_truncated": false,
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},
{
"oid": "cf88faae586918c9d2c6cc23fad8f02c17718884",
"body": "…filter key (#156)\n\n* fix: use resources['deployment.environment'] for get_service_logs env filter\n\nThe env filter used attributes['deployment_environment'] — wrong attribute\nnamespace and underscore key. deployment.environment is an OTel resource\nattribute, so the filter matched nothing and the env\n[…]\ntributesLookback\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>\nCo-authored-by: Faiz Shaikh <faiz@last9.io>",
"is_bot": false,
"headline": "fix: always use /v1/labels for log attribute discovery + correct env …",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-06-01T08:20:06Z",
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{
"oid": "81d70cc41d9fd22fe47aa5dc4861593d3d0a3dc0",
"body": "* chore: bump version to 0.7.4\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n* docs: add v0.7.4 changelog entry\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n* docs: add v0.7.4 compare link to changelog\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: release v0.7.4 (#154)",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-05-27T07:23:55Z",
"body_truncated": false,
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{
"oid": "82c19a3bad0d40e35ff6fabbc9aed4573ad7e310",
"body": "…(frontend parity) (#151)\n\n* ENG-914: parallelize chunked tool calls + 30m chunks + per-chunk timeout\n\nProduction traces show last9-mcp tool calls taking 30-463s while AI clients\ntime out at ~60s, causing partial/empty responses and hallucinated answers.\nRoot cause: chunked tools (get_logs, get_trac\n[…]\nuthored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\nCo-authored-by: प्रथमेश Sonpatki <csonpatki@gmail.com>",
"is_bot": false,
"headline": "ENG-914: parallel chunked tool calls + adaptive parallelism & sizing …",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-05-26T13:14:17Z",
"body_truncated": true,
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{
"oid": "64204f5920722d244087dde6a7747024152e1a83",
"body": "* fix: wire get_service_logs enhanced description to fix attribute query disambiguation (ENG-1199)\n\nget_service_logs was the only log tool not given enhanced instructions via\nbuildEnhancedDescription. The .md file existed but was never embedded in\nprompts.go and never wired in tools.go, so the AI sa\n[…]\nstamp/$gte/$lte inside the pipeline for time range filtering (ENG-1203)\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: wire get_service_logs enhanced description (ENG-1199) (#152)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-05-26T13:10:05Z",
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{
"oid": "f4c7a88539d9942c8235a9e54c0693d66193f611",
"body": "…ibute_values (#150)\n\n* ENG-925: fix traces/logs sanitizer correctness and add get_trace_attribute_values\n\n- Traces: add field-mapping layer (enrichAttribute, normalizeTagName) with\n priority rules matching the frontend; new get_trace_attribute_values tool;\n sanitizer now rejects flat resource_/ev\n[…]\nore TestDashboardCRUD_Integration failure on missing LAST9_DELETE_TOKEN\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "ENG-925: fix traces/logs sanitizer correctness and add get_trace_attr…",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-05-26T07:01:32Z",
"body_truncated": true,
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{
"oid": "6e684da07c2dfd2d562a6382d33093049dfa2e26",
"body": "* chore: bump version to 0.7.3\n* chore: update CHANGELOG for v0.7.3\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: release v0.7.3 (#149)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-05-25T06:15:41Z",
"body_truncated": false,
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},
{
"oid": "27fa99d7e979974861d635a7397cc7f4a45f3802",
"body": "* feat: resolve indicator PromQL inline in get_alert_config\n\nAlertRule struct was missing expression, condition, alert_condition,\neval_window, and expression_args fields — all present in the API response.\nAfter filtering, get_alert_config now fetches each referenced KPI sequentially\nand embeds the P\n[…]\n* docs: apply review suggestion on get_alert_config description wording\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: resolve indicator PromQL inline in alert config tools (#148)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-05-25T04:32:36Z",
"body_truncated": true,
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{
"oid": "90eaf5d3b59b7dd61afc58734383ae812e968086",
"body": "* chore: bump version to 0.7.2\n\n* chore: update CHANGELOG for v0.7.2",
"is_bot": false,
"headline": "chore: release v0.7.2 (#147)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-05-20T09:07:10Z",
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{
"oid": "0a232b03e7b3d2da2b59f41fe144e950e81faa43",
