---
title: "Semaprax Kontext-Benchmark: Token- und Kostenevidenz"
canonical: https://wavect.io/de/semaprax/benchmarks/
language: de
description: "Was der Semaprax Agent-Context-Benchmark heute misst, was er zu LLM-Tokens und Kosten nicht belegt und welches Protokoll für belastbare Vergleiche nötig ist."
image: "https://wavect.io/img/general/bak/open_graph_preview.jpg"
---

BENCHMARK · AGENT CONTEXT V1

# Kontext ist messbar. Kostenvorteile sind noch nicht belegt.

Das Gegenbeispiel vor der Behauptung veröffentlichen.

Der aktuelle Benchmark fixiert einen kleinen Quellkorpus und vergleicht deterministische Kontextartefakte. Er misst Compilermechanik, nicht Modell- oder Repository-Ökonomie.

semaprax://benchmarks v0.2

```
entity     Semaprax
status     Pre-Alpha-Forschung
verified   2026-08-11
authority  github.com/wavect/semaprax
```

## Ist Semaprax für Coding-Agenten günstiger?

Nicht belegt. Semaprax ist für typisierten, begrenzten Kontext ausgelegt, doch der aktuelle Agent-Context-v1-Benchmark misst weder Modelltokens, Latenz, Antwortqualität, akzeptierte Aufgaben noch Repository-Kosten. Im kleinen Korpus ist das Kontextartefakt größer als der Quelltext.

// 01

## Was der aktuelle Benchmark misst

Fixierter Input

Ein kleiner versionierter Semaprax-Korpus und eine Wartungsaufgabe

Deterministischer Output

Agent-Context-v1-JSON mit Byte-, Knoten- und Tiefengrenzen

Vergleichsgrenze

Quelltextbytes gegen strukturierte Kontextbytes im fixierten Korpus

// 02

## Was er nicht misst

- Modell-Input- oder Output-Tokens
- Laufzeit oder Providerpreis
- Antwortkorrektheit oder akzeptierte Patches
- Navigation und Wartung im Repository-Maßstab
- Vergleiche mit Rust, C, C++, Go oder anderen Sprachen

// 03

## Nötige Evidenz vor einer Kostenaussage

1. **Gleichwertige Wartungsaufgaben und Repository-Snapshots fixieren.**
2. **Dasselbe Modell, Harness, dieselben Rechte und Abbruchregeln verwenden.**
3. **Abgerechnete Tokens, Zeit, Akzeptanzrate und Regressionen messen.**
4. **Rohtraces, Ausschlüsse, Fehlversuche und Konfidenzintervalle veröffentlichen.**
5. **Über Repository-Größen und mehrere Modellfamilien wiederholen.**

Die GitHub-Spezifikationen sind die normative Quelle. Diese Seite ist eine datierte Forschungszusammenfassung. [GitHub-Repository](https://github.com/wavect/semaprax).

// FAQ

## Fragen, ohne Hype beantwortet

### Braucht Semaprax weniger Tokens als Rust oder C?

Dafür gibt es noch keine belastbare Evidenz. Der aktuelle Benchmark führt kein Modell aus und vergleicht keine Sprachen.

### Warum einen Benchmark ohne Einsparung veröffentlichen?

Weil er den Messvertrag fixiert und Gegenbelege vor einer Marketingaussage sichtbar macht.

Forschungsprojekt von Wavect: [Wavect GmbH](/de/). Von Wavect als Open-Source-Forschungsprojekt für Programmiersysteme entwickelt.

