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Software-GesundheitsberichtSchema 0.26.0 · Metriken 1.13.0 · 2026-07-22 20:33 UTC

last9 / last9-mcp-server

Last9 MCP Server

GoApache-2.0★ 59 Sterne⑂ 12 Forksseit März 2025Auf GitHub ansehen ↗

last9/last9-mcp-server erreicht einen Gesundheitsindex von 73 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Vitality (91/100) ab, am schwächsten bei Community & Adoption (46/100). Zuletzt heute aktualisiert. 2 Mitwirkende tragen den Großteil der jüngsten Arbeit.

73
gesamt / 100
Gut

Software-Gesundheitsindex

Metriken werden auf einer Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr Mittel; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze 49 (Gefährdet). AI Readiness liegt außerhalb.

73
Exzellent85-100Vorbildlich; erfüllt im Wesentlichen alle geprüften Kriterien
Gut70-84Gesund; geringfügige Lücken
Mittel50-69Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Gefährdet30-49Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-29Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
VitalitätCommunity &VerbreitungNachhaltigkeit &GovernanceEngineering-QualitätSicherheitAI Readiness

Bewertungsprofil

Jede Achse ist eine Kategorie. Die Form zählt mehr als der Durchschnitt — ein gesundes Projekt füllt die gesamte Fläche, während ein Profil aus Spitzen und Kratern bedeutet, dass Stärke in einer Dimension Risiken in einer anderen verdeckt.

Eigentümerschaft

last9Organisation
55 Follower99 öffentliche Reposseit Juli 2019

Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlichtTags
npm@last9/mcp-server0.10.097622vor 16 Tagenlast9mcpaiclaude

Metriken nach Kategorie

Vitalität

Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?

91Exzellent · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 0 Tagen
27/36Commit-Rhythmus — 39/52 Wochen mit Commits
18/18Commit-Volumen — 271 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year271
human_commit_share0,97
days_since_last_push0
active_weeks_last_year39
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 34 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 0 Tagen
27/27Release-Rhythmus — ein Release etwa alle 6,4 Tage
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Verwendete Eingangsdaten
releases_count34
latest_release_tagv0.13.0
releases_from_tagsnein
days_since_latest_release0
mean_days_between_releases6,4

Community & Verbreitung

Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?

46Gefährdet · 18 % des Gesamtindex
Wie die Bewertung erfolgt
28.6/60Stars — 59 Stars
8.7/25Forks — 12 Forks
1.7/15Watcher — 3 Watcher
Verwendete Eingangsdaten
forks12
stars59
watchers3
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (Apache-2.0)
0/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingnein
has_issue_templatenein
has_code_of_conductnein
has_pull_request_templatenein
Wie die Bewertung erfolgt
39.9/80Downloads pro Monat — 976 Downloads/Monat über npm
0/20Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen
Verwendete Eingangsdaten
packages@last9/mcp-server
dependents
ecosystemsnpm
total_downloads
monthly_downloads976
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Abhängige in der Registry. Die verbleibenden Gewichte wurden renormalisiert.

Nachhaltigkeit & Governance

Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?

79Gut · 24 % des Gesamtindex
Wie die Bewertung erfolgt
25.2/54Bus-Faktor — 2 Beitragende decken die Hälfte aller Commits ab
12.4/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 45 % der Commits
13.5/13.5Breite der Beitragenden — 17 Beitragende
10/10OpenSSF Scorecard: Contributors — project has 13 contributing companies or organizations
Verwendete Eingangsdaten
bus_factor2
contributors_sampled17
top_contributor_share0,449
Wie die Bewertung erfolgt
46.8/46.8Issue-Lösungsquote — 100 % der Issues geschlossen
31.6/38.3PR-Annahme — 152/184 entschiedene PRs gemergt
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Verwendete Eingangsdaten
merged_prs152
open_issues0
closed_issues1
issue_closed_ratio1
closed_unmerged_prs32
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
12.6/25Reichweite des Inhabers — 55 Follower von last9
25/25Kontohistorie — 99 öffentliche Repos, Kontoalter ca. 6 Jahre
Verwendete Eingangsdaten
followers55
owner_typeOrganization
is_verified
owner_loginlast9
public_repos99
account_age_days2.552

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf npm
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 16 Tagen
20/20Versionshistorie — 22 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packages@last9/mcp-server
ecosystemsnpm
any_deprecatednein
min_days_since_publish16

