---
bezeichner: "io.github.Abhigyan-Shekhar/Waggle-mcp"
art: "mcp_server"
slug: "io-github-abhigyan-shekhar-waggle-mcp"
paketkoordinate: "pypi:waggle-mcp"
status: "aktiv"
homepage: "https://github.com/Abhigyan-Shekhar/Waggle-mcp"
erhebungsstand: "2026-10-11T01:17:01.851Z"
namensraum: "io.github.Abhigyan-Shekhar"
registerseite: "https://tracevero.com/mcp/io-github-abhigyan-shekhar-waggle-mcp"
abgerufen_am: "2026-10-12"
zugangsdaten_erforderlich: false
ausfuehrungsort: "lokal"
dateisystem_pfadargument: false
quelloffen_einsehbar: true
einsatzgebiet: "gedaechtnis"
roh_beschreibung: "Persistent graph-backed conversational memory for AI agents."
version: "0.1.8"
roh_umgebungsvariablen: "WAGGLE_TRANSPORT, WAGGLE_BACKEND, WAGGLE_DB_PATH, WAGGLE_DEFAULT_TENANT_ID, WAGGLE_MODEL"
roh_geheime_pflichtvariablen: ""
roh_transportarten: "stdio"
roh_pfadargumente: ""
roh_repository_url: "https://github.com/Abhigyan-Shekhar/Waggle-mcp"
roh_paketquellen: "pypi"
roh_geheime_pflichtkopfzeilen: ""
roh_pfad_umgebungsvariablen: ""
roh_remote_adressen: ""
roh_remote_hosts: ""
roh_statusmeldung: ""
roh_veroeffentlicht_am: "2026-04-21"
roh_aktualisiert_am: "2026-04-21"
roh_schemafassung: "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json"
roh_bereitstellungsform: "paket"
roh_repository_quelle: "github"
roh_repository_unterordner: ""
roh_paketbezeichner: "waggle-mcp"
roh_paketversionen: "0.1.8"
roh_laufzeithinweise: ""
roh_umgebungsformate: "string"
roh_umgebungsbeschreibungen: "WAGGLE_BACKEND=Backend database type: sqlite for local use or neo4j for service deployments. · WAGGLE_DB_PATH=Path to the SQLite memory database when WAGGLE_BACKEND is sqlite. · WAGGLE_DEFAULT_TENANT_ID=Default tenant ID for local or shared memory isolation. · WAGGLE_MODEL=Sentence-transformers model used for local embeddings. · WAGGLE_TRANSPORT=Transport mode for the MCP server."
roh_symbolformate: ""
roh_verbindungswege: "{\"packages\":[{\"registryType\":\"pypi\",\"identifier\":\"waggle-mcp\",\"version\":\"0.1.8\",\"transport\":\"stdio\",\"environment\":[{\"name\":\"WAGGLE_TRANSPORT\",\"description\":\"Transport mode for the MCP server.\",\"format\":\"string\",\"required\":false,\"secret\":false},{\"name\":\"WAGGLE_BACKEND\",\"description\":\"Backend database type: sqlite for local use or neo4j for service deployments.\",\"format\":\"string\",\"required\":false,\"secret\":false},{\"name\":\"WAGGLE_DB_PATH\",\"description\":\"Path to the SQLite memory database when WAGGLE_BACKEND is sqlite.\",\"format\":\"string\",\"required\":false,\"secret\":false},{\"name\":\"WAGGLE_DEFAULT_TENANT_ID\",\"description\":\"Default tenant ID for local or shared memory isolation.\",\"format\":\"string\",\"required\":false,\"secret\":false},{\"name\":\"WAGGLE_MODEL\",\"description\":\"Sentence-transformers model used for local embeddings.\",\"format\":\"string\",\"required\":false,\"secret\":false}],\"additional_arguments_declared\":false}],\"remotes\":[]}"
---

