Home/Compare/Langchain-Chatchat vs GPTCache

Comparison

Langchain-Chatchat vs GPTCache

Verdict

Pick Langchain-Chatchat if langchain-Chatchat is a local knowledge-based application that integrates RAG and Agent functionalities using Langchain and various language models like ChatGLM, Qwen, and Llama; pick GPTCache if gPTCache is a semantic caching solution for large language models, designed to integrate with LangChain and llama_index, aimed at improving efficiency by reusing previous computations and responses.

Markdown twin · Langchain-Chatchat alternatives · GPTCache alternatives

GraphCanon updated Sep 20, 2026

6views this month

Langchain-Chatchat logo

Langchain-Chatchat

chatchat-space/Langchain-Chatchat

★ 39kpushed Nov 10, 2025
vs
GPTCache logo

GPTCache

zilliztech/GPTCache

★ 8.2kpushed Jul 11, 2025

Trust & integrity

SignalLangchain-ChatchatGPTCache
Maintenance
Slowing (311d since push)
As of Sep 18, 2026 · github_public_v1
Dormant (433d since push)
As of Sep 18, 2026 · github_public_v1
Provenance
Not a fork · Organization account
As of Sep 18, 2026 · github_public_v1
Not a fork · Organization account
As of Sep 18, 2026 · github_public_v1
OSV dependency advisories
No lockfile (source not queried)
As of Sep 18, 2026 · osv@v1
No published findings from this source as of 2026-09-18
As of Sep 18, 2026 · osv@v1
deps.dev advisories
Not queried
deps.dev@v1
Not queried
deps.dev@v1
OpenSSF Scorecard
Not queried
openssf-scorecard@v1
Not queried
openssf-scorecard@v1

Tagline

Langchain-Chatchat
Local knowledge-based LLM RAG and Agent app with Langchain
GPTCache
Semantic cache for LLMs, integrated with LangChain and llama_index.

Stars

Langchain-Chatchat
39k
GPTCache
8.2k

Forks

Langchain-Chatchat
6.3k
GPTCache
595

Open issues

Langchain-Chatchat
26
GPTCache
99

Language

Langchain-Chatchat
Python
GPTCache
Python

Adopt for

Langchain-Chatchat
Langchain-Chatchat is a local knowledge-based application that integrates RAG and Agent functionalities using Langchain and various language models like ChatGLM, Qwen, and Llama.
GPTCache
GPTCache is a semantic caching solution for large language models, designed to integrate with LangChain and llama_index, aimed at improving efficiency by reusing previous computations and responses.

Persona

Langchain-Chatchat
-
GPTCache
-

Runtime

Langchain-Chatchat
-
GPTCache
-

License

Langchain-Chatchat
Apache-2.0
GPTCache
MIT

Last pushed

Langchain-Chatchat
Nov 10, 2025
GPTCache
Jul 11, 2025

Categories

Langchain-Chatchat
AI Agents, Data & Retrieval, LLM Frameworks
GPTCache
Data & Retrieval, LLM Frameworks

Trust and health

Maintenance

Langchain-Chatchat
Slowing (36%)
GPTCache
Dormant (18%)

Days since push

Langchain-Chatchat
311d
GPTCache
433d

Open issues (now)

Langchain-Chatchat
26
GPTCache
99

Stars delta

Langchain-Chatchat
+122 (30d)
GPTCache
+70 (30d)

Open issues delta

Langchain-Chatchat
+1 (30d)
GPTCache
+5 (30d)

OSV dependency advisories

Langchain-Chatchat
No lockfile (source not queried)
GPTCache
No published findings from this source as of 2026-09-18

Full report

Langchain-Chatchat
Trust report
GPTCache
Trust report

Choose Langchain-Chatchat if…

  • License: Langchain-Chatchat is Apache-2.0, GPTCache is MIT.
  • Tags unique to Langchain-Chatchat: chatchat, chatglm, embedding, faiss.
  • Also covers AI Agents.
  • When you need a local deployment of a knowledge-based application that supports multiple language models including ChatGLM, Qwen, and Llama.

When NOT to use Langchain-Chatchat

  • If you are looking for a cloud-based solution that does not require local deployment and management.
  • When your project specifically requires a different set of language models that are not supported by Langchain-Chatchat, such as models that are not listed in its documentation.
  • If your use case does not benefit from the integration of RAG and Agent functionalities, and you are looking for a simpler chatbot solution.
  • When you need a solution that is tightly integrated with a specific cloud provider's services, as Langchain-Chatchat is designed for local deployment and may not offer the same level of integration.

