Build Intelligence. Make It Real.
An independent exploration of superintelligence and AI agents.
siagent.build
Intelligence should do more than answer questions.
It should understand context, use tools, coordinate with other agents, learn from feedback, and turn intentions into outcomes.
SiAgent is about exploring what's possible — and building toward it.
Not just better prompts.
Not just another chatbot.
But a new way to make intelligence useful.
| Principle |
What it means |
| Beyond Chat |
Intelligence should act, not just respond. |
| Systems over Demos |
Real capability requires reliable systems, not impressive screenshots. |
| Intelligence through Coordination |
Multiple agents should work together to solve complex problems. |
| Memory and Context |
Intelligence should understand more than the current conversation. |
| Build the Future |
Turn ideas into experiments, and experiments into reality. |
Agents — Moving from conversational AI to autonomous action.
Memory — Building persistent context and learning from experience.
Coordination — Enabling agents to collaborate on complex tasks.
Infrastructure — Creating the foundations for reliable, scalable intelligence.
These are directions to explore, not limitations on what SiAgent may become.
SiAgent is shaped in the open. These contributions explore the same problems across agent frameworks, memory layers, MCP, and infrastructure.
| Project |
Stars |
PR |
Status |
| run-llama/llama_index |
★ 52,858 |
#22557 feat: migrate llama-index-tools-mcp to mcp 2.x |
✓ Merged |
| agno-agi/agno |
★ 43,118 |
#9269 feat: migrate MCP client and AgentOS server to mcp 2.x |
✓ Merged |
| agno-agi/agno |
★ 43,118 |
#8956 fix: add team_id filter to get_team_history for nested team support |
✓ Merged |
| agno-agi/agno |
★ 43,118 |
#8726 fix: prevent path traversal in FileSystemKnowledge.get_file (#8624) |
✓ Merged |
| Finb/Bark |
★ 9,504 |
#377 新增推送 URL 和 Key 二维码展示 |
✓ Merged |
| MemMachine/MemMachine |
★ 3,084 |
#954 feat: use json-repair for LLM output parsing |
✓ Merged |
| ormar-orm/ormar |
★ 1,798 |
#297 add：SmallInteger() |
✓ Merged |
| tortoise/aerich |
★ 1,084 |
#187 Enhancement: Inspectdb adds data types and exception handling. Models can also be generated if there are types that cannot be handled. |
✓ Merged |
| ThinkInAIXYZ/go-mcp |
★ 681 |
#183 New: Global middleware |
✓ Merged |
| Significant-Gravitas/AutoGPT |
★ 187,967 |
#14271 refactor(backend): migrate from httpx to httpx2 |
○ Open |
| microsoft/autogen |
★ 61,759 |
#8020 fix(autogen-ext): migrate MCP integration to mcp 2.x SDK |
○ Open |
| agno-agi/agno |
★ 43,118 |
#10078 feat: add X-Accel-Buffering header to SSE streaming responses |
○ Open |
| agno-agi/agno |
★ 43,118 |
#10021 feat: migrate core HTTP client from httpx to httpx2 |
○ Open |
| agno-agi/agno |
★ 43,118 |
#9893 feat: support background execution and reattach in the AG-UI interface |
○ Open |
| agno-agi/agno |
★ 43,118 |
#9886 fix: reject duplicate caller-supplied run_id on AgentOS run creation |
○ Open |
| agno-agi/agno |
★ 43,118 |
#9544 feat: move dynamic context (datetime/location) from system message to trailing message |
○ Open |
| agno-agi/agno |
★ 43,118 |
#9540 fix: emit reasoning delta and completed events for native model reasoning in agent and team streaming |
○ Open |
| agno-agi/agno |
★ 43,118 |
#9253 feat: surface team member activity in AG-UI via ACTIVITY_SNAPSHOT |
○ Open |
| lm-sys/FastChat |
★ 39,548 |
#3931 [HTTPXodus] migrate httpx to httpx2 (hard switch; closes #3929) |
○ Open |
| chroma-core/chroma |
★ 29,660 |
#7677 [HTTPXodus] migrate httpx to httpx2 (hard switch) |
○ Open |
The current toolkit starts with Python and Go, FastAPI, MCP, AG-UI, LangChain, Docker, Linux, GitHub Actions, and Nacos. It will evolve with the problems.
Show language metrics and coding habits
We believe the future of intelligence will be shaped by people who build, experiment, and challenge existing assumptions.
We don't claim to have all the answers.
We build, test, learn, and keep moving.
Build Agents. Build Superintelligence.
Agents are the building blocks.
Intelligence is the journey.
Superintelligence is the horizon.
Explore how agents can reason, collaborate, and act,
building the systems that move intelligence forward.
The journey starts with what gets built today.
SiAgent.build