# io.github.Abhigyan-Shekhar/Waggle-mcp

## Measured values

| Property | Value | Source | Collected on | Level of trust | Raw declaration |
| --- | --- | --- | --- | --- | --- |
| Required secrets declared | false | MCP-Register | 2026-08-06T13:57:41.838Z | abgeleitet | roh_geheime_pflichtvariablen: ; roh_geheime_pflichtkopfzeilen: |
| Execution location | lokal | MCP-Register | 2026-08-06T13:57:41.838Z | abgeleitet | roh_transportarten: stdio |
| Path argument present | false | MCP-Register | 2026-08-06T13:57:41.838Z | abgeleitet | roh_pfadargumente: ; roh_pfad_umgebungsvariablen: |
| Repository URL listed | true | MCP-Register | 2026-08-06T13:57:41.838Z | abgeleitet | roh_repository_url: https://github.com/Abhigyan-Shekhar/Waggle-mcp |
| Field of use, derived from the vendor description | gedaechtnis | MCP-Register | 2026-08-26T16:45:01.514Z | abgeleitet | roh_beschreibung: Persistent graph-backed conversational memory for AI agents. |
| Description (raw) | Persistent graph-backed conversational memory for AI agents. | MCP-Register | 2026-08-26T16:45:01.514Z | selbstauskunft |  |
| Declared version | 0.1.8 | MCP-Register | 2026-08-06T13:57:41.838Z | selbstauskunft |  |
| Environment variables (raw) | WAGGLE_TRANSPORT, WAGGLE_BACKEND, WAGGLE_DB_PATH, WAGGLE_DEFAULT_TENANT_ID, WAGGLE_MODEL | MCP-Register | 2026-08-06T13:57:41.838Z | selbstauskunft |  |
| Required secret variables (raw) |  | MCP-Register | 2026-08-06T13:57:41.838Z | selbstauskunft |  |
| Transports (raw) | stdio | MCP-Register | 2026-08-06T13:57:41.838Z | selbstauskunft |  |
| Path arguments (raw) |  | MCP-Register | 2026-08-06T13:57:41.838Z | selbstauskunft |  |
| Repository (raw) | https://github.com/Abhigyan-Shekhar/Waggle-mcp | MCP-Register | 2026-08-06T13:57:41.838Z | selbstauskunft |  |
| Package registries (raw) | pypi | MCP-Register | 2026-08-06T13:57:41.838Z | selbstauskunft |  |
| Required secret headers (raw) |  | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Path environment variables (raw) |  | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Remote URLs (raw) |  | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Remote hosts (raw) |  | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Registry status message (raw) |  | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| First listed in the registry (raw) | 2026-04-21 | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Last changed in the registry (raw) | 2026-04-21 | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Schema version of the raw record (raw) | https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Delivery form (raw) | paket | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Repository platform (raw) | github | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Repository subfolder (raw) |  | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Package identifiers (raw) | waggle-mcp | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Package versions (raw) | 0.1.8 | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Runtime hints (raw) |  | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Environment variable formats (raw) | string | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Environment variable descriptions (raw) | WAGGLE_BACKEND=Backend database type: sqlite for local use or neo4j for service deployments. · WAGGLE_DB_PATH=Path to the SQLite memory database when WAGGLE_BACKEND is sqlite. · WAGGLE_DEFAULT_TENANT_ID=Default tenant ID for local or shared memory isolation. · WAGGLE_MODEL=Sentence-transformers model used for local embeddings. · WAGGLE_TRANSPORT=Transport mode for the MCP server. | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Icon formats (raw) |  | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Connection paths (source structure) | {"packages":[{"registryType":"pypi","identifier":"waggle-mcp","version":"0.1.8","transport":"stdio","environment":[{"name":"WAGGLE_TRANSPORT","description":"Transport mode for the MCP server.","format":"string","required":false,"secret":false},{"name":"WAGGLE_BACKEND","description":"Backend database type: sqlite for local use or neo4j for service deployments.","format":"string","required":false,"secret":false},{"name":"WAGGLE_DB_PATH","description":"Path to the SQLite memory database when WAGGLE_BACKEND is sqlite.","format":"string","required":false,"secret":false},{"name":"WAGGLE_DEFAULT_TENANT_ID","description":"Default tenant ID for local or shared memory isolation.","format":"string","required":false,"secret":false},{"name":"WAGGLE_MODEL","description":"Sentence-transformers model used for local embeddings.","format":"string","required":false,"secret":false}],"additional_arguments_declared":false}],"remotes":[]} | MCP-Register | 2026-09-08T01:17:01.649Z | selbstauskunft |  |

## Links

- Namespace: [[namensraum/io-github-abhigyan-shekhar|io.github.Abhigyan-Shekhar]]

---

- Registry page: <https://tracevero.com/mcp/io-github-abhigyan-shekhar-waggle-mcp>
- Retrieved on: 2026-10-12