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

71Gut · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 2 Workflow(s)
24/24Tests vorhanden
0/16Linter-Konfiguration
0/9.6Pre-Commit-Hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 27 out of 27 merged PRs checked by a CI test -- score normalized to 10
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_confignein
has_precommit_confignein
Wie die Bewertung erfolgt
30/30README
0/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://last9.io/mcp
10/10Repository-Beschreibung
10/10Topics — 8 Topics
10/10Wiki
Verwendete Eingangsdaten
topicsclaude, cursor, mcp, observability, vibe-coding, monitoring, ai, ai-agents
has_wikija
homepagehttps://last9.io/mcp
has_readmeja
has_docs_dirnein
has_descriptionja

Sicherheit

Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?

71Gut · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
4.5/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 27 out of 27 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
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 13 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
5/5SAST — SAST tool is run on all commits
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
6.8/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
5.2/7.5Vulnerabilities — 3 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate7
Wie die Bewertung erfolgt
20.2/35Direkte Abhängigkeiten ohne bekannte Advisories — 1 betroffen: go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp v1.38.0 (moderate 5.3)
0/25Indirekte Abhängigkeiten ohne bekannte Advisories — transitive Menge in diesem Bereich nicht von Entwicklungs- und Test-Abhängigkeiten trennbar
35.3/40Keine offenen Advisories — 1 Paket(e) mit Advisory seit über 90 Tagen unbehandelt; ältestes vor 105 Tagen veröffentlicht
Verwendete Eingangsdaten
sourceosv
advisories4
affected_packages3
assessed_packages38
unassessed_packages0
affected_by_severitymoderate 1, unknown 2
direct_affected_packages1
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Indirekte Abhängigkeiten ohne bekannte Advisories. Die verbleibenden Gewichte wurden renormalisiert. 38 aufgelöste Abhängigkeiten wurden mit OSV abgeglichen. Dieses Repository veröffentlicht kein Paket, das der Index auflöst; bewertet wurde daher der Abhängigkeitsgraph des Repositorys. Dieser Graph vermischt Entwicklungs- und Test-Pins mit ausgelieferten Abhängigkeiten, daher werden nur die deklarierten Laufzeit-Abhängigkeiten bewertet; transitive Befunde werden als Kontext ausgewiesen und fließen nicht in die Bewertung ein. Erreichbarkeit wird nicht analysiert.

AI Readiness

Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Ein unabhängiges, experimentelles Badge — Gewicht 0,0, es wird eigenständig ausgewiesen und verändert den Gesamt-Gesundheitswert nicht.

73Gut · 0 % des Gesamtindex
Wie die Bewertung erfolgt
45/45Agentenanweisungen — AGENTS.md, CLAUDE.md
0/15Maschinenlesbare Doku (llms.txt)
40/40Lesbare Commit-Historie — 78 von 97 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,804
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes3.433
Wie die Bewertung erfolgt
12.6/18Bootstrap mit einem Befehl — go.mod (Toolchain-Konvention, kein Task-Runner)
22/22Automatisierte Tests
0/11Lint-/Format-Konfiguration
11/11Statische Typprüfung — Go (statisch typisiert)
10/10Reproduzierbare Umgebung — Dockerfile, lockfile
10/10Belegte Agentenpraxis — 61 der letzten 100 Commits von Agenten verfasst oder ihnen zugeschrieben
8/8Automatisierte Wartung — 3 der letzten 100 Commits sind automatisierte Abhängigkeits-Updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilesgo.sum
has_dockerfileja
typed_languageja
bootstrap_files
has_devcontainernein
has_linter_confignein
typecheck_configs
agent_commit_share0,61
toolchain_manifestsgo.mod
dependency_bot_commit_share0,03
Wie die Bewertung erfolgt
45/45Typprüfbarer Code — Go (statisch typisiert)
54.6/55Handhabbare Dateigrößen — 1/133 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languageGo
largest_source_bytes79.413
source_files_sampled133
oversized_source_files1
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
20/20MCP-Server
0/40Lauffähige Beispiele
Verwendete Eingangsdaten
example_dirs
has_mcp_signalja
api_schema_files

Eckdaten

59GitHub-Sterne
17Mitwirkende
271Commits, letzte 12 Monate
0Tage seit letztem Push
34Releases
2Bus-Faktor
0offene Issues
Go, npmPaket-Ökosysteme

Warnungen zur Datenerhebung

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

Weitere Details

Stern- und Fork-Verlauf 0 ★ / 12 ⇿
0Sterne
12Forks
15Releases

Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.

