Waggle icon

Waggle

Persistent graph-backed conversational memory for Codex that recalls project decisions, constraints, preferences, and outcomes across sessions.

abhigyan-shekhar/waggle · v0.1.3 · Development & Workflow

Abhigyan ShekharOwner verifiedreview

Trust Score

74

Security

71

Surfaces

10

What is Waggle?

Waggle is a published development & workflow plugin for AI coding agents in the codex ecosystem, developed by Abhigyan Shekhar and distributed through the HOL AI plugin registry. Persistent graph-backed conversational memory for Codex that recalls project decisions, constraints, preferences, and outcomes across sessions.

Canonical slug
abhigyan-shekhar/waggle
Version
v0.1.3 · updated Oct 8, 2026

Trust & Reputation

HOL Trust Score
74

Factor Analysis

Per-metric points (0–100 each) combined via a weighted average into the overall score.

Installability
76pts
Maintenance
55pts
MCP Posture
100pts
Plugin Security
71pts
Provenance
70pts
Publisher Quality
75pts

Registry Snapshot

Publisher verification
No
Marketplace source
Unknown
Scanner
Broker fallback
Safety label
review
Digest verified
Yes
9 bundled skills — copy or download SKILL.mdOpen skills

Trust & reputation

Trust & Reputation

HOL Trust Score
74

Factor Analysis

Per-metric points (0–100 each) combined via a weighted average into the overall score.

Installability
76pts
Maintenance
55pts
MCP Posture
100pts
Plugin Security
71pts
Provenance
70pts
Publisher Quality
75pts

Provenance

Plugin root
.
Source repo
https://github.com/Abhigyan-Shekhar/Waggle-mcp
Source commit
1727a546d379…
Publisher verified
No
Owner verified
@Abhigyan-Shekhar

Continuous scanner CI detected

No action is required. This plugin receives the full trust score.

Verified badge not detected

Add the HOL verified badge to the repository README to score +2% trust. Plugin owners can open that pull request from Guard Plugins.

Security Posture

review
Safety label
71
Security score
0
High findings
Provider
registry-broker-fallback
Grade
C · review
Version
Unknown
cisco-skill-scanner: unknown

Findings

mediumpublishabilitypublishability.link.missing.privacyPolicyURL

privacyPolicyURL should be present for marketplace readiness.

mediumpublishabilitypublishability.link.missing.termsOfServiceURL

termsOfServiceURL should be present for marketplace readiness.

lowoperational-securitysupply-chain.lockfile-missing

Repository snapshot does not include a lockfile.

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

infoskill-securityskill-scan.unavailable

Cisco skill scanner timed out after 60000 ms

Waggle — Frequently asked questions

What is Waggle?
Waggle is an AI plugin in the HOL registry. Persistent graph-backed conversational memory for Codex that recalls project decisions, constraints, preferences, and outcomes across sessions.
How do I install Waggle?
Install Waggle in your harness: Codex — codex plugin marketplace add Abhigyan-Shekhar/Waggle-mcp; Any agent — npx skills add Abhigyan-Shekhar/Waggle-mcp. Full step-by-step guidance is on the HOL plugin page.
How do I install Waggle in Codex?
To install Waggle in Codex, start with codex plugin marketplace add Abhigyan-Shekhar/Waggle-mcp. The complete step-by-step install guide for Codex is on the HOL plugin page.
Is Waggle free?
Pricing for Waggle is published on its HOL plugin page when the maker schedules a launch.
Who publishes Waggle?
Waggle is published by Abhigyan Shekhar and listed on HOL.
Is Waggle available now?
Waggle availability is listed on its HOL plugin page.

Install Guidance

Install in Codex

Install through the Codex CLI plugin marketplace.

Codex plugin docs
  1. 1

    Register the marketplace

    Run in any terminal. Codex reads the marketplace entry from .agents/plugins/marketplace.json (or the legacy .claude-plugin path) in the repository. If the repository ships none, add the generated entry from the Advanced section below first.

    shell
  2. 2

    Install from the Plugins browser

    Open Codex, open the Plugins browser, choose the Waggle-mcp marketplace, and install waggle.

  3. 3

    Verify the marketplace registration

    shell

Plugin Manifest

{
  "name": "waggle",
  "version": "0.1.3",
  "description": "Local graph memory that lets Codex recall project context across sessions.",
  "author": {
    "name": "Abhigyan Shekhar"
  },
  "homepage": "https://wagglemcp.vercel.app",
  "repository": "https://github.com/Abhigyan-Shekhar/Waggle-mcp",
  "license": "Apache-2.0",
  "keywords": [
    "memory",
    "mcp",
    "knowledge-graph",
    "codex"
  ],
  "skills": "./",
  "mcpServers": "./.registry/mcp.json",
  "interface": {
    "displayName": "Waggle",
    "developerName": "Abhigyan Shekhar",
    "shortDescription": "Project-scoped memory for Codex",
    "longDescription": "Waggle gives Codex local graph memory for project decisions, constraints, preferences, and outcomes across sessions. It runs as a bundled MCP server with SQLite storage, so memory stays on your machine unless you explicitly export or sync it. Website: wagglemcp.vercel.app. Demo: youtu.be/6z5ALzqvtIY.",
    "category": "Developer Tools",
    "capabilities": [
      "Local SQLite memory",
      "Project-scoped recall",
      "Cross-session provenance",
      "Portable .abhi archives",
      "Demo: youtu.be/6z5ALzqvtIY",
      "LongMemEval-tested retrieval"
    ],
    "websiteURL": "https://wagglemcp.vercel.app",
    "defaultPrompt": [
      "Remember: Magic Ball chose SQLite so demos work offline.",
      "Recall the Magic Ball privacy rule with provenance.",
      "Show the .abhi archive summary for this project."
    ],
    "brandColor": "#F97316",
    "composerIcon": "./assets/waggle-icon.png",
    "logo": "./assets/waggle-logo.png",
    "logoDark": "./assets/waggle-logo-dark.png",
    "screenshots": [
      "./assets/waggle-magic-ball-real-demo.png"
    ]
  },
  "holManifestOrigin": "repository",
  "registryIndexVersion": 5
}

Marketplace Source

Repo URL
https://github.com/Abhigyan-Shekhar/Waggle-mcp
Marketplace path
Unknown
Source path
plugins/Abhigyan-Shekhar/Waggle-mcp
Install policy
AVAILABLE

Skills

9 SKILL.md files ship with this plugin. Preview, copy, or download each one, then install them with the Skills CLI.

Share
skills-cli
  • install-waggle

    integrations/waggle-installer/skills/install-waggle/SKILL.md

    Install the official Waggle plugin locally for Codex from the latest stable Abhigyan-Shekhar/Waggle-mcp GitHub Release. Use for explicit requests such as "Install Waggle", "Set up Waggle", "Install Waggle for Codex", or "Enable Waggle". Do not use for Waggle operation, repair, updates, configuration, or memory workflows.

    Raw SKILL.md
  • waggle-checkpoint

    plugins/waggle/skills/waggle-checkpoint/SKILL.md

    Checkpoint durable decisions, fixes, constraints, results, and open next steps from the current Codex task into scoped Waggle project memory.

    Raw SKILL.md
  • waggle-memory

    plugins/waggle/skills/waggle-memory/SKILL.md

    Use Waggle automatically as portable, local project memory during meaningful coding work; retrieve prior decisions and constraints, then store only durable outcomes.

    Raw SKILL.md
  • waggle-prime

    plugins/waggle/skills/waggle-prime/SKILL.md

    Prime a Codex task with the most relevant Waggle project history before starting or resuming substantial work.

    Raw SKILL.md
  • waggle-recall

    plugins/waggle/skills/waggle-recall/SKILL.md

    Recall project-scoped Waggle history about a topic, component, decision, bug, experiment, or implementation attempt.

    Raw SKILL.md
  • waggle-checkpoint

    skills/waggle-checkpoint/SKILL.md

    Checkpoint durable decisions, fixes, constraints, results, and open next steps from the current Codex task into scoped Waggle project memory.

    Raw SKILL.md
  • waggle-memory

    skills/waggle-memory/SKILL.md

    Use Waggle automatically as portable, local project memory during meaningful coding work; retrieve prior decisions and constraints, then store only durable outcomes.

    Raw SKILL.md
  • waggle-prime

    skills/waggle-prime/SKILL.md

    Prime a Codex task with the most relevant Waggle project history before starting or resuming substantial work.

    Raw SKILL.md
  • waggle-recall

    skills/waggle-recall/SKILL.md

    Recall project-scoped Waggle history about a topic, component, decision, bug, experiment, or implementation attempt.

    Raw SKILL.md

File Inventory

.codex-plugin/plugin.json

plugin-manifest

1,531 bytes

81c842ba0ce8f01f…

.mcp.json

file

524 bytes

f7eb893e8291d38a…

.registry/mcp.json

mcp-config

362 bytes

8c8e115a0139daea…

AGENTS.md

file

1,311 bytes

65a4eadc375b0157…

assets/waggle-icon.png

asset

50,692 bytes

82da64859f608f90…

assets/waggle-logo.png

asset

500,736 bytes

e6a01f10f421f4bd…

assets/waggle-magic-ball-real-demo.png

asset

279,964 bytes

5b902fdc66861395…

integrations/waggle-installer/skills/install-waggle/scripts/install.py

file

12,504 bytes

28b852b855357437…

integrations/waggle-installer/skills/install-waggle/SKILL.md

skill

1,711 bytes

cf8c135f1066adec…

plugins/waggle/skills/waggle-checkpoint/SKILL.md

skill

1,263 bytes

eb812d9ce210c498…

plugins/waggle/skills/waggle-memory/SKILL.md

skill

4,083 bytes

2e074f96f9a042f0…

plugins/waggle/skills/waggle-prime/SKILL.md

skill

794 bytes

e8cc9ab076dec649…

plugins/waggle/skills/waggle-recall/SKILL.md

skill

978 bytes

1e80c13a620b787a…

README.md

file

13,053 bytes

d0584a4008f9eaa2…

SECURITY.md

file

2,435 bytes

1212e83a25042cab…

skills/waggle-checkpoint/SKILL.md

skill

1,263 bytes

eb812d9ce210c498…

skills/waggle-memory/SKILL.md

skill

4,083 bytes

2e074f96f9a042f0…

skills/waggle-prime/SKILL.md

skill

794 bytes

e8cc9ab076dec649…

skills/waggle-recall/SKILL.md

skill

978 bytes

1e80c13a620b787a…