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
Trust & integrity
| Signal | Langchain-Chatchat | GPTCache |
|---|---|---|
| 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 (chatchat-space/Langchain-Chatchat) · observed Sep 20, 2026
- GitHub forks (chatchat-space/Langchain-Chatchat) · observed Sep 20, 2026
- Last push (chatchat-space/Langchain-Chatchat) · observed Nov 10, 2025
- License file (Apache-2.0) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Sep 18, 2026
- Trust scan (lockfile / OSV) · observed Sep 18, 2026
- GitHub stars (zilliztech/GPTCache) · observed Sep 20, 2026
- GitHub forks (zilliztech/GPTCache) · observed Sep 20, 2026
- Last push (zilliztech/GPTCache) · observed Jul 11, 2025
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Sep 18, 2026
- Trust scan (lockfile / OSV) · observed Sep 18, 2026
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.