0246810121212025-052025-102026-04
Major 0Minor 5Patch 10
OpenSSF Scorecard 7.0 / 10
7.0Gesamtwert

Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).Scorecard v5.5.0 · 2026-07-22 20:33 UTC

10Binary-Artifactsno binaries found in the repo
6Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests27 out of 27 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 13 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
10SASTSAST tool is run on all commits
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
9Token-Permissionsdetected GitHub workflow tokens with excessive permissions
7Vulnerabilities3 existing vulnerabilities detected
Direkte Abhängigkeiten 16
RegistryPaketVersionsvorgabeManifest
Gogithub.com/google/jsonschema-gov0.4.2go.mod
Gogithub.com/joho/godotenvv1.5.1go.mod
Gogithub.com/last9/mcp-go-sdkv0.1.2go.mod
Gogithub.com/modelcontextprotocol/go-sdkv1.5.0go.mod
Gogithub.com/peterbourgon/ff/v3v3.4.0go.mod
Gogo.opentelemetry.io/contrib/bridges/otelslogv0.17.0go.mod
Gogo.opentelemetry.io/otelv1.43.0go.mod
Gogo.opentelemetry.io/otel/exporters/otlp/otlplog/otlploghttpv0.19.0go.mod
Gogo.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttpv1.38.0go.mod
Gogo.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttpv1.43.0go.mod
Gogo.opentelemetry.io/otel/logv0.19.0go.mod
Gogo.opentelemetry.io/otel/metricv1.43.0go.mod
Gogo.opentelemetry.io/otel/sdkv1.43.0go.mod
Gogo.opentelemetry.io/otel/sdk/logv0.19.0go.mod
Gogo.opentelemetry.io/otel/sdk/metricv1.43.0go.mod
Gogo.opentelemetry.io/otel/tracev1.43.0go.mod
Alle Abhängigkeiten 38

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 16 direkte und 22 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
Gogithub.com/google/jsonschema-gov0.4.2direkt
Gogithub.com/joho/godotenvv1.5.1direkt
Gogithub.com/last9/mcp-go-sdkv0.1.2direkt
Gogithub.com/modelcontextprotocol/go-sdkv1.5.0direkt
Gogithub.com/peterbourgon/ff/v3v3.4.0direkt
Gogo.opentelemetry.io/contrib/bridges/otelslogv0.17.0direkt
Gogo.opentelemetry.io/otelv1.43.0direkt
Gogo.opentelemetry.io/otel/exporters/otlp/otlplog/otlploghttpv0.19.0direkt
Gogo.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttpv1.38.0direkt
Gogo.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttpv1.43.0direkt
Gogo.opentelemetry.io/otel/logv0.19.0direkt
Gogo.opentelemetry.io/otel/metricv1.43.0direkt
Gogo.opentelemetry.io/otel/sdkv1.43.0direkt
Gogo.opentelemetry.io/otel/sdk/logv0.19.0direkt
Gogo.opentelemetry.io/otel/sdk/metricv1.43.0direkt
Gogo.opentelemetry.io/otel/tracev1.43.0direkt
Gogithub.com/cenkalti/backoff/v5v5.0.3indirekt
Gogithub.com/cespare/xxhash/v2v2.3.0indirekt
Gogithub.com/felixge/httpsnoopv1.0.4indirekt
Gogithub.com/go-logr/logrv1.4.3indirekt
Gogithub.com/go-logr/stdrv1.2.2indirekt
Gogithub.com/google/uuidv1.6.0indirekt
Gogithub.com/grpc-ecosystem/grpc-gateway/v2v2.28.0indirekt
Gogithub.com/segmentio/asmv1.1.3indirekt
Gogithub.com/segmentio/encodingv0.5.4indirekt
Gogithub.com/yosida95/uritemplate/v3v3.0.2indirekt
Gogo.opentelemetry.io/auto/sdkv1.2.1indirekt
Gogo.opentelemetry.io/contrib/instrumentation/net/http/otelhttpv0.67.0indirekt
Gogo.opentelemetry.io/otel/exporters/otlp/otlptracev1.43.0indirekt
Gogo.opentelemetry.io/proto/otlpv1.10.0indirekt
Gogolang.org/x/netv0.55.0indirekt
Gogolang.org/x/oauth2v0.36.0indirekt
Gogolang.org/x/sysv0.45.0indirekt
Gogolang.org/x/textv0.37.0indirekt
Gogoogle.golang.org/genproto/googleapis/apiv0.0.0-20260414002931-afd174a4e478indirekt
Gogoogle.golang.org/genproto/googleapis/rpcv0.0.0-20260414002931-afd174a4e478indirekt
Gogoogle.golang.org/grpcv1.82.1indirekt
Gogoogle.golang.org/protobufv1.36.11indirekt
Abhängigkeits-Advisories 3

