Abhigyan-Shekhar/Waggle-mcp

performance(graph): cache get_communities results with a staleness flag about 13 hours ago

help wanted performance graph level:intermediate type:performance

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feature(graph): incremental re-ingest via a manifest to skip unchanged turns 1 day ago

help wanted performance feature level:advanced type:feature

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feature(graph-ui): highlight shortest_path results on the Cytoscape canvas 2 days ago

help wanted graph feature level:intermediate type:design

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

performance(graph): make community recompute incremental / stale-aware 3 days ago

help wanted performance graph level:advanced type:performance

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feature(retrieval): expand through cross-graph edges (conversation <-> code) during query 3 days ago

help wanted retrieval feature level:advanced type:feature

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

retrieval(embeddings): add an ONNX Runtime embedding backend 3 days ago

help wanted performance retrieval level:advanced type:performance

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

performance(retrieval): cache reusable lexical/BM25 artifacts across repeated hybrid debug queries 4 days ago

help wanted performance retrieval level:advanced type:performance

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

docs: add a Troubleshooting section to README for common errors 4 days ago

documentation good first issue level:beginner type:docs

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

test(drive_sync): add stubbed coverage for file-id resolution, query escaping, and share-link creation 4 days ago

help wanted testing release level:intermediate type:testing

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

refactor(server): split server.py into CLI, MCP tool registration, Graph Studio HTTP routes, and Drive/auth commands 5 days ago

help wanted tooling level:advanced type:refactor

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

docs(reference): add a worked Graphify import example with a sample graph.json 5 days ago

documentation help wanted good first issue onboarding level:beginner type:docs

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feature(graph): add a code-entities-only filter to query results 5 days ago

help wanted retrieval feature level:intermediate type:feature

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

test(vscode-extension): cover invalid JSON, root-key preservation, and overwrite prompts when writing .vscode/mcp.json 5 days ago

help wanted testing onboarding level:intermediate type:testing

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

docs(reference): document export_cypher output and Neo4j load instructions 5 days ago

documentation help wanted good first issue graph level:beginner type:docs

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feature(export): add GraphML and SVG export to complement Cypher 5 days ago

help wanted graph feature level:intermediate type:feature

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

testing(server): add HTTP error-path coverage for new graph endpoints 5