Öffentliches RegisterMittel
Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-27 19:41 UTC
SimonWaldherr / GopherLLM
SimonWaldherr/GopherLLM erreicht einen Gesundheitsindex von 53 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei Vitality (74/100) ab, am schwächsten bei Community & Adoption (24/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.
53
gesamt / 100Software-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.
53
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)
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
Simon WaldherrPersönliches Konto
313 Follower371 öffentliche Reposseit Feb. 2010RUBIX GmbH
Dieses Repository gehört einem persönlichen Konto. Ein Projekt mit nur einem Eigentümer trägt ein höheres Kontinuitätsrisiko als ein organisationsgetragenes.
Paket-Ökosysteme
| Registry | Paket | Version | Downloads / Monat | Versionen | Zuletzt veröffentlicht |
|---|---|---|---|---|---|
| Go | github.com/SimonWaldherr/GopherLLM | v0.3.1 | - | 5 | vor 8 Tagen |
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
74
Entwicklungsaktivität
56Mittel
Wie die Bewertung erfolgt
| 36/36 | Push-Aktualität — letzter Push vor 0 Tagen |
| 3.5/36 | Commit-Rhythmus — 5/52 Wochen mit Commits |
| 16.7/18 | Commit-Volumen — 71 Commits im letzten Jahr |
| 0/10 | OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully |
Verwendete Eingangsdaten
| commits_last_year | 71 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 5 |
Release-Disziplin
100Exzellent
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 3 Releases veröffentlicht |
| 36/36 | Release-Aktualität — letztes Release vor 8 Tagen |
| 27/27 | Release-Rhythmus — ein Release etwa alle 7,4 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — keine Daten |
Verwendete Eingangsdaten
| releases_count | 3 |
| latest_release_tag | v0.3.1 |
| releases_from_tags | nein |
| days_since_latest_release | 8 |
| mean_days_between_releases | 7,4 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Signed-Releases. Die verbleibenden Gewichte wurden renormalisiert.
Community & Verbreitung
Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?
24
Popularität & Verbreitung
1Kritisch
Wie die Bewertung erfolgt
| 0/60 | Stars — 2 Stars |
| 0/25 | Forks — 0 Forks |
| 0/15 | Watcher — 0 Watcher |
Verwendete Eingangsdaten
| forks | 0 |
| stars | 2 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community-Gesundheit
50Mittel
Wie die Bewertung erfolgt
| 22.5/22.5 | README |
| 22.5/22.5 | Lizenz — anerkannte Lizenz (MIT) |
| 0/18 | CONTRIBUTING-Leitfaden |
| 0/13.5 | Verhaltenskodex |
| 0/7.2 | Issue-Vorlage |
| 0/6.3 | PR-Vorlage |
Verwendete Eingangsdaten
| has_readme | ja |
| has_license | ja |
| has_contributing | nein |
| has_issue_template | nein |
| has_code_of_conduct | nein |
| has_pull_request_template | nein |
Nachhaltigkeit & Governance
Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?
63
Maintainer-Resilienz (Bus-Faktor)
27Kritisch
Wie die Bewertung erfolgt
| 9/54 | Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab |
| 5/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 78 % der Commits |
| 2.7/13.5 | Breite der Beitragenden — 2 Beitragende |
| 10/10 | OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations |
Verwendete Eingangsdaten
| bus_factor | 1 |
| contributors_sampled | 2 |
| top_contributor_share | 0,778 |
Wie die Bewertung erfolgt
| 0/46.8 | Issue-Lösungsquote — keine Issues oder keine Daten |
| 38.2/38.3 | PR-Annahme — 2/2 entschiedene PRs gemergt |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/28 approved changesets -- score normalized to 0 |
Verwendete Eingangsdaten
| merged_prs | 2 |
| open_issues | 0 |
| closed_issues | 0 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 0 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Issue-Lösungsquote. Die verbleibenden Gewichte wurden renormalisiert.