Dieses Repository veröffentlicht kein vom Index auflösbares Paket, daher wurde sein eigener Abhängigkeitsgraph bewertet – 38 Pakete, darunter auch Entwicklungs- und Test-Pins, die nie ausgeliefert werden: 3 tragen bekannte Advisories, davon 1 direkte.

PaketVersionBeziehungSchweregradAdvisoriesBehoben in
go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttpv1.38.0direktmittel21.43.0
golang.org/x/netv0.55.0indirektunbekannt10.56.0
golang.org/x/textv0.37.0indirektunbekannt10.39.0

Ein Advisory bedeutet, dass die im Abhängigkeitsgraphen erfasste Version in den betroffenen Bereich eines Advisories fällt. Erreichbarkeit wird nicht analysiert, und der Graph enthält Entwicklungs- und Test-Pins — ein Fund kann das Werkzeug betreffen und nicht die ausgelieferte Software.

JSON-Rohbericht maschinenlesbar
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          "published_at": "2026-06-25T06:03:55Z"
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        {
          "tag": "v0.8.1",
          "kind": "patch",
          "published_at": "2026-06-18T11:39:54Z"
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        {
          "tag": "v0.8.0",
          "kind": "minor",
          "published_at": "2026-06-08T09:44:34Z"
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        {
          "tag": "v0.7.5",
          "kind": "patch",
          "published_at": "2026-06-01T09:03:03Z"
        },
        {
          "tag": "v0.7.4",
          "kind": "patch",
          "published_at": "2026-05-27T07:27:08Z"
        },
        {
          "tag": "v0.7.3",
          "kind": "patch",
          "published_at": "2026-05-25T06:18:53Z"
        },
        {
          "tag": "v0.7.2",
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          "kind": "patch",
          "published_at": "2026-05-07T10:51:41Z"
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          "kind": "minor",
          "published_at": "2026-04-28T02:52:35Z"
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          "tag": "v0.6.0",
          "kind": "minor",
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          "tag": "v0.5.1",
          "kind": "patch",
          "published_at": "2026-03-02T10:07:49Z"
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          "tag": "v0.5.0",
          "kind": "minor",
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          "kind": "minor",
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          "tag": "v0.3.0",
          "kind": "minor",
          "published_at": "2026-01-12T15:44:54Z"
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          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2025-11-03T08:14:43Z"
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          "tag": "v0.1.15",
          "kind": "patch",
          "published_at": "2025-10-02T21:46:04Z"
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          "tag": "v0.1.13",
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          "tag": "v0.1.3",
          "kind": "patch",
          "published_at": "2025-04-20T06:42:59Z"
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          "tag": "v0.1.2",
          "kind": "patch",
          "published_at": "2025-04-03T01:49:45Z"
        },
        {
          "tag": "v0.1.1",
          "kind": "patch",
          "published_at": "2025-03-31T04:51:55Z"
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        {
          "tag": "v0.1.0",
          "kind": "minor",
          "published_at": "2025-03-29T07:29:44Z"
        },
        {
          "tag": "v0.0.9",
          "kind": "patch",
          "published_at": "2025-03-28T01:50:05Z"
        }
      ],
      "recent_commits": [
        {
          "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>",
          "is_bot": true,
          "headline": "chore(deps): bump google.golang.org/grpc from 1.80.0 to 1.82.1 (#194)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-22T06:58:25Z",
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        {
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          "body": "chore: release v0.13.0",
          "is_bot": false,
          "headline": "Merge pull request #193 from last9/release/v0.13.0",
          "author_name": "Kapil Neurgaonkar",
          "author_login": "kneurgao",
          "committed_at": "2026-07-22T06:51:17Z",
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        {
          "oid": "0c67c8529664a9af8b88d07f75c9af97b76a0c85",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump version to 0.13.0",
          "author_name": "Kapil Neurgaonkar",
          "author_login": "kneurgao",
          "committed_at": "2026-07-22T06:47:07Z",
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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",
          "author_login": "kneurgao",
          "committed_at": "2026-07-21T12:56:28Z",
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        {
          "oid": "96c1e72340855d2ce31b9a1aa5cab4b404fd6962",
          "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,
          "is_coding_agent": true
        },
        {
          "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",
          "committed_at": "2026-07-16T17:24:19Z",
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          "is_coding_agent": true
        },
        {
          "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",
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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,
          "is_coding_agent": true
        },
        {
          "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,
          "is_coding_agent": true
        },
        {
          "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",
          "author_login": "prathamesh-sonpatki",
          "committed_at": "2026-07-08T10:41:39Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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,
          "is_coding_agent": true
        },
        {
          "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
        },
        {
          "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
        },
        {
          "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",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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,
          "is_coding_agent": true
        },
        {
          "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,
          "is_coding_agent": true
        },
        {
          "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",
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          "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",
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          "committed_at": "2026-06-23T11:11:42Z",
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          "headline": "docs: clarify log inventory guidance (#167)",
          "author_name": "प्रथमेश Sonpatki",