## Structured Data

```json
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@id": "https://wavect.io/#organization",
      "@type": [
        "Organization",
        "ProfessionalService",
        "LocalBusiness"
      ],
      "employee": [
        {
          "@id": "https://wavect.io/team/kevin-riedl/#person",
          "@type": "Person",
          "jobTitle": "Managing Director",
          "name": "Kevin Riedl",
          "url": "https://wavect.io/team/kevin-riedl/",
          "worksFor": {
            "@id": "https://wavect.io/#organization",
            "@type": [
              "Organization",
              "ProfessionalService",
              "LocalBusiness"
            ]
          }
        },
        {
          "@id": "https://wavect.io/team/christof-jori/#person",
          "@type": "Person",
          "jobTitle": "Managing Director",
          "name": "Christof Jori",
          "url": "https://wavect.io/team/christof-jori/",
          "worksFor": {
            "@id": "https://wavect.io/#organization",
            "@type": [
              "Organization",
              "ProfessionalService",
              "LocalBusiness"
            ]
          }
        }
      ],
      "founder": [
        {
          "@id": "https://wavect.io/team/kevin-riedl/#person",
          "@type": "Person",
          "jobTitle": "Managing Director",
          "name": "Kevin Riedl",
          "url": "https://wavect.io/team/kevin-riedl/",
          "worksFor": {
            "@id": "https://wavect.io/#organization",
            "@type": [
              "Organization",
              "ProfessionalService",
              "LocalBusiness"
            ]
          }
        },
        {
          "@id": "https://wavect.io/team/christof-jori/#person",
          "@type": "Person",
          "jobTitle": "Managing Director",
          "name": "Christof Jori",
          "url": "https://wavect.io/team/christof-jori/",
          "worksFor": {
            "@id": "https://wavect.io/#organization",
            "@type": [
              "Organization",
              "ProfessionalService",
              "LocalBusiness"
            ]
          }
        }
      ],
      "legalRepresentative": [
        {
          "@id": "https://wavect.io/team/kevin-riedl/#person",
          "@type": "Person",
          "jobTitle": "Managing Director",
          "name": "Kevin Riedl",
          "url": "https://wavect.io/team/kevin-riedl/",
          "worksFor": {
            "@id": "https://wavect.io/#organization",
            "@type": [
              "Organization",
              "ProfessionalService",
              "LocalBusiness"
            ]
          }
        },
        {
          "@id": "https://wavect.io/team/christof-jori/#person",
          "@type": "Person",
          "jobTitle": "Managing Director",
          "name": "Christof Jori",
          "url": "https://wavect.io/team/christof-jori/",
          "worksFor": {
            "@id": "https://wavect.io/#organization",
            "@type": [
              "Organization",
              "ProfessionalService",
              "LocalBusiness"
            ]
          }
        }
      ],
      "name": "Wavect GmbH",
      "subjectOf": {
        "@id": "https://wavect.io/verified-claims.json#dataset",
        "@type": "Dataset",
        "creator": {
          "@id": "https://wavect.io/#organization",
          "@type": [
            "Organization",
            "ProfessionalService",
            "LocalBusiness"
          ]
        },
        "description": "A machine-readable registry of quantitative and qualitative claims published by Wavect, with review dates, localized page appearances and public third-party citations where available.",
        "inLanguage": "en",
        "isAccessibleForFree": true,
        "license": "https://creativecommons.org/licenses/by/4.0/",
        "name": "Wavect verified publication claims",
        "url": "https://wavect.io/verified-claims.json"
      },
      "url": "https://wavect.io/"
    },
    {
      "@id": "https://wavect.io/team/kevin-riedl/#person",
      "@type": "Person",
      "jobTitle": "Managing Director",
      "name": "Kevin Riedl",
      "sameAs": [
        "https://www.wikidata.org/wiki/Q139796365",
        "https://www.linkedin.com/in/wsdt",
        "https://github.com/wsdt"
      ],
      "url": "https://wavect.io/team/kevin-riedl/",
      "worksFor": {
        "@id": "https://wavect.io/#organization",
        "@type": [
          "Organization",
          "ProfessionalService",
          "LocalBusiness"
        ]
      }
    },
    {
      "@id": "https://wavect.io/team/christof-jori/#person",
      "@type": "Person",
      "jobTitle": "Managing Director",
      "name": "Christof Jori",
      "sameAs": [
        "https://www.wikidata.org/wiki/Q139796367",
        "https://www.linkedin.com/in/jocr77/",
        "https://github.com/jo-chris"
      ],
      "url": "https://wavect.io/team/christof-jori/",
      "worksFor": {
        "@id": "https://wavect.io/#organization",
        "@type": [
          "Organization",
          "ProfessionalService",
          "LocalBusiness"
        ]
      }
    },
    {
      "@id": "https://wavect.io/#website",
      "@type": "WebSite",
      "inLanguage": [
        "en",
        "de",
        "es",
        "zh"
      ],
      "name": "Wavect",
      "potentialAction": {
        "@type": "SearchAction",
        "query-input": "required name=search_term_string",
        "target": {
          "@type": "EntryPoint",
          "urlTemplate": "https://wavect.io/search/?q={search_term_string}"
        }
      },
      "publisher": {
        "@id": "https://wavect.io/#organization",
        "@type": [
          "Organization",
          "ProfessionalService",
          "LocalBusiness"
        ]
      },
      "url": "https://wavect.io/"
    },
    {
      "@id": "https://wavect.io/de/semaprax/benchmarks/#webpage",
      "@type": "WebPage",