Choose GPTCache if…

  • License: GPTCache is MIT, Langchain-Chatchat is Apache-2.0.
  • Pricing: GPTCache is available under the MIT license, which is free to use for both personal and commercial projects. However, additional features may require the installation of specific libraries, which may,.
  • Requirements: Min 2 GB RAM; Ensure Python version is 3.8.1 or higher.; Additional libraries are automatically installed as needed for extended functionality..
  • Tags unique to GPTCache: aigc, autogpt, babyagi, chatgpt-api.
  • When you are working with LangChain or llama_index and want to enhance the efficiency of your large language models by caching responses semantically.

When NOT to use GPTCache

  • If your project does not involve LangChain or llama_index, as GPTCache's integration benefits are specific to these frameworks.
  • When you need a caching solution that supports a wide range of frameworks beyond LangChain and llama_index, as GPTCache's integration is limited to these specific tools.

Explore

Sources

Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.

GitHub stars on cards: Langchain-Chatchat 39k · GPTCache 8.2k (synced Sep 20, 2026).

Common questions

What is the difference between Langchain-Chatchat and GPTCache?
Langchain-Chatchat: Local knowledge-based LLM RAG and Agent app with Langchain. GPTCache: Semantic cache for LLMs, integrated with LangChain and llama_index.. See the comparison table for live GitHub stats and shared categories.
When should I choose Langchain-Chatchat over GPTCache?
Choose Langchain-Chatchat over GPTCache when License: Langchain-Chatchat is Apache-2.0, GPTCache is MIT; Tags unique to Langchain-Chatchat: chatchat, chatglm, embedding, faiss; Also covers AI Agents; When you need a local deployment of a knowledge-based application that supports multiple language models including ChatGLM, Qwen, and Llama.
When should I choose GPTCache over Langchain-Chatchat?
Choose GPTCache over Langchain-Chatchat when License: GPTCache is MIT, Langchain-Chatchat is Apache-2.0; Pricing: GPTCache is available under the MIT license, which is free to use for both personal and commercial projects. However, additional features may require the installation of specific libraries, which may,; Requirements: Min 2 GB RAM; Ensure Python version is 3.8.1 or higher.; Additional libraries are automatically installed as needed for extended functionality.; Tags unique to GPTCache: aigc, autogpt, babyagi, chatgpt-api; When you are working with LangChain or llama_index and want to enhance the efficiency of your large language models by caching responses semantically.
When should I avoid Langchain-Chatchat?
If you are looking for a cloud-based solution that does not require local deployment and management. When your project specifically requires a different set of language models that are not supported by Langchain-Chatchat, such as models that are not listed in its documentation. If your use case does not benefit from the integration of RAG and Agent functionalities, and you are looking for a simpler chatbot solution. When you need a solution that is tightly integrated with a specific cloud provider's services, as Langchain-Chatchat is designed for local deployment and may not offer the same level of integration.
When should I avoid GPTCache?
If your project does not involve LangChain or llama_index, as GPTCache's integration benefits are specific to these frameworks. When you need a caching solution that supports a wide range of frameworks beyond LangChain and llama_index, as GPTCache's integration is limited to these specific tools.
Is Langchain-Chatchat or GPTCache more popular on GitHub?
Langchain-Chatchat has more GitHub stars (38,644 vs 8,194). Stars measure visibility, not whether either tool fits your constraints.
Are Langchain-Chatchat and GPTCache open source?
Yes - both are open-source projects on GitHub (Langchain-Chatchat: Apache-2.0, GPTCache: MIT).
Where can I find alternatives to Langchain-Chatchat or GPTCache?
GraphCanon lists graph-backed alternatives at Langchain-Chatchat alternatives and GPTCache alternatives (Langchain-Chatchat markdown twin, GPTCache markdown twin), ranked by typed relationship edges rather than popularity votes.
Is there a machine-readable version of this comparison?
Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
Which is better maintained, Langchain-Chatchat or GPTCache?
Langchain-Chatchat: Slowing. GPTCache: Dormant. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
Where are the full trust reports for Langchain-Chatchat and GPTCache?
GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: Langchain-Chatchat trust report; GPTCache trust report.

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