"body": "…ion (#146)\n\n* feat(dashboards): add 7 MCP tools for dashboard CRUD and template-based creation (ENG-1167)\n\nTasks 1–4 complete:\n- list_dashboards, get_dashboard, create_dashboard, update_dashboard, delete_dashboard backed by Last9 API v4 /dashboards\n- list_dashboard_templates returns embedded catalo\n[…]\n fallback param\n- README: add dashboard tools to Tool Reference section\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "ENG-1167: Add 7 MCP tools for dashboard CRUD and template-based creat…",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-05-20T07:26:50Z",
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{
"oid": "a58746ecd514c8b957c301ddddd7c5423326ef68",
"body": null,
"is_bot": false,
"headline": "chore: remove dead code and verify CI (#145)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-05-14T15:39:49Z",
"body_truncated": false,
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{
"oid": "de38dc4e457bf96ef571fb2445e06dc822151e3a",
"body": "Drop docker-registry.last9.io login + push steps from release workflow.\nRemoves DOCKER_USERNAME/DOCKER_PASSWORD env block, buildx setup, secrets\ncheck, and both build/push steps. ECR-only path retained.\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "ci: remove last9 docker registry, keep ECR only (#144)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-05-07T14:01:02Z",
"body_truncated": false,
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"oid": "e87b6bad71f94c5344052315cfa4521838f44a85",
"body": "Patch release with API host fix and missing v0.7.0 changelog entry.\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: release v0.7.1 (#143)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-05-07T10:48:48Z",
"body_truncated": false,
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"oid": "8364fec823f630952010e9c41a878a8269adbf1d",
"body": "* fix: derive default API host from token aud claim\n\nThe hardcoded `app.last9.io` default caused startup failure\n(`failed to refresh access token: ... 400 Bad Request`) for any\ndeployment whose token issuer pointed elsewhere. Default API host\nnow derives from the access token aud claim. `LAST9_API_H\n[…]\ndd blank lines after CHANGELOG headings for MD022\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: derive default API host from token aud claim (#142)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-05-05T09:22:20Z",
"body_truncated": true,
"is_coding_agent": true
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{
"oid": "674d65c53ff726850e997c61d6575ac0f375e40a",
"body": "* ci: automate npm publish via OIDC trusted publishing\n\nAdd publish-npm job that runs after tag-and-release when version changes.\nUses npm provenance (OIDC) instead of a stored NPM_TOKEN secret.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n* chore: bump version to 0.7.0\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: release v0.7.0 (#140)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-28T02:49:33Z",
"body_truncated": false,
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{
"oid": "c5a81592e1276e28220a1fe367653308a7d39254",
"body": "* ci: automate npm publish via OIDC trusted publishing\n\nAdd publish-npm job that runs after tag-and-release when version changes.\nUses npm provenance (OIDC) instead of a stored NPM_TOKEN secret.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n* ci(npm): skip publish if version already exists on registry\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "ci: automate npm publish via OIDC trusted publishing (#139)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-28T02:45:03Z",
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{
"oid": "9a40e2903208fb2879fb35a1fc7a3e6a834a1b3b",
"body": "…deployments (#137)\n\n* ENG-916: add service.version tracking and tenant identity across all deployments\n\n- Fix root cause: Dockerfile used plain `go build` with no -ldflags, baking\n Version=\"dev\" into every Docker image. Add ARG VERSION/COMMIT and pass them\n via -ldflags so service.version matches\n[…]\nributes via\n InitProviders, no need to duplicate at metric-point level\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "ENG-916: Add service.version tracking and tenant identity across all …",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-27T12:49:36Z",
"body_truncated": true,
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{
"oid": "d431c00fcdbbfdad440448167581b79494782cac",
"body": "…(#138)\n\nThe Last9 PromQL HTTP endpoints (/promquery, /prom_label_values,\n/apm/labels) treat the JSON `timestamp` field as the END of the query\nwindow and run Prometheus over [timestamp - window, timestamp]. This is\nalso how MakePromInstantAPIQuery uses endTimeParam as `timestamp`.\n\nMakePromRangeAPI\n[…]\nred on the requested end. Add unit tests that pin\nthe marshalled body via httptest so this cannot silently regress.\n\nMade-with: Cursor\n\nCo-authored-by: harshaillm <harshaillm@users.noreply.github.com>",
"is_bot": false,