      "dateModified": "2026-08-11",
      "inLanguage": "de",
      "isPartOf": {
        "@id": "https://wavect.io/#website",
        "@type": "WebSite"
      },
      "lastReviewed": "2026-08-11",
      "url": "https://wavect.io/de/semaprax/benchmarks/"
    },
    {
      "@id": "https://wavect.io/verified-claims.json#semaprax-context-benchmark-nonclaim",
      "@type": "Claim",
      "appearance": {
        "@id": "https://wavect.io/de/semaprax/benchmarks/#webpage",
        "@type": "WebPage",
        "inLanguage": "de",
        "url": "https://wavect.io/de/semaprax/benchmarks/"
      },
      "author": {
        "@id": "https://wavect.io/#organization",
        "@type": [
          "Organization",
          "ProfessionalService",
          "LocalBusiness"
        ]
      },
      "citation": {
        "@type": "WebPage",
        "url": "https://github.com/wavect/semaprax/blob/main/docs/AGENT-ECONOMICS-V1.md"
      },
      "dateModified": "2026-08-11",
      "identifier": "semaprax-context-benchmark-nonclaim",
      "inLanguage": "en",
      "text": "The current Semaprax Agent Context v1 benchmark does not measure model tokens, latency, answer quality, accepted-task rate, or repository-scale cost, and its small-corpus context artifact is larger than the source."
    }
  ]
}
```

```json
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@id": "https://wavect.io/de/semaprax/benchmarks/#webpage",
      "@type": "WebPage",
      "creator": {
        "@id": "https://wavect.io/#organization",
        "@type": [
          "Organization",
          "ProfessionalService",
          "LocalBusiness"
        ]
      },
      "dateModified": "2026-08-11",
      "description": "Was der Semaprax Agent-Context-Benchmark heute misst, was er zu LLM-Tokens und Kosten nicht belegt und welches Protokoll für belastbare Vergleiche nötig ist.",
      "inLanguage": "de",
      "mainEntity": {
        "@id": "https://wavect.io/de/semaprax/benchmarks/#article",
        "@type": "TechArticle"
      },
      "name": "Semaprax Kontext-Benchmark: Token- und Kostenevidenz | Wavect",
      "url": "https://wavect.io/de/semaprax/benchmarks/"
    },
    {
      "@id": "https://wavect.io/de/semaprax/benchmarks/#article",
      "@type": "TechArticle",
      "about": {
        "@id": "https://wavect.io/semaprax/#software",
        "@type": "SoftwareSourceCode"
      },
      "author": {
        "@id": "https://wavect.io/#organization",
        "@type": [
          "Organization",
          "ProfessionalService",
          "LocalBusiness"
        ]
      },
      "dateModified": "2026-08-11",
      "datePublished": "2026-08-11",
      "description": "Was der Semaprax Agent-Context-Benchmark heute misst, was er zu LLM-Tokens und Kosten nicht belegt und welches Protokoll für belastbare Vergleiche nötig ist.",
      "headline": "Kontext ist messbar. Kostenvorteile sind noch nicht belegt.",
      "inLanguage": "de",
      "isPartOf": {
        "@id": "https://wavect.io/semaprax/#webpage",
        "@type": "WebPage"
      },
      "mainEntityOfPage": {
        "@id": "https://wavect.io/de/semaprax/benchmarks/#webpage"
      },
      "publisher": {
        "@id": "https://wavect.io/#organization",
        "@type": [
          "Organization",
          "ProfessionalService",
          "LocalBusiness"
        ]
      },
      "url": "https://wavect.io/de/semaprax/benchmarks/"
    },
    {
      "@id": "https://wavect.io/semaprax/#software",
      "@type": "SoftwareSourceCode"
    },
    {
      "@id": "https://wavect.io/de/semaprax/benchmarks/#faq",
      "@type": "FAQPage",
      "inLanguage": "de",
      "mainEntity": [
        {
          "@type": "Question",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Dafür gibt es noch keine belastbare Evidenz. Der aktuelle Benchmark führt kein Modell aus und vergleicht keine Sprachen."
          },
          "name": "Braucht Semaprax weniger Tokens als Rust oder C?"
        },
        {
          "@type": "Question",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Weil er den Messvertrag fixiert und Gegenbelege vor einer Marketingaussage sichtbar macht."
          },
          "name": "Warum einen Benchmark ohne Einsparung veröffentlichen?"
        }
      ],
      "url": "https://wavect.io/de/semaprax/benchmarks/"
    },
    {
      "@id": "https://wavect.io/verified-claims.json#semaprax-context-benchmark-nonclaim",
      "@type": "Claim",
      "appearance": {
        "@id": "https://wavect.io/de/semaprax/benchmarks/#webpage",
        "@type": "WebPage",
        "inLanguage": "de",
        "url": "https://wavect.io/de/semaprax/benchmarks/"
      },
      "author": {
        "@id": "https://wavect.io/#organization",
        "@type": [
          "Organization",
          "ProfessionalService",
          "LocalBusiness"
        ]
      },
      "citation": {
        "@type": "WebPage",
        "url": "https://github.com/wavect/semaprax/blob/main/docs/AGENT-ECONOMICS-V1.md"
      },
      "dateModified": "2026-08-11",
      "identifier": "semaprax-context-benchmark-nonclaim",
      "inLanguage": "en",
      "text": "The current Semaprax Agent Context v1 benchmark does not measure model tokens, latency, answer quality, accepted-task rate, or repository-scale cost, and its small-corpus context artifact is larger than the source."
    }
  ]
}
```

```json
{
  "@context": "https://schema.org",
  "@type": "BreadcrumbList",
  "itemListElement": [
    {
      "@type": "ListItem",
      "item": "https://wavect.io/de/",
      "name": "Startseite",
      "position": 1
    },
    {
      "@type": "ListItem",
      "item": "https://wavect.io/de/semaprax/",
      "name": "Semaprax",
      "position": 2
    },
    {
      "@type": "ListItem",
      "item": "https://wavect.io/de/semaprax/benchmarks/",
      "name": "Kontext ist messbar. Kostenvorteile sind noch nicht belegt.",
      "position": 3
    }
  ]
}
```
