gortex
Gortex, in Go — built for high-performance code-intelligence engine for ai agents.
A high-performance vector search engine for next-gen AI.
qdrant is an open-source ai agents project by qdrant (qdrant/qdrant on GitHub). It has 34,969 GitHub stars and 2,731 forks, is released under the Apache-2.0 license, and was last updated on GitHub on 8 October 2026.
Choose one real workload to test the project against.
Clone it locally and read through the getting-started guide.
Install the stack it needs and set any environment variables.
Execute the starter example and check results before going further.
Combines vector and keyword search in one query.
Fast approximate nearest neighbor queries.
Low-latency, memory-efficient core.
Payload-based structured filtering alongside vectors.
Managed cloud available alongside self-hosting.
Permissive licensing.
Download the source and move into the project folder.
git clone https://github.com/qdrant/qdrant.git
cd qdrantCompile the Rust engine.
cargo build --releaseStart the server (Docker is the fastest path per the docs).
# see docs for the Docker quickstart
./target/release/qdrantIt is maintained by the qdrant organization at qdrant/qdrant, with 2,731 forks. Check the changelog for the latest stable release.
The open-source engine is free under Apache-2.0; the managed cloud is the paid path.
Self-hosting is free. You only pay if you choose the managed cloud or for the embedding/LLM APIs you call.
Compare with Milvus, Weaviate, and Chroma on operations, filtering, and scale.
The Docker quickstart in the docs is the fastest route; load a sample collection and run a search.
Gortex, in Go — built for high-performance code-intelligence engine for ai agents.
The cloud-native vector database for planet-scale similarity search.
High-performance serving for the LLMs that power your agents.
Vector search plus structured filtering in one database.
Exa's MCP server for web search and crawling — give your AI agent a live, high-quality web index.
High-performance code intelligence MCP server: your codebase as a persistent knowledge graph
The most-starred other AI Agents projects in the LibreAI catalogue — the realistic shortlist if qdrant is not the right fit.
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Agent harness optimization system with skills, memory and security for Claude Code, Codex and more
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DeepSeek's plugin-based agent harness where everything is a plugin.
Free and open — grab the source, star the repo, and start creating.