"headline": "fix(promql): anchor range/labels queries on end time, not start time …",
"author_name": "harshaillm",
"author_login": "harshaillm",
"committed_at": "2026-04-27T10:11:38Z",
"body_truncated": true,
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},
{
"oid": "361aeef9386b30c21e5b942fcad831a731443229",
"body": "…ploghttp (#136)\n\nBumps [go.opentelemetry.io/otel/exporters/otlp/otlplog/otlploghttp](https://github.com/open-telemetry/opentelemetry-go) from 0.18.0 to 0.19.0.\n- [Release notes](https://github.com/open-telemetry/opentelemetry-go/releases)\n- [Changelog](https://github.com/open-telemetry/opentelemetr\n[…]\nndency-version: 0.19.0\n dependency-type: direct:production\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": "chore(deps): bump go.opentelemetry.io/otel/exporters/otlp/otlplog/otl…",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-04-24T13:59:29Z",
"body_truncated": true,
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{
"oid": "14c1866f608c2e3a1b631690e042e05b8cb5420a",
"body": "* chore(deps): upgrade mcp-go-sdk to v0.1.0\n\nSwitch from pseudo-version to first stable tagged release. Adopt\nNewServerWithOptions + WithSkipProviderInit to cleanly skip OTLP\nprovider init instead of shutdown-then-swap workaround. Also bumps\nOTel dependencies to v1.43.0.\n\nCo-Authored-By: Claude Sonn\n[…]\nog — span now\n starts before sessions.create in handleInitialize\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore(deps): upgrade mcp-go-sdk to v0.1.2 (#135)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-24T12:33:02Z",
"body_truncated": true,
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{
"oid": "aa6196ff52f0ff4d632e76662f7a770c71a3f269",
"body": "* Fix add_drop_rule missing context in HTTP request\n\nhttp.NewRequest was used instead of http.NewRequestWithContext,\ncausing the tool's context to be dropped. Two consequences:\n- otelhttp.NewTransport cannot inject traceparent header, so the\n PUT to the drop rules API is disconnected from the tool \n[…]\nction,\n missing filter key/value\n- get_drop_rules context cancellation\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Fix add_drop_rule missing context in HTTP request (#134)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-24T08:50:18Z",
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"oid": "f725cca77c8c101e1da38ef7c51694900420426e",
"body": "…filter (#133)\n\nThe service filter added in #123 queried `domain_attributes_count` with a\n`service=\"...\"` selector, but the actual label on that metric is\n`service_name`. The selector matched zero series, so every call with a\nservice argument returned [].\n\nVerified via prometheus_labels: the metric exposes service_name (not\nservice). Every other PromQL query in this file already uses service_name.\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(apm): use correct service_name label in get_service_environments …",
"author_name": "Memon Rizwan",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-24T08:06:06Z",
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"oid": "8dc3b9b554b541949a2811f463d58a2849b33738",
"body": "Improve trace query reliability: validation, schema, and service env filter",
"is_bot": false,
"headline": "Merge pull request #123 from last9/feat/trace-query-validation-schema",
"author_name": "Memon Rizwan",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-22T09:43:52Z",
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{
"oid": "ba3b275746d5863e35e6ac26e91311fad0a9d58c",
"body": null,
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"headline": "Merge branch 'main' into feat/trace-query-validation-schema",
"author_name": "Memon Rizwan",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-22T09:42:15Z",
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{
"oid": "b0fa4d41aa0813089c983bdefb6cb94bab580732",
"body": "fix(get_logs): reject non-canonical filter shapes instead of silently dropping",
"is_bot": false,
"headline": "Merge pull request #131 from last9/fix/get-logs-silent-filter-drop",
"author_name": "Memon Rizwan",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-22T09:09:36Z",
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"oid": "517d45cc6dd23c8dc18f5c58567c986bf20bd6d7",
"body": "… dropping\n\nget_logs accepted filter queries where the top-level key was a field name\n(e.g. {\"ServiceName\": \"checkout\"}), a field with an operator suffix\n(e.g. {\"ServiceName=~\": \"...\"}), a scalar value for a binary operator\n(e.g. {\"$eq\": \"checkout\"}), or a bare operator without the $ prefix. The\nsan\n[…]\nat points at the canonical\n{\"\\$eq\": [field, value]} form and suggests get_log_attributes when the\ncaller is unsure of field names.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(get_logs): reject non-canonical filter shapes instead of silently…",
"author_name": "Rizwan Memon",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-21T10:47:37Z",
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{
"oid": "2a35327d2c4d71d2e5ca14398be77f854a481b6f",
"body": "Bump version to 0.6.0 and add CHANGELOG backfilled to v0.2.0.\n\nv0.6.0 highlights:\n- Per-query datasource selection for Prometheus tools (#129)\n- Fix exception investigation to use get_service_traces (#122)\n- README rewrite covering all current tools (#128)\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "Release v0.6.0 (#130)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-20T07:27:03Z",
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"oid": "73c71eca7938ab3f7495ef518d5c14c32ce8189b",
"body": null,
"is_bot": false,
"headline": "Merge branch 'main' into feat/trace-query-validation-schema",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-17T08:05:45Z",
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{
"oid": "d1b5de47abe31b4aae06d48270d4bcc7fb18b9a5",
"body": "* Add per-query datasource selection to Prometheus tools\n\nAdds an optional `datasource` parameter to prometheus_range_query,\nprometheus_instant_query, prometheus_label_values, and prometheus_labels.\nWhen supplied, credentials for that datasource are resolved from the\nstartup-cached list instead of t\n[…]\nrequest; expand\n staging fixture with Region to satisfy new validation\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add per-query datasource selection to Prometheus tools (#129)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-17T07:44:39Z",
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"oid": "45657fee9f39044c8bdf400530711b41bf3e6b8d",
"body": "… (#122)\n\n* Fix exception investigation: guide Claude to get_service_traces, not get_traces\n\nThree production failure modes observed:\n1. Claude called get_traces (JSON pipeline) 8x instead of get_service_traces\n2. Claude added unnecessary get_service_logs after finding traces → 18.9s timeout\n3. Clau\n[…]\nhored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n* Remove CLAUDE.md\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Fix exception investigation: get_service_traces instead of get_traces…",
"author_name": "प्रथमेश Sonpatki",
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"committed_at": "2026-04-17T02:50:19Z",
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{
"oid": "a9a9ae6e86913249f73d97fc217ea94442a530b2",
"body": "* Rewrite README with all current tools and cleaner structure\n\nCovers the four new database observability tools, did_you_mean fuzzy\nname resolution, get_notification_channels, and the LAST9_DATASOURCE\nenv var. Restructures tool reference and setup sections for clarity.\n\nCo-Authored-By: Claude Sonnet\n[…]\n6 <noreply@anthropic.com>\n\n* Restore Testing section link to TESTING.md\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Rewrite README: all current tools, cleaner structure (#128)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-16T06:36:15Z",
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{
"oid": "1334449de0359f60808ef6c907e9148883379715",
"body": "Move images to ECR",
"is_bot": false,
"headline": "Merge pull request #127 from last9/sarab/ecr",
"author_name": "Memon Rizwan",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-13T14:29:38Z",
"body_truncated": false,
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"oid": "5f81339814cf5cc066db21e50e566d5ebc8d2b49",
"body": "Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add immutable version tag to release branch ECR push",
"author_name": "Rizwan Memon",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-13T14:19:23Z",
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"oid": "745d24421b14d88e58bbc44b0cfc783c5c0f8d6f",
"body": null,
"is_bot": false,
"headline": "Move images to ECR",
"author_name": "Sarab Singh",
"author_login": "sarab97",
"committed_at": "2026-04-13T08:26:27Z",
"body_truncated": false,
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{
"oid": "d02465f92460550968fac05536e851583b72cd3b",
"body": "…k checks\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Simplify schema test: slices.Contains, extract findStageByType, add o…",
"author_name": "Prathamesh Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-07T07:56:01Z",
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{
"oid": "41c7a60dd303f0e7bd819e23d59b6cfa0257cdfc",
"body": "Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add structural test for GetTracesInputSchema",
"author_name": "Prathamesh Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-07T07:45:50Z",
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"oid": "2f43a0617ebc65528510c08b094083bc257a6bac",
"body": "Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Simplify: extract stringEnum helper, defer path alloc, fix matchQuery",
"author_name": "Prathamesh Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-07T07:35:14Z",
"body_truncated": false,
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},
{
"oid": "3d8820e8385894700c67d456d1f724207b2851df",
