---
title: "adaptive-retrieval vs agentic-awesome-skills"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/alextmallen-adaptive-retrieval-vs-sickn33-antigravity-awesome-skills"
tools: ["alextmallen-adaptive-retrieval", "sickn33-antigravity-awesome-skills"]
---

# adaptive-retrieval vs agentic-awesome-skills

*GraphCanon updated Jul 11, 2026*

## Verdict

Pick adaptive-retrieval when tags unique to adaptive-retrieval: python; pick agentic-awesome-skills when pricing: The tool is primarily free and open-source under MIT license, though contributions are likely welcomed for more comprehensive or specialized skills..

[adaptive-retrieval](https://github.com/AlexTMallen/adaptive-retrieval) reports 192 GitHub stars, 12 forks, and 0 open issues, last pushed Jul 2, 2025. [agentic-awesome-skills](https://sickn33.github.io/agentic-awesome-skills/) has 43k stars, 6.8k forks, and 2 open issues, last pushed Jul 10, 2026. Figures are from public GitHub metadata via [adaptive-retrieval's repository](https://github.com/AlexTMallen/adaptive-retrieval) and [agentic-awesome-skills's repository](https://github.com/sickn33/agentic-awesome-skills).

| | [adaptive-retrieval](/tools/alextmallen-adaptive-retrieval.md) | [agentic-awesome-skills](/tools/sickn33-antigravity-awesome-skills.md) |
| --- | --- | --- |
| Tagline | adaptive-retrieval | Library of agentic skills for various AI agents |
| Stars | 192 | 42,843 |
| Forks | 12 | 6,805 |
| Open issues | 0 | 2 |
| Language | Python | Python |
| Adopt for | - | Library of agentic skills for various AI agents, offering over 1,900 installable skills across multiple domains. |
| Persona | - | - |
| Runtime | - | - |
| License | MIT | MIT |
| Categories | Developer Tools | AI Agents, Developer Tools |

## Trust and health

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

| | [adaptive-retrieval](/tools/alextmallen-adaptive-retrieval.md) | [agentic-awesome-skills](/tools/sickn33-antigravity-awesome-skills.md) |
| --- | --- | --- |
| Maintenance | Dormant (18%) | Very active (96%) |
| Days since push | 374d | 1d |
| Open issues (now) | 0 | 2 |
| Full report | [trust report](/tools/alextmallen-adaptive-retrieval/trust.md) | [trust report](/tools/sickn33-antigravity-awesome-skills/trust.md) |

## Decision facts: agentic-awesome-skills

- **Pricing:** freemium - The tool is primarily free and open-source under MIT license, though contributions are likely welcomed for more comprehensive or specialized skills.
- **Requirements:** Min 2 GB RAM
- **Adopt for:** Library of agentic skills for various AI agents, offering over 1,900 installable skills across multiple domains.

## Choose when

### Choose adaptive-retrieval if…

- Tags unique to adaptive-retrieval: python.
- Leaner open-issue backlog (0).

### Choose agentic-awesome-skills if…

- Pricing: The tool is primarily free and open-source under MIT license, though contributions are likely welcomed for more comprehensive or specialized skills..
- Requirements: Min 2 GB RAM.
- Tags unique to agentic-awesome-skills: agent-skills, developer-tools, ai-agents.
- Also covers AI Agents.
- - When you need to enhance a specific domain's functionality with dedicated plugins provided by the library. This tool excels when your AI agent is expected to perform specialized tasks.

## When NOT to use adaptive-retrieval

- Last GitHub push was 374 days ago (dormant maintenance, Jul 2, 2025). Validate activity before betting a new project on adaptive-retrieval.
- Developer Tools: A gateway is overkill when you're pinned to a single provider and model.

## When NOT to use agentic-awesome-skills

- - If you are only interested in a few specific skills or plugins available through other dedicated repositories that offer more tailored services.
- - When your project specifically requires integration with platforms not supported by 'agentic-awesome-skills', such as unique proprietary AI systems without existing support from the library.

## Common questions

### What is the difference between adaptive-retrieval and agentic-awesome-skills?

adaptive-retrieval: adaptive-retrieval. agentic-awesome-skills: Library of agentic skills for various AI agents. See the comparison table for live GitHub stats and shared categories.

### When should I choose adaptive-retrieval over agentic-awesome-skills?

Choose adaptive-retrieval over agentic-awesome-skills when Tags unique to adaptive-retrieval: python; Leaner open-issue backlog (0).

### When should I choose agentic-awesome-skills over adaptive-retrieval?

Choose agentic-awesome-skills over adaptive-retrieval when Pricing: The tool is primarily free and open-source under MIT license, though contributions are likely welcomed for more comprehensive or specialized skills.; Requirements: Min 2 GB RAM; Tags unique to agentic-awesome-skills: agent-skills, developer-tools, ai-agents; Also covers AI Agents; - When you need to enhance a specific domain's functionality with dedicated plugins provided by the library. This tool excels when your AI agent is expected to perform specialized tasks.

### When should I avoid adaptive-retrieval?

Last GitHub push was 374 days ago (dormant maintenance, Jul 2, 2025). Validate activity before betting a new project on adaptive-retrieval. Developer Tools: A gateway is overkill when you're pinned to a single provider and model.

### When should I avoid agentic-awesome-skills?

- If you are only interested in a few specific skills or plugins available through other dedicated repositories that offer more tailored services. - When your project specifically requires integration with platforms not supported by 'agentic-awesome-skills', such as unique proprietary AI systems without existing support from the library.

### Is adaptive-retrieval or agentic-awesome-skills more popular on GitHub?

agentic-awesome-skills has more GitHub stars (42,843 vs 192). Stars measure visibility, not whether either tool fits your constraints.

### Are adaptive-retrieval and agentic-awesome-skills open source?

Yes - both are open-source projects on GitHub (adaptive-retrieval: MIT, agentic-awesome-skills: MIT).

### Where can I find alternatives to adaptive-retrieval or agentic-awesome-skills?

GraphCanon lists graph-backed alternatives at [adaptive-retrieval alternatives](/tools/alextmallen-adaptive-retrieval/alternatives) and [agentic-awesome-skills alternatives](/tools/sickn33-antigravity-awesome-skills/alternatives) ([adaptive-retrieval markdown twin](/tools/alextmallen-adaptive-retrieval/alternatives.md), [agentic-awesome-skills markdown twin](/tools/sickn33-antigravity-awesome-skills/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/alextmallen-adaptive-retrieval-vs-sickn33-antigravity-awesome-skills.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.

### Which is better maintained, adaptive-retrieval or agentic-awesome-skills?

adaptive-retrieval: Dormant. agentic-awesome-skills: Very active. 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 adaptive-retrieval and agentic-awesome-skills?

GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [adaptive-retrieval trust report](/tools/alextmallen-adaptive-retrieval/trust); [agentic-awesome-skills trust report](/tools/sickn33-antigravity-awesome-skills/trust).

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=alextmallen-adaptive-retrieval`](/api/graphcanon/graph?tool=alextmallen-adaptive-retrieval)
- 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/_