          "author_login": "prathamesh-sonpatki",
          "committed_at": "2026-06-22T14:10:11Z",
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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",
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          "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",
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          "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",
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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…",
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          "headline": "chore: release v0.8.0 (#161)",
          "author_name": "Faiz Shaikh",
          "author_login": "faiz9068",
          "committed_at": "2026-06-08T09:41:16Z",
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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",
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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",
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          "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",
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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",
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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",
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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",
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          "is_coding_agent": true
        },
        {
          "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",
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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",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "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",
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          "is_coding_agent": true
        },
        {
          "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,
          "is_coding_agent": true
        },
        {
          "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",
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          "is_coding_agent": true
        },
        {
          "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,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "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,
          "is_coding_agent": true
        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "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",
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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",
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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",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": false,
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        },
        {
          "oid": "ba3b275746d5863e35e6ac26e91311fad0a9d58c",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' into feat/trace-query-validation-schema",
          "author_name": "Memon Rizwan",
          "author_login": "rizwan2000rm",
          "committed_at": "2026-04-22T09:42:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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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          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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",
          "author_login": "prathamesh-sonpatki",
          "committed_at": "2026-04-17T02:50:19Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "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,
          "is_coding_agent": true
        },
        {
          "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,
          "is_coding_agent": true
        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "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,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6aba18e2cb3bfb702217479b8fc92a50513f8216",
          "body": "ENG-849: Add get_notification_channels MCP tool",
          "is_bot": false,
          "headline": "Merge pull request #120 from last9/notifications-channels",
          "author_name": "Memon Rizwan",
          "author_login": "rizwan2000rm",
          "committed_at": "2026-04-02T04:56:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e08caaa3402b2b8997a158a61683ba0496a85dfc",
          "body": null,
          "is_bot": false,
          "headline": "Harden notification channels handling",
          "author_name": "Rizwan Memon",
          "author_login": "rizwan2000rm",
          "committed_at": "2026-04-02T04:55:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9b0193ffb7a4fcdc1191939dfd303402b8c10f9c",
          "body": "Updates mcp-go-sdk to include automatic coercion of mistyped tool\narguments from LLMs (e.g. string \"60\" → int 60). This is a known\nissue across Claude, Gemini, and Copilot where models occasionally\nstringify numeric parameters in MCP tool calls.\n\nThe coercion happens transparently in the SDK's receiving middleware\nbefore schema validation — no changes needed in tool handlers.\n\nSee: last9/mcp-go-sdk#9\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Bump mcp-go-sdk to get schema-aware type coercion",
          "author_name": "Prathamesh Sonpatki",
          "author_login": "prathamesh-sonpatki",
          "committed_at": "2026-04-02T04:45:58Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "bc41c0a3e134e5ab7db6223c7a0baecb7928fbd4",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' into notifications-channels",
          "author_name": "प्रथमेश Sonpatki",
          "author_login": "prathamesh-sonpatki",
          "committed_at": "2026-04-01T11:05:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b48d68d2abfe6a7732588363781af253aa5bd5ba",
          "body": "Covers TSV format, send_resolved variants (null/true/false), snooze\ntimestamp formatting, service rendering, empty response, API error\nhandling, and deep link presence.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add tests for get_notification_channels",
          "author_name": "Prathamesh Sonpatki",
          "author_login": "prathamesh-sonpatki",
          "committed_at": "2026-04-01T10:48:06Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "aa9db92c9c8b62d91ebef4224afa1c710ea77e04",
          "body": "Exposes notification channel config (type, send_resolved toggle, global\nflag, snooze state, attached services) via a new read-only MCP tool.\nReturns TSV for token efficiency. Adds deeplink to settings page.\n\nCloses ENG-849\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add get_notification_channels MCP tool",
          "author_name": "Prathamesh Sonpatki",
          "author_login": "prathamesh-sonpatki",
          "committed_at": "2026-04-01T10:46:07Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3380ea5729465c4c47e7040c9b753c23153d0f6c",
          "body": "Fix enum prefix and description bugs in get_traces.md and get_logs.md",
