工具说明为英文。

RAG 与搜索

检索增强、向量数据库、嵌入和语义搜索。

工具排名

按实测增长排序，并在不同来源间归一化。原始值保留各自的数据窗口；计算变化需要 7 天内至少两次测量。

1
yandexgpt-mcp
MCP
已放弃最近提交：18 天前 · 2026-08-18
MCP server for YandexGPT — completions, embeddings, classification, summarization (Russia)
↓ 36 下载/周TypeScript许可证: MIT
mcp5 个月前创建实测增长打开来源 ↗
安装 claude mcp add yandexgpt-mcp -- npx @theyahia/yandexgpt-mcp
0GitHub 星标稳定
2
mem0
智能体
活跃最近提交：1 天前 · 2026-09-04
The Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Context that persists. Built for production.
Python许可证: Apache-2.0
- agentic-memory
- agentic-memory-system
- agents
- ai
- ai-agents
github3 年前创建实测增长打开来源 ↗
64 752GitHub 星标+368 (+0.57 %)
3
supabase
其他
活跃最近提交：今天 · 2026-09-06
The Postgres development platform. Supabase gives you a dedicated Postgres database to build your web, mobile, and AI applications.
TypeScript许可证: Apache-2.0
- ai
- alternative
- auth
- database
- deno
github6 年前创建实测增长打开来源 ↗
108 886GitHub 星标+261 (+0.24 %)
4
promptfoo
其他
活跃最近提交：今天 · 2026-09-06
Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line and CI/CD integration. Used by OpenAI…
TypeScript许可证: MIT
- ci
- ci-cd
- cicd
- evaluation
- evaluation-framework
github3 年前创建实测增长打开来源 ↗
24 846GitHub 星标+163 (+0.66 %)
5
LLMVault
其他
活跃最近提交：26 天前 · 2026-08-10
An intentionally vulnerable OWASP LLM Top 10 training platform for AI Security, Prompt Injection, RAG Security, Agent Security, and GenAI penetration testing.
Python许可证: MIT
- agent-security
- ai-security
- ai-security-tool
- artificial-intelligence
- ctf
github52 天前创建实测增长打开来源 ↗
314GitHub 星标+7 (+2.3 %)
6
quivr
库
活跃最近提交：5 天前 · 2026-08-31
Opiniated RAG for integrating GenAI in your apps 🧠 Focus on your product rather than the RAG. Easy integration in existing products with customisation! Any LLM: GPT4, Groq, Llama. Any Vectorstore: PGVector, Faiss. Any Files. Anyway you…
Python
- ai
- api
- chatbot
- chatgpt
- database
github3 年前创建实测增长打开来源 ↗
39 496GitHub 星标+58 (+0.15 %)
7
dify
其他
活跃最近提交：今天 · 2026-09-06
Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack.
TypeScript
- agent
- agentic-ai
- agentic-framework
- agentic-workflow
- ai
github3 年前创建实测增长打开来源 ↗
154 550GitHub 星标+614 (+0.40 %)
8
qdrant
其他
活跃最近提交：今天 · 2026-09-05
Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
Rust许可证: Apache-2.0
- ai-search
- ai-search-engine
- embeddings-similarity
- hnsw
- hybrid-search
github6 年前创建实测增长打开来源 ↗
34 401GitHub 星标+122 (+0.36 %)
9
tidb
智能体
活跃最近提交：今天 · 2026-09-06
TiDB is built for agentic workloads that grow unpredictably, with ACID guarantees and native support for transactions, analytics, and vector search. No data silos. No noisy neighbors. No infrastructure ceiling.
Go许可证: Apache-2.0
- agent
- agent-context
- agent-memory
- agentic
- ai
github11 年前创建实测增长打开来源 ↗
40 490GitHub 星标+13 (+0.03 %)
10
databend
其他
活跃最近提交：今天 · 2026-09-06
Data Agent Ready Warehouse : One for Analytics, Search, AI, Python Sandbox. — rebuilt from scratch. Unified architecture on your S3.
Rust
- ai
- bigdata
- cloud-native
- database
- elasticsearch
github5 年前创建实测增长打开来源 ↗
9 434GitHub 星标+7 (+0.07 %)
11
milvus
其他
活跃最近提交：1 天前 · 2026-09-05
Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search
Go许可证: Apache-2.0
- anns
- cloud-native
- diskann
- distributed
- embedding-database
github6 年前创建实测增长打开来源 ↗
45 989GitHub 星标+101 (+0.22 %)
12
haystack
其他
活跃最近提交：1 天前 · 2026-09-04
Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for…
Python许可证: Apache-2.0
- agent-framework
- agentic-ai
- agentic-rag
- agents
- ai
github6 年前创建实测增长打开来源 ↗
26 426GitHub 星标+60 (+0.23 %)
13
Daft
其他
活跃最近提交：1 天前 · 2026-09-04
High-performance data engine for AI and multimodal workloads. Process images, audio, video, and structured data at any scale
Rust许可证: Apache-2.0
- ai-engineering
- ai-pipeline
- arrow
- artificial-intelligence
- big-data
github4 年前创建实测增长打开来源 ↗
5 748GitHub 星标+15 (+0.26 %)
14
cocoindex
智能体
活跃最近提交：今天 · 2026-09-05
Incremental engine for long horizon agents 🌟 Star if you like it!
Rust许可证: Apache-2.0
- agentic-data-framework
- ai
- ai-agents
- change-data-capture
- codebase-intelligence
github18 个月前创建实测增长打开来源 ↗
11 491GitHub 星标+56 (+0.49 %)
15
semantica
其他
活跃最近提交：今天 · 2026-09-05
Graph-Native Infrastructure for Context and Accountable AI Systems
Python许可证: MIT
- agent-memory
- ai
- ai-governance
- ai-infrastructure
- artificial-intelligence
github14 个月前创建实测增长打开来源 ↗
12 107GitHub 星标+689 (+6.0 %)
16
LakeSoul
库
活跃最近提交：1 天前 · 2026-09-04
LakeSoul is an end-to-end, realtime cloud-native Lakehouse framework for fast data ingestion, concurrent updates, incremental analytics, multimodal data processing and vector search — powering next-generation BI and AI workloads.
Java许可证: Apache-2.0
- arrow
- daft
- datafusion
- flink
- gluten
github4 年前创建实测增长打开来源 ↗
3 249GitHub 星标+2 (+0.06 %)
17
utopia
应用
活跃最近提交：今天 · 2026-09-06
World's first open-source enterprise world model.
Rust许可证: Apache-2.0
- agent-memory
- bitemporal
- graphrag
- knowledge-base
- knowledge-graph
github29 天前创建最新实测增长打开来源 ↗
4 628GitHub 星标+3 796 (+456.2 %)
18
crate
其他
活跃最近提交：今天 · 2026-09-05
CrateDB is a distributed and scalable SQL database for storing and analyzing massive amounts of data in near real-time, even with complex queries. It is PostgreSQL-compatible, and based on Lucene.
Java许可证: Apache-2.0
- analytics
- big-data
- cratedb
- database
- dbms
github13 年前创建实测增长打开来源 ↗
4 432GitHub 星标稳定
19
langchain
智能体
活跃最近提交：今天 · 2026-09-06
The agent engineering platform.
Python许可证: MIT
- agents
- ai
- ai-agents
- anthropic
- chatgpt
github3 年前创建实测增长打开来源 ↗
145 729GitHub 星标+422 (+0.29 %)
20
OpenExecutive
智能体
活跃最近提交：今天 · 2026-09-05
AI-powered virtual executive team — a single coherent executive persona backed by 8 specialist Claude agents (FastAPI + Next.js).
Python
- ai
- anthropic
- claude
- fastapi
- llm
github2 个月前创建实测增长打开来源 ↗
3 825GitHub 星标+797 (+26.3 %)
21
open-webui
应用
活跃最近提交：1 天前 · 2026-09-05
User-friendly AI Interface (Supports Ollama, OpenAI API, ...)
Python
- ai
- llm
- llm-ui
- llm-webui
- llms
github2 年前创建实测增长打开来源 ↗
151 072GitHub 星标+621 (+0.41 %)
22
headroom
MCP
活跃最近提交：今天 · 2026-09-06
Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.
Python许可证: Apache-2.0
- agent
- ai
- anthropic
- claude-code
- compression
github8 个月前创建实测增长打开来源 ↗
69 050GitHub 星标+927 (+1.4 %)
23
sim
其他
活跃最近提交：今天 · 2026-09-06
Sim is the collaborative workspace to build, deploy, and monitor AI agents and workflows. Used by 100,000+ builders.
TypeScript许可证: Apache-2.0
- agent-workflow
- agentic-workflow
- agents
- ai
- aiagents
github20 个月前创建实测增长打开来源 ↗
29 555GitHub 星标+61 (+0.21 %)
24
onyx
应用
活跃最近提交：今天 · 2026-09-06
Open Source AI Platform - AI Chat with advanced features that works with every LLM
Python
- ai
- ai-chat
- chatgpt
- chatui
- enterprise-search
github3 年前创建实测增长打开来源 ↗
31 940GitHub 星标+90 (+0.28 %)

学习与参考资源

按实测增长排序，并在不同来源间归一化。这些资源可单独访问，不参与主要排名。

1
awesome-llm-apps
技能
活跃最近提交：3 天前 · 2026-09-02打开来源 ↗
100+ AI Agents, Agent Skills and RAG Apps - Free and Open Source.
Python许可证: Apache-2.0
- agents
- llms
- python
- rag
github
安装 git clone https://github.com/Shubhamsaboo/awesome-llm-apps ~/.claude/skills/awesome-llm-apps
3 天前活跃2 年前创建资源实测增长
136 261GitHub 星标+949 (+0.70 %)

RAG 与搜索

用途

活跃度

排序方式

工具排名

yandexgpt-mcp

mem0

supabase

promptfoo

LLMVault

quivr

dify

qdrant

tidb

databend

milvus

haystack

Daft

cocoindex

semantica

LakeSoul

utopia

crate

langchain

OpenExecutive

open-webui

headroom

sim

onyx

学习与参考资源

awesome-llm-apps