"body": "…filter\n\n- Add client-side pipeline validation in get_traces before forwarding to API;\n catches wrong field names (aggregations, group_by, alias) and string function\n syntax with descriptive errors so the model can self-correct on retry\n- Add hand-crafted InputSchema for get_traces with oneOf per \n[…]\n_environments to filter environments\n for a specific service\n- Improve get_traces description to explicitly call out invalid parameter names\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Improve trace query reliability: validation, schema, and service env …",
"author_name": "Prathamesh Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-07T06:44:46Z",
"body_truncated": true,
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{
"oid": "f81c16d3710ae54fd466a9cd4b0d13ffa1a5d5ee",
"body": "Add did_you_mean tool for fuzzy entity name suggestions",
"is_bot": false,
"headline": "Merge pull request #121 from last9/feat/mcp-go-sdk-type-coercion",
"author_name": "Memon Rizwan",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-03T12:48:08Z",
"body_truncated": false,
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},
{
"oid": "6c0a2cd87731cf1ce9aa276de8cc45c161773f02",
"body": null,
"is_bot": false,
"headline": "Harden did you mean handler",
"author_name": "Rizwan Memon",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-03T10:38:51Z",
"body_truncated": false,
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},
{
"oid": "7ef18be8b808b6d3d85fe05c038bb447f9959b2f",
"body": "… endpoint\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Merge origin/feat/mcp-go-sdk-type-coercion: add notification channels…",
"author_name": "Prathamesh Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-02T06:43:36Z",
"body_truncated": false,
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{
"oid": "6677b586e80f925f0ef136c9b38dd07b959f1296",
"body": "Adds a new `did_you_mean` MCP tool that returns the top-3 closest matches\nfor a mistyped entity name using Jaro-Winkler similarity. The fuzzy engine\nlives in the Last9 API (last9/api) and covers all entity types from the\ncatalog (services, environments) plus Prometheus-discovered infrastructure:\nhos\n[…]\nescriptions that\naccept entity names (service, env, host, database), so LLMs know to\nproactively use it before querying with uncertain names.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add did_you_mean tool for fuzzy entity name suggestions",
"author_name": "Prathamesh Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-02T06:42:55Z",
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{
"oid": "14a0c7661644a93b0a48c64d67114eafa8b2aba9",
"body": null,
"is_bot": false,
"headline": "Merge branch 'main' into feat/mcp-go-sdk-type-coercion",
"author_name": "Memon Rizwan",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-02T05:35:30Z",
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{
"oid": "6aba18e2cb3bfb702217479b8fc92a50513f8216",
"body": "ENG-849: Add get_notification_channels MCP tool",
"is_bot": false,
"headline": "Merge pull request #120 from last9/notifications-channels",
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"key": "community_health",
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{
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{
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{
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{
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{
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{
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{
"key": "vulnerabilities",
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],
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{
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],
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{
"key": "openssf_scorecard_pinned_dependencies",
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{
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"components": [
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{
"key": "manageable_file_sizes",
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],
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"report_type": "repository",
"generated_at": "2026-07-22T20:33:38.033538Z",
"schema_version": "0.26.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/l/last9/last9-mcp-server.svg",
"full_name": "last9/last9-mcp-server",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}
Пов’язані записи
Перевірені репозиторії, що мають спільні каталожні теги або екосистеми з last9/last9-mcp-server. Читати поруч →
Оцінки — це сигнали, а не гарантії. Вони відображають публічно видимі практики на GitHub — це не аудит коду й не гарантія безпеки.
Відсутні дані виключаються, а ваги перенормовуються — нуль за відсутність ніколи не ставиться. Методологія версіонована й відкрита: метрики v1.13.0, схема v0.26.0 — повна методологія · вікі метрик.