          "is_bot": false,
          "headline": "Merge pull request #119 from last9/fix-trace-query-enum-values",
          "author_name": "Memon Rizwan",
          "author_login": "rizwan2000rm",
          "committed_at": "2026-04-01T09:47:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1db2ed2d60d1f577e83fe8f966e60751eee4f885",
          "body": "[codex] Guard invalid log field refs",
          "is_bot": false,
          "headline": "Merge pull request #118 from last9/codex/eng-841-log-field-refs",
          "author_name": "Memon Rizwan",
          "author_login": "rizwan2000rm",
          "committed_at": "2026-04-01T09:45:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f744d4de6a3d334501e14cc7293e6af36175b51c",
          "body": "Previously the env filter was only applied to the dashboard deep link\nbut not to the actual logs fetch request, causing a mismatch between\nthe displayed results and the deep link query.",
          "is_bot": false,
          "headline": "Add env filter to service logs fetch query",
          "author_name": "Rizwan Memon",
          "author_login": "rizwan2000rm",
          "committed_at": "2026-04-01T09:39:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "42d040eac6700e1a30af76f844e31d1ca7f68eb3",
          "body": null,
          "is_bot": false,
          "headline": "Fix trace query review feedback",
          "author_name": "Rizwan Memon",
          "author_login": "rizwan2000rm",
          "committed_at": "2026-04-01T09:16:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4600df76fe81eef3c5a454e51bea2b5b8eb10564",
          "body": "When no index is provided, omit index parameters entirely to match\nthe live dashboard behavior. This removes the automatic fallback to\nfetching and using a physical index, and stops sending the\nindex_type=physical parameter even when a physical index is\nexplicitly provided.",
          "is_bot": false,
          "headline": "Remove automatic physical index lookup and index_type parameter",
          "author_name": "Rizwan Memon",
          "author_login": "rizwan2000rm",
          "committed_at": "2026-04-01T09:11:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bc929897bffbab240cbb703bde989a98cf98ec46",
          "body": "Refactors service logs query building to use frontend-parity\noperators ($ieq, $icontains) instead of regex-based filtering.\nExtracts shared query construction logic and adds support for\nenvironment filtering in dashboard deep links.",
          "is_bot": false,
          "headline": "Add prompt and refactor service logs filtering",
          "author_name": "Rizwan Memon",
          "author_login": "rizwan2000rm",
          "committed_at": "2026-04-01T09:11:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4479e507894fd2ec316f2176b73e99c04ab3110a",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' into codex/eng-841-log-field-refs",
          "author_name": "Memon Rizwan",
          "author_login": "rizwan2000rm",
          "committed_at": "2026-04-01T09:09:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a23bc5cccc9a562f79f1bca61840a2bf507bc2b0",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' into fix-trace-query-enum-values",
          "author_name": "Memon Rizwan",
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        {
          "type": "User",
          "login": "adityagodbole",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/1061426?v=4"
        }
      ],
      "contributors_sampled": 17,
      "top_contributor_share": 0.449
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    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "release.yaml",
        "test.yaml"
      ],
      "has_docs_dir": false,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [
        "go.sum"
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      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 6,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "27 out of 27 merged PRs checked by a CI test -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 10,
            "reason": "all changesets reviewed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 13 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
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            "reason": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
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            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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          {
            "name": "Pinned-Dependencies",
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            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
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          {
            "name": "SAST",
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            "reason": "SAST tool is run on all commits",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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          {
            "name": "Signed-Releases",
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            "reason": "Project has not signed or included provenance with any releases.",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
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          {
            "name": "Token-Permissions",
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            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
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            "name": "Vulnerabilities",
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            "reason": "3 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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          "created_at": "2026-07-10T08:22:47Z",
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        {
          "number": 186,
          "created_at": "2026-07-15T14:00:07Z",
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          "last_comment_author": null
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        {
          "number": 188,
          "created_at": "2026-07-18T11:55:51Z",
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        {
          "number": 189,
          "created_at": "2026-07-18T12:12:47Z",
          "last_comment_at": "2026-07-18T12:13:05Z",
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        {
          "number": 190,
          "created_at": "2026-07-19T05:51:00Z",
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        {
          "number": 191,
          "created_at": "2026-07-19T15:24:40Z",
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          "last_comment_author": null
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        {
          "number": 195,
          "created_at": "2026-07-22T16:06:35Z",
          "last_comment_at": "2026-07-22T16:06:39Z",
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                "details": [
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            "key": "community_health",
