GraphRAG

GraphRAG is a research toolkit for extracting graph-based structures from text to support retrieval and question answering

Originaltext der Quelle · EN

In Aktion ansehen

Produktoberfläche

Experimental GraphRAG demo: dataset and search controls

Author screenshot of the experimental, unsupported Unified Search demo with A Christmas Carol selected and local/global controls. This is its initial configuration view, not generated answer evidence.

Experimental GraphRAG demo: dataset and search controls
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Lizenz

Author PNG copied at original dimensions and re-encoded losslessly with exact decoded pixels; no crop, resize, added UI or invented answers. The pinned unified-search-app README identifies these states and says the demo is experimental/unsupported. The visible browser chrome and partial viewport are retained.

    MIT License

    Copyright (c) Microsoft Corporation.

    Permission is hereby granted, free of charge, to any person obtaining a copy
    of this software and associated documentation files (the "Software"), to deal
    in the Software without restriction, including without limitation the rights
    to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
    copies of the Software, and to permit persons to whom the Software is
    furnished to do so, subject to the following conditions:

    The above copyright notice and this permission notice shall be included in all
    copies or substantial portions of the Software.

    THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
    IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
    FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
    AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
    LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
    OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
    SOFTWARE
Produktoberfläche

Experimental GraphRAG demo: select a suggested question

The author’s demo shows suggested questions and a selected Marley question while the local/global searches are still generating. No completed comparison answer or citation quality is asserted.

Experimental GraphRAG demo: select a suggested question
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Lizenz

Author PNG copied at original dimensions and re-encoded losslessly with exact decoded pixels; no crop, resize, added UI or invented answers. The pinned unified-search-app README identifies these states and says the demo is experimental/unsupported. The visible browser chrome and partial viewport are retained.

    MIT License

    Copyright (c) Microsoft Corporation.

    Permission is hereby granted, free of charge, to any person obtaining a copy
    of this software and associated documentation files (the "Software"), to deal
    in the Software without restriction, including without limitation the rights
    to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
    copies of the Software, and to permit persons to whom the Software is
    furnished to do so, subject to the following conditions:

    The above copyright notice and this permission notice shall be included in all
    copies or substantial portions of the Software.

    THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
    IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
    FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
    AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
    LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
    OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
    SOFTWARE
Produktoberfläche

Experimental GraphRAG demo: inspect a community report

The author’s demo shows community selection, a partial entity-graph viewport and the visible portion of a selected Scrooge report. It is an interface preview of the experimental app, not a complete answer or site benchmark.

Experimental GraphRAG demo: inspect a community report
Ganzes Bild öffnen
Lizenz

Author PNG copied at original dimensions and re-encoded losslessly with exact decoded pixels; no crop, resize, added UI or invented answers. The pinned unified-search-app README identifies these states and says the demo is experimental/unsupported. The visible browser chrome and partial viewport are retained.

    MIT License

    Copyright (c) Microsoft Corporation.

    Permission is hereby granted, free of charge, to any person obtaining a copy
    of this software and associated documentation files (the "Software"), to deal
    in the Software without restriction, including without limitation the rights
    to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
    copies of the Software, and to permit persons to whom the Software is
    furnished to do so, subject to the following conditions:

    The above copyright notice and this permission notice shall be included in all
    copies or substantial portions of the Software.

    THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
    IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
    FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
    AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
    LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
    OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
    SOFTWARE

Produktüberblick

GraphRAG is a structured, hierarchical approach to Retrieval Augmented Generation (RAG), as opposed to naive semantic-search approaches using plain text snippets. The GraphRAG process involves extracting a knowledge graph out of raw text, building a community hierarchy, generating summaries for these communities, and then leveraging these structures when perform RAG-based tasks.

Originaltext der Quelle · EN
IN DER QUELLE GENANNTE FUNKTIONEN

Was GraphRAG bietet

  1. 01Index text into graph-based representations
  2. 02Query indexed collections
  3. 03Tune prompts for a dataset
Originaltext der Quelle · EN
Was es unterscheidet

Was es unterscheidet

The repository is in maintenance mode and is a research demonstration rather than an officially supported Microsoft service. Indexing can be costly and should start with a small dataset.

Originaltext der Quelle · EN
Für wen es geeignet ist

Für wen es geeignet ist

  • Researchers exploring graph-based retrieval
  • Developers comparing retrieval approaches
Originaltext der Quelle · EN
VOR DER AUSWAHL

Was zu prüfen ist

  • Eine echte Aufgabe testen und das Ergebnis mit den Anforderungen vergleichen.
  • Prüfen, welche Daten gespeichert, weitergegeben oder zum Training genutzt werden.
  • Aktuelle Preise, Nutzungslimits und Kündigungsbedingungen auf der offiziellen Website prüfen.
Zuletzt geprüft

Offizieller Link am 9. Nov. 2026 geprüft. Funktionsangaben wurden nicht unabhängig getestet.