---
title: "Agent-Reach vs cortex-memory"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/panniantong-agent-reach-vs-skullfire07-cortex-memory"
tools: ["panniantong-agent-reach", "skullfire07-cortex-memory"]
---

# Agent-Reach vs cortex-memory

*GraphCanon updated Jul 11, 2026*

## Verdict

Pick Agent-Reach when agent-Reach is primarily Python; cortex-memory is TypeScript; pick cortex-memory when cortex-memory is primarily TypeScript; Agent-Reach is Python.

[Agent-Reach](https://github.com/Panniantong/Agent-Reach) reports 55k GitHub stars, 4.5k forks, and 144 open issues, last pushed Jul 10, 2026. [cortex-memory](https://marketplace.visualstudio.com/items?itemName=cortex-dev.cortex-ai-memory) has 7 stars, 1 forks, and 0 open issues, last pushed Mar 25, 2026. Figures are from public GitHub metadata via [Agent-Reach's repository](https://github.com/Panniantong/Agent-Reach) and [cortex-memory's repository](https://github.com/SKULLFIRE07/cortex-memory).

| | [Agent-Reach](/tools/panniantong-agent-reach.md) | [cortex-memory](/tools/skullfire07-cortex-memory.md) |
| --- | --- | --- |
| Tagline | Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees. | Persistent AI memory for Claude Code, Cursor & Cline. Auto-captures decisions, patterns and context across sessions. Zero-config VSCode extension + CLI + MCP server. |
| Stars | 54,715 | 7 |
| Forks | 4,509 | 1 |
| Open issues | 144 | 0 |
| Language | Python | TypeScript |
| Adopt for | - | - |
| Persona | - | - |
| Runtime | - | - |
| License | MIT | MIT |
| Categories | LLM Frameworks, AI Agents, Developer Tools | Developer Tools |

## Trust and health

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

| | [Agent-Reach](/tools/panniantong-agent-reach.md) | [cortex-memory](/tools/skullfire07-cortex-memory.md) |
| --- | --- | --- |
| Maintenance | Very active (96%) | Slowing (36%) |
| Days since push | 0d | 108d |
| Open issues (now) | 144 | 0 |
| Security scan | No MCP manifest | 3 low (3 low) |
| Full report | [trust report](/tools/panniantong-agent-reach/trust.md) | [trust report](/tools/skullfire07-cortex-memory/trust.md) |

## Choose when

### Choose Agent-Reach if…

- Agent-Reach is primarily Python; cortex-memory is TypeScript.
- Tags unique to Agent-Reach: agent-infrastructure, ai-search, bilibili, cursor.
- Also covers LLM Frameworks, AI Agents.

### Choose cortex-memory if…

- cortex-memory is primarily TypeScript; Agent-Reach is Python.
- Tags unique to cortex-memory: ai, ai-coding-assistant, copilot, ai-memory.
- Leaner open-issue backlog (0).

## When NOT to use Agent-Reach

- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- 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 cortex-memory

- Last GitHub push was 108 days ago (slowing maintenance, Mar 25, 2026). Validate activity before betting a new project on cortex-memory.
- Developer Tools: A gateway is overkill when you're pinned to a single provider and model.

## Common questions

### What is the difference between Agent-Reach and cortex-memory?

Agent-Reach: Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.. cortex-memory: Persistent AI memory for Claude Code, Cursor & Cline. Auto-captures decisions, patterns and context across sessions. Zero-config VSCode extension + CLI + MCP server.. See the comparison table for live GitHub stats and shared categories.

### When should I choose Agent-Reach over cortex-memory?

Choose Agent-Reach over cortex-memory when Agent-Reach is primarily Python; cortex-memory is TypeScript; Tags unique to Agent-Reach: agent-infrastructure, ai-search, bilibili, cursor; Also covers LLM Frameworks, AI Agents.

### When should I choose cortex-memory over Agent-Reach?

Choose cortex-memory over Agent-Reach when cortex-memory is primarily TypeScript; Agent-Reach is Python; Tags unique to cortex-memory: ai, ai-coding-assistant, copilot, ai-memory; Leaner open-issue backlog (0).

### When should I avoid Agent-Reach?

LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. 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 cortex-memory?

Last GitHub push was 108 days ago (slowing maintenance, Mar 25, 2026). Validate activity before betting a new project on cortex-memory. Developer Tools: A gateway is overkill when you're pinned to a single provider and model.

### Is Agent-Reach or cortex-memory more popular on GitHub?

Agent-Reach has more GitHub stars (54,715 vs 7). Stars measure visibility, not whether either tool fits your constraints.

### Are Agent-Reach and cortex-memory open source?

Yes - both are open-source projects on GitHub (Agent-Reach: MIT, cortex-memory: MIT).

### Where can I find alternatives to Agent-Reach or cortex-memory?

GraphCanon lists graph-backed alternatives at [Agent-Reach alternatives](/tools/panniantong-agent-reach/alternatives) and [cortex-memory alternatives](/tools/skullfire07-cortex-memory/alternatives) ([Agent-Reach markdown twin](/tools/panniantong-agent-reach/alternatives.md), [cortex-memory markdown twin](/tools/skullfire07-cortex-memory/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/panniantong-agent-reach-vs-skullfire07-cortex-memory.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.

### Which is better maintained, Agent-Reach or cortex-memory?

Agent-Reach: Very active. cortex-memory: 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 Agent-Reach and cortex-memory?

GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [Agent-Reach trust report](/tools/panniantong-agent-reach/trust); [cortex-memory trust report](/tools/skullfire07-cortex-memory/trust).

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=panniantong-agent-reach`](/api/graphcanon/graph?tool=panniantong-agent-reach)
- 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/_