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            "note": null,
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            "components": [
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                "points": 0,
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            "key": "ecosystem_adoption",
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            "name": "Ecosystem adoption (downloads)",
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              },
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                "key": "track_record",
                "name": "Track record",
                "detail": "99 public repos, account ~6 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 99
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 6
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "@last9/mcp-server"
              ],
              "ecosystems": "npm",
              "any_deprecated": false,
              "min_days_since_publish": 16
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on npm",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "npm"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 16 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 16
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "22 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 22
                    }
                  }
                ],
                "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": "good",
        "name": "Engineering Quality",
        "value": 71,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": "27 out of 27 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [
                "claude",
                "cursor",
                "mcp",
                "observability",
                "vibe-coding",
                "monitoring",
                "ai",
                "ai-agents"
              ],
              "has_wiki": true,
              "homepage": "https://last9.io/mcp",
              "has_readme": true,
              "has_docs_dir": false,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://last9.io/mcp",
                "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": "8 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 71,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "good",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 7
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "27 out of 27 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": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 13 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 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 detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "3 existing vulnerabilities detected",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "good",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 38 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": 38
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 74,
            "inputs": {
              "source": "osv",
              "advisories": 4,
              "affected_packages": 3,
              "assessed_packages": 38,
              "unassessed_packages": 0,
              "affected_by_severity": "moderate 1, unknown 2",
              "direct_affected_packages": 1
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "1 affected: go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp v1.38.0 (moderate 5.3)",
                "points": 20.2,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 1,
                      "packages": "go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp v1.38.0 (moderate 5.3)"
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "1 advisory-carrying package(s) unaddressed past 90 days; oldest published 105 days ago",
                "points": 35.3,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 1,
                      "oldest": 105
                    }
                  }
                ],
                "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": 38,
              "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": 16
            },
            "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": 73,
        "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": 0.804,
              "agent_instruction_files": [
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                "CLAUDE.md"
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              "agent_instruction_max_bytes": 3433
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md"
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                  }
                ],
                "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": "78 of 97 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 78,
                      "sampled": 97
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 74,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum"
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              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.61,
              "toolchain_manifests": [
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              "dependency_bot_commit_share": 0.03
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "go.mod (toolchain convention, no task runner)",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "toolchain_convention",
                    "params": {
                      "files": "go.mod"
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                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "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": "61 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 61,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "3 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 3,
                      "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 0",
                "points": 0,
                "status": "missed",
                "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": 79413,
              "source_files_sampled": 133,
              "oversized_source_files": 1
            },
            "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": "1/133 source files over 60KB",
                "points": 54.6,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 133,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "critical",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 20,
            "inputs": {
              "example_dirs": [],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "2026-07-22T20:33:38.033538Z",
  "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"
}

Bewertungen sind Signale, keine Garantien. Sie spiegeln öffentlich sichtbare Praxis auf GitHub wider — kein Code-Audit und keine Sicherheitsgarantie.

Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.26.0 — vollständige Methodik · Metriken-Wiki.

Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistikennpm.