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Waggle MCP

Persistent graph-backed conversational memory for AI agents.

Connector by Abhigyan-Shekhar · GitHub account verified by the MCP Registry

IndexedApache-2.0Local (stdio)★ 44
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Install

Works with Claude Code, Codex, VS Code, Cursor, Windsurf, Claude Desktop. Read the repository before you give any tool access to your data.

npx agentmarket install connector/abhigyan-shekhar-waggle-mcp

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Persistent graph-backed conversational memory for AI agents.

Reviews

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Permissions

What this server can do and what it asks for, from its tool list, install config and code. Checked Oct 25, 2026.

Tools
2 read · 3 write · 0 delete
Secrets
None asked for
Install scripts
None found
Runs as
Python package

Tools by what they do 5

Read from the source code; the running server may list different tools.

Read 2 · Look things up without changing anything.

  • get_project_brief
  • recall_memory

Write 3 · Create, change, send or run things.

  • apply_approved_memory_change
  • load_abhi_for_session
  • propose_memory_change

Secrets and settings it asks for

Other settings (environment variables or headers).

  • WAGGLE_BACKEND
  • WAGGLE_DB_PATH
  • WAGGLE_DEFAULT_TENANT_ID
  • WAGGLE_MODEL
  • WAGGLE_TRANSPORT

Network hosts it talks to 20

  • accounts.google.com · found in code
  • acme-staging-v02.api.letsencrypt.org · found in code
  • acme-v02.api.letsencrypt.org · found in code
  • ai-gateway.vercel.sh · found in code
  • api.github.com · found in code
  • api.groq.com · found in code
  • api.openai.com · found in code
  • api.pinference.ai · found in code
  • api.portkey.ai · found in code
  • daytona.io · found in code
  • docs.primeintellect.ai · found in code
  • e2b.dev · found in code
  • github.com · found in code
  • glama.ai · found in code
  • googleapis.com · found in code
  • host.docker.internal · found in code
  • oauth2.googleapis.com · found in code
  • openrouter.ai · found in code
  • waggle-webmcp.onrender.com · found in code
  • wagglemcp.vercel.app · found in code

Files it touches

  • %APPDATA%\\Claude\\claude_desktop_config.json
  • ~/.config/claude/claude_desktop_config.json
  • /dev/null
  • /private/tmp/oolong-pairs-paper-eval.db
  • /tmp/broker.py
  • /tmp/rlm_exec_script.py
  • /tmp/rlm_state.dill
  • /tmp/run_script.py
  • /Users/abhigyanshekhar/.waggle/memory.db
  • %APPDATA%
  • %APPDATA%\\Antigravity\\User\\mcp.json
  • %APPDATA%\\Cursor\\User\\mcp.json
  • %USERPROFILE%
  • %USERPROFILE%\\.gemini\\antigravity\\mcp_config.json
  • Your home directory (~)
  • ~/.codex/config.toml
  • ~/.cursor/mcp.json
  • ~/.gemini/antigravity/mcp_config.json
  • ~/.waggle/exports
  • ~/.waggle/google-client-secret.json
  • ~/.waggle/keys
  • ~/.waggle/merge-strategies.yaml
  • ~/.waggle/waggle.db

Tools (5)

Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].

  • apply_approved_memory_change

    Use this Waggle Site tool when the user explicitly asks to apply a proposal that a human already approved in Waggle. It accepts only the approved proposal ID and cannot alter the approved content or bypass human review.

  • get_project_briefread-only

    Use this read-only Waggle Site tool when the user asks to catch up on, brief, summarize, or get the current state of the project open in this workspace. It returns authoritative project memory; do not substitute chat history.

  • load_abhi_for_session

    Use this Waggle Site tool when the user attaches a .abhi file and asks to load or discuss it for this browser session. Pass the attached file bytes as base64. The file is parsed in the page, kept only in sessionStorage, never uploaded to Waggle's server, and disappears when this browser tab/session closes or the user resets it.

  • propose_memory_change

    Use this Waggle Site tool when the user asks to correct, replace, or propose a better version of an existing authoritative memory without changing it directly. It creates a human-review proposal and does not modify the authoritative memory.

  • recall_memoryread-only

    Use this read-only Waggle Site tool when the user asks what was decided, remembered, constrained, or is currently authoritative about a topic in the project open in this workspace. Superseded and expired memories are excluded.

Signals

Stars
44
Forks
138
Open issues
171
Weekly downloads
16
Last commit
Oct 8, 2026 (28 days ago)
Last release
Aug 10, 2026 (2 months ago)
Last package publish
May 7, 2026 (6 months ago)

From GitHub (fetched Oct 24, 2026) and the package registry.

Details

Registry name
io.github.Abhigyan-Shekhar/Waggle-mcp
Version
0.1.8
Auth
No auth
Packages
pypi waggle-mcp
License
Apache-2.0
Repository
github.com/Abhigyan-Shekhar/Waggle-mcp
First seen
Oct 24, 2026
Last checked
Nov 1, 2026
Source
Official MCP Registrygithub-graphql

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Cite this page

Waggle MCP. Agent Mart. https://agentmart.dev/connectors/abhigyan-shekhar-waggle-mcp (last updated 2026-11-01)