Eigentümerschaft & Trägerschaft
66Mittel
Wie die Bewertung erfolgt
| 10/30 | Organisatorische Trägerschaft — persönliches (Nutzer-)Konto |
| 0/20 | Verifizierte Domain — für Nutzerkonten nicht anwendbar |
| 18/25 | Reichweite des Inhabers — 313 Follower von SimonWaldherr |
| 25/25 | Kontohistorie — 371 öffentliche Repos, Kontoalter ca. 16 Jahre |
Verwendete Eingangsdaten
| followers | 313 |
| owner_type | User |
| is_verified | — |
| owner_login | SimonWaldherr |
| public_repos | 371 |
| account_age_days | 6.014 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Verifizierte Domain. Die verbleibenden Gewichte wurden renormalisiert.
Paketpflege
100Exzellent
Wie die Bewertung erfolgt
| 25/25 | Veröffentlicht & auflösbar — 1 Paket(e) auf go |
| 35/35 | Veröffentlichungsaktualität — letzte Veröffentlichung vor 8 Tagen |
| 20/20 | Versionshistorie — 5 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
Verwendete Eingangsdaten
| packages | github.com/SimonWaldherr/GopherLLM |
| ecosystems | go |
| any_deprecated | nein |
| min_days_since_publish | 8 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
57
Engineering-Praktiken
68Mittel
Wie die Bewertung erfolgt
| 24/24 | CI-Workflows — 1 Workflow(s) |
| 24/24 | Tests vorhanden |
| 0/16 | Linter-Konfiguration |
| 0/9.6 | Pre-Commit-Hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 2 out of 2 merged PRs checked by a CI test -- score normalized to 10 |
Verwendete Eingangsdaten
| has_ci | ja |
| has_tests | ja |
| has_editorconfig | nein |
| has_linter_config | nein |
| has_precommit_config | nein |
Dokumentation
40Gefährdet
Wie die Bewertung erfolgt
| 30/30 | README |
| 0/25 | Dokumentationsverzeichnis |
| 0/15 | Dokumentations-/Homepage-Site |
| 0/10 | Repository-Beschreibung |
| 0/10 | Topics |
| 10/10 | Wiki |
Verwendete Eingangsdaten
| topics | — |
| has_wiki | ja |
| homepage | — |
| has_readme | ja |
| has_docs_dir | nein |
| has_description | nein |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
35
Sicherheitslage
35Gefährdet
Wie die Bewertung erfolgt
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 2 out of 2 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/28 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 8 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Lizenz — license file detected |
| 0/7.5 | Maintained — project was created within the last 90 days. Please review its contents carefully |
| 0/5 | Packaging — keine Daten |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — keine Daten |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 3,5 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): packaging, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.
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.
49
AI-Agentenkontext & Leitlinien
8Kritisch
Wie die Bewertung erfolgt
| 0/45 | Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln |
| 0/15 | Maschinenlesbare Doku (llms.txt) |
| 8.1/40 | Lesbare Commit-Historie — 11 von 72 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text) |
Verwendete Eingangsdaten
| has_llms_txt | nein |
| legible_history_share | 0,153 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Wie die Bewertung erfolgt
| 18/18 | Bootstrap mit einem Befehl — Makefile |
| 22/22 | Automatisierte Tests |
| 0/11 | Lint-/Format-Konfiguration |
| 11/11 | Statische Typprüfung — Go (statisch typisiert) |
| 0/10 | Reproduzierbare Umgebung |
| 10/10 | Belegte Agentenpraxis — 6 der letzten 72 Commits von Agenten verfasst oder ihnen zugeschrieben |
| 0/8 | Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Verwendete Eingangsdaten
| has_nix | nein |
| has_tests | ja |
| lockfiles | — |
| has_dockerfile | nein |
| typed_language | ja |
| bootstrap_files | Makefile |
| has_devcontainer | nein |
| has_linter_config | nein |
| typecheck_configs | — |
| agent_commit_share | 0,083 |
| toolchain_manifests | go.mod, testdata/consumer/go.mod |
| dependency_bot_commit_share | 0 |
AI-Code-Lesbarkeit für Modelle
98Exzellent
Wie die Bewertung erfolgt
| 45/45 | Typprüfbarer Code — Go (statisch typisiert) |
| 53.4/55 | Handhabbare Dateigrößen — 4/140 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Go |
| largest_source_bytes | 141.263 |
| source_files_sampled | 140 |
| oversized_source_files | 4 |
Eckdaten
2GitHub-Sterne
2Mitwirkende
71Commits, letzte 12 Monate
0Tage seit letztem Push
3Releases
1Bus-Faktor
0offene Issues
GoPaket-Ökosysteme
Warnungen zur Datenerhebung
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Weitere Details
OpenSSF Scorecard 3.5 / 10
3.5Gesamtwert
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 2 out of 2 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/28 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 8 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 0 | Maintained | project was created within the last 90 days. Please review its contents carefully |
| k. A. | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| k. A. | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Alle Abhängigkeiten nicht erhoben
Der aufgelöste Abhängigkeitssatz konnte für diesen Bericht nicht erhoben werden: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
JSON-Rohbericht maschinenlesbar
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"body": "* gofmt: realign composite literals in server.go and kv_f16_test.go\n\nBoth files had struct-tag and comment alignment that gofmt disagrees\nwith: the ollamaModelDetails model_info map in server.go and two table\nliterals in kv_f16_test.go. Pre-existing, and `make fmt-check` catches\nthem on any LF check\n[…]\nat calibration\nstill picks the same knobs and still reports a measured speedup.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 5 <noreply@anthropic.com>",
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"headline": "Perf/auto tuning (#2)",
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"headline": "go fmt",
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"committed_at": "2026-07-25T11:45:52Z",
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"body": "* 'main' of https://github.com/SimonWaldherr/GopherLLM:\n add --auto: measure the runtime knobs on the actual model and hardware\n matvec: put the greedy Q6_K argmax on the int8 kernel\n tokenizer: classify Tekken pre-tokenizer as GPT2BPE\n sampling: extract duplicated repeat-penalty loop into helper",
"is_bot": false,
"headline": "Merge branch 'main' of https://github.com/SimonWaldherr/GopherLLM",
"author_name": "Simon Waldherr",
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"headline": "gitignore",
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"oid": "d940c69dd543df5b7a043dfba13759dcfa3a4ef3",
"body": "Perf/auto tuning",
"is_bot": false,
"headline": "Merge pull request #1 from SimonWaldherr/perf/auto-tuning",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-25T11:42:51Z",
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"oid": "07a6373f228db74a8d84a85c36dc3d66d69c68be",
"body": "Several of this repo's performance defaults were each picked from\nmeasurements on one machine, and several are genuinely\nhardware-dependent: whether the int8-activation kernels beat the exact\nfloat ones depends on AVX2/F16C, whether oversubscribed dispatch helps\ndepends on having heterogeneous cores\n[…]\nng scheme at ~1.2x. An\nn-gram-drafted speculative decoder was built and measured at 0.81x, so it\nis documented as a dead end rather than shipped.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "add --auto: measure the runtime knobs on the actual model and hardware",
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"oid": "520a4384ab90e75080c25d39a0906dee54cdd0a2",
"body": "Weight.ArgmaxMatvec's Q6_K case was the only remaining Q6_K matvec still\nrunning the old per-block float kernel (dotQ6KF32SIMDWithXSums). Because\nthe greedy fast path exists precisely to skip materializing 131k logits,\nthat made it a net loss rather than an optimization: on Ministral-3 3B\nQ4_K_M the\n[…]\nl.\n\nNote this path only engages for RepeatPenalty == 1 plus temperature 0 or\ntop-k 1, so the CLI default (--repeat-penalty 1.1) never reached it.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "matvec: put the greedy Q6_K argmax on the int8 kernel",
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"body": null,
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"headline": "harden model switching and generation paths",
"author_name": "Simon Waldherr",
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"committed_at": "2026-07-24T23:10:39Z",
"body_truncated": false,
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"oid": "a4f0ceac6a81095afa6c2416cee6b85dd04fe524",
"body": "Mode detection routed to GPT2BPE only on model==\"gpt2\" or a \"qwen\"/\"gpt\"\npre string, but the pretokenizer has a dedicated Tekken path keyed on the\npre string containing \"tekken\". A Tekken GGUF whose tokenizer.ggml.model\nfield is not literally \"gpt2\" would silently fall through to\nSentencePiece and mis-tokenize. Match on \"tekken\" explicitly and add a\nregression test.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "tokenizer: classify Tekken pre-tokenizer as GPT2BPE",
"author_name": "Simon Waldherr",
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"oid": "599a1e329d0f44a5a3157790bfe0d4a25956be2c",
"body": "The repeat-penalty loop was copy-pasted verbatim across the greedy\n(temp==0) and sampling branches of SampleWithScratch. Extract it into\napplyRepeatPenalty so the penalty semantics live in one place.\n\nNo behavior change.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "sampling: extract duplicated repeat-penalty loop into helper",
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"headline": "fix CI",
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"committed_at": "2026-07-19T17:14:42Z",
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"body": "* 'main' of https://github.com/SimonWaldherr/GopherLLM:\n performance experiment for amd64\n many various improvements\n OS independent improvement\n add support for more models and improve on amd64",
"is_bot": false,
"headline": "Merge branch 'main' of https://github.com/SimonWaldherr/GopherLLM",
"author_name": "Simon Waldherr",
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"committed_at": "2026-07-18T21:22:22Z",
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"headline": "many various improvements",
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"committed_at": "2026-07-18T19:53:02Z",
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"headline": "OS independent improvement",
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"headline": "fix the Windows cross-build failure",
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"headline": "optimize greedy Metal decode",
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"body": "* 'main' of https://github.com/SimonWaldherr/GopherLLM:\n amd64 improvement",
"is_bot": false,
"headline": "Merge branch 'main' of https://github.com/SimonWaldherr/GopherLLM",
"author_name": "Simon Waldherr",
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"body": "Co-Authored-By: Simon Waldherr <git@simon.waldherr.eu>",
"is_bot": false,
"headline": "amd64 improvement",
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"headline": "Optimize greedy decode and streaming UI",
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"headline": "improve speed",
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"headline": "bench",
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"is_bot": false,
"headline": "Optimize local GGUF inference latency",
"author_name": "Simon Waldherr",
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"headline": "Avoid overchunking large matvecs",
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"headline": "try to speed up",
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"body": "* 'main' of https://github.com/SimonWaldherr/GopherLLM:\n go fmt\n add a demo for the package\n finalize package\n Create arch_improvements_test.go\n more comments and a tiny fix\n add gguf analyzer\n improvements and fixes for the new package\n make it a real package\n improve support and doc\n add\n[…]\ning agentic/tools\n more bench, more speed\n add more tests and bench\n speed up\n\n# Conflicts:\n#\tMakefile\n#\tREADME.md\n#\tcmd/gopherllm/main.go\n#\tmetal.go\n#\tmodel.go\n#\truntime.go\n#\tsampling.go\n#\tsimd.go",
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"headline": "some improvement-experiments",
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"headline": "go fmt",
"author_name": "Simon Waldherr",
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"committed_at": "2026-07-04T18:43:20Z",
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"headline": "add a demo for the package",
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"committed_at": "2026-07-04T18:42:54Z",
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"headline": "finalize package",
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"committed_at": "2026-07-04T18:38:42Z",
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"body": "Co-Authored-By: Simon Waldherr <git@simon.waldherr.eu>",
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"headline": "Create arch_improvements_test.go",
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"committed_at": "2026-07-04T18:36:20Z",
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"headline": "more comments and a tiny fix",
"author_name": "Simon Waldherr",
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"committed_at": "2026-07-04T18:36:05Z",
"body_truncated": false,
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"headline": "add gguf analyzer",
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"body": "Refactor GopherLLM from a monolithic package into a properly importable Go module\n\nCo-Authored-By: Simon Waldherr <git@simon.waldherr.eu>\nCo-Authored-By: Copilot <198982749+Copilot@users.noreply.github.com>",
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"headline": "make it a real package",
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"headline": "add more comments",
"author_name": "Simon Waldherr",
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{
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{
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{
"key": "ownership_backing",
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{
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{
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{
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],
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"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/SimonWaldherr/GopherLLM.svg",
"full_name": "SimonWaldherr/GopherLLM",
"license_state": "standard",
"license_spdx": "MIT"
}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 v0.27.0 — vollständige Methodik · Metriken-Wiki.
Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken — Go.