---
title: "agno vs semtools"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/agno-agi-agno-vs-run-llama-semtools"
tools: ["agno-agi-agno", "run-llama-semtools"]
---

# agno vs semtools

*GraphCanon updated Jul 11, 2026*

## Verdict

Pick agno when agno is primarily Python; semtools is Rust; pick semtools when semtools is primarily Rust; agno is Python.

[agno](https://docs.agno.com) reports 41k GitHub stars, 5.6k forks, and 1.0k open issues, last pushed Jul 11, 2026. [semtools](https://github.com/run-llama/semtools) has 1.8k stars, 136 forks, and 6 open issues, last pushed Mar 11, 2026. Figures are from public GitHub metadata via [agno's repository](https://github.com/agno-agi/agno) and [semtools's repository](https://github.com/run-llama/semtools).

| | [agno](/tools/agno-agi-agno.md) | [semtools](/tools/run-llama-semtools.md) |
| --- | --- | --- |
| Tagline | Build, run, and manage your own agent platform. | Semantic search and document parsing tools for the command line |
| Stars | 41,090 | 1,830 |
| Forks | 5,627 | 136 |
| Open issues | 1,009 | 6 |
| Language | Python | Rust |
| Adopt for | Use agno for a high level of control over your AI agent platform, including 50+ production API endpoints and support for 100+ integrations. Ideal if you need to customize data ownership and permissions. | - |
| Persona | - | - |
| Runtime | - | - |
| License | Apache-2.0 | MIT |
| Categories | AI Agents, Developer Tools | Developer Tools, Vector Databases |

## Trust and health

_Sourced signals - not a safety guarantee. No winner column._

| | [agno](/tools/agno-agi-agno.md) | [semtools](/tools/run-llama-semtools.md) |
| --- | --- | --- |
| Maintenance | Very active (96%) | Slowing (36%) |
| Days since push | 0d | 121d |
| Open issues (now) | 1.0k | 6 |
| Full report | [trust report](/tools/agno-agi-agno/trust.md) | [trust report](/tools/run-llama-semtools/trust.md) |

## Decision facts: agno

- **Adopt for:** Use agno for a high level of control over your AI agent platform, including 50+ production API endpoints and support for 100+ integrations. Ideal if you need to customize data ownership and permissions.

## Choose when

### Choose agno if…

- agno is primarily Python; semtools is Rust.
- License: agno is Apache-2.0, semtools is MIT.
- Tags unique to agno: agents, ai-agents, developer-tools, python.
- Also covers AI Agents.
- Use agno for a high level of control over your AI agent platform, including 50+ production API endpoints and support for 100+ integrations. Ideal if you need to customize data ownership and permissions.

### Choose semtools if…

- semtools is primarily Rust; agno is Python.
- License: semtools is MIT, agno is Apache-2.0.
- Tags unique to semtools: cli, embeddings, parser, rust.
- Also covers Vector Databases.

## When NOT to use agno

- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
- Developer Tools: A gateway is overkill when you're pinned to a single provider and model.

## When NOT to use semtools

- Last GitHub push was 122 days ago (slowing maintenance, Mar 11, 2026). Validate activity before betting a new project on semtools.
- Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
- Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.

## Common questions

### What is the difference between agno and semtools?

agno: Build, run, and manage your own agent platform.. semtools: Semantic search and document parsing tools for the command line. See the comparison table for live GitHub stats and shared categories.

### When should I choose agno over semtools?

Choose agno over semtools when agno is primarily Python; semtools is Rust; License: agno is Apache-2.0, semtools is MIT; Tags unique to agno: agents, ai-agents, developer-tools, python; Also covers AI Agents; Use agno for a high level of control over your AI agent platform, including 50+ production API endpoints and support for 100+ integrations. Ideal if you need to customize data ownership and permissions.

### When should I choose semtools over agno?

Choose semtools over agno when semtools is primarily Rust; agno is Python; License: semtools is MIT, agno is Apache-2.0; Tags unique to semtools: cli, embeddings, parser, rust; Also covers Vector Databases.

### When should I avoid agno?

AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. Developer Tools: A gateway is overkill when you're pinned to a single provider and model.

### When should I avoid semtools?

Last GitHub push was 122 days ago (slowing maintenance, Mar 11, 2026). Validate activity before betting a new project on semtools. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.

### Is agno or semtools more popular on GitHub?

agno has more GitHub stars (41,090 vs 1,830). Stars measure visibility, not whether either tool fits your constraints.

### Are agno and semtools open source?

Yes - both are open-source projects on GitHub (agno: Apache-2.0, semtools: MIT).

### Where can I find alternatives to agno or semtools?

GraphCanon lists graph-backed alternatives at [agno alternatives](/tools/agno-agi-agno/alternatives) and [semtools alternatives](/tools/run-llama-semtools/alternatives) ([agno markdown twin](/tools/agno-agi-agno/alternatives.md), [semtools markdown twin](/tools/run-llama-semtools/alternatives.md)), 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](/compare/agno-agi-agno-vs-run-llama-semtools.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.

### Which is better maintained, agno or semtools?

agno: Very active. semtools: Slowing. 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 agno and semtools?

GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [agno trust report](/tools/agno-agi-agno/trust); [semtools trust report](/tools/run-llama-semtools/trust).

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=agno-agi-agno`](/api/graphcanon/graph?tool=agno-agi-agno)
- LLM index: [/llms.txt](/llms.txt)
- Full corpus: [/llms-full.txt](/llms-full.txt)

_GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_
