---
title: "adaptive-retrieval vs agents"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/alextmallen-adaptive-retrieval-vs-wshobson-agents"
tools: ["alextmallen-adaptive-retrieval", "wshobson-agents"]
---

# adaptive-retrieval vs agents

*GraphCanon updated Jul 11, 2026*

## Verdict

Pick adaptive-retrieval when tags unique to adaptive-retrieval: python; pick agents when tags unique to agents: agent-skills, workflows, agentic-ai, prompt-engineering.

[adaptive-retrieval](https://github.com/AlexTMallen/adaptive-retrieval) reports 192 GitHub stars, 12 forks, and 0 open issues, last pushed Jul 2, 2025. [agents](https://sethhobson.com) has 38k stars, 4.0k forks, and 1 open issues, last pushed Jul 8, 2026. Figures are from public GitHub metadata via [adaptive-retrieval's repository](https://github.com/AlexTMallen/adaptive-retrieval) and [agents's repository](https://github.com/wshobson/agents).

| | [adaptive-retrieval](/tools/alextmallen-adaptive-retrieval.md) | [agents](/tools/wshobson-agents.md) |
| --- | --- | --- |
| Tagline | adaptive-retrieval | Multi-harness agentic plugin marketplace for various AI agents |
| Stars | 192 | 37,779 |
| Forks | 12 | 4,050 |
| Open issues | 0 | 1 |
| Language | Python | Python |
| Adopt for | - | The agents tool is a marketplace for plugins that enhances multiple AI agents, offering integration and management capabilities across several platforms, including Claude Code, Codex CLI, Cursor, OpenCode, GitHub Copilot |
| 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) | [agents](/tools/wshobson-agents.md) |
| --- | --- | --- |
| Maintenance | Dormant (18%) | Very active (96%) |
| Days since push | 374d | 2d |
| Open issues (now) | 0 | 1 |
| Security scan | No criticals | No MCP manifest |
| Full report | [trust report](/tools/alextmallen-adaptive-retrieval/trust.md) | [trust report](/tools/wshobson-agents/trust.md) |

## Decision facts: agents

- **Adopt for:** The agents tool is a marketplace for plugins that enhances multiple AI agents, offering integration and management capabilities across several platforms, including Claude Code, Codex CLI, Cursor, OpenCode, GitHub Copilot

## Choose when

### Choose adaptive-retrieval if…

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

### Choose agents if…

- Tags unique to agents: agent-skills, workflows, agentic-ai, prompt-engineering.
- Also covers AI Agents.
- You are working specifically within the ecosystems of Claude Code, Codex CLI, Cursor, OpenCode, GitHub Copilot, or Gemini CLI, as it provides tailored plugins for these environments

## 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 agents

- You are working solely within a niche environment that isn't one of the supported platforms (like Claude Code, Codex CLI, etc.) because it may not offer compatible plugins or extensive support
- Your project requirements do not include interoperability between multiple AI agents and you only need to leverage functionalities from a single AI agent with a robust in-built plugin ecosystem

## Common questions

### What is the difference between adaptive-retrieval and agents?

adaptive-retrieval: adaptive-retrieval. agents: Multi-harness agentic plugin marketplace for various AI agents. See the comparison table for live GitHub stats and shared categories.

### When should I choose adaptive-retrieval over agents?

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

### When should I choose agents over adaptive-retrieval?

Choose agents over adaptive-retrieval when Tags unique to agents: agent-skills, workflows, agentic-ai, prompt-engineering; Also covers AI Agents; You are working specifically within the ecosystems of Claude Code, Codex CLI, Cursor, OpenCode, GitHub Copilot, or Gemini CLI, as it provides tailored plugins for these environments.

### 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 agents?

You are working solely within a niche environment that isn't one of the supported platforms (like Claude Code, Codex CLI, etc.) because it may not offer compatible plugins or extensive support Your project requirements do not include interoperability between multiple AI agents and you only need to leverage functionalities from a single AI agent with a robust in-built plugin ecosystem

### Is adaptive-retrieval or agents more popular on GitHub?

agents has more GitHub stars (37,779 vs 192). Stars measure visibility, not whether either tool fits your constraints.

### Are adaptive-retrieval and agents open source?

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

### Where can I find alternatives to adaptive-retrieval or agents?

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

### Which is better maintained, adaptive-retrieval or agents?

adaptive-retrieval: Dormant. agents: 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 agents?

GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [adaptive-retrieval trust report](/tools/alextmallen-adaptive-retrieval/trust); [agents trust report](/tools/wshobson-agents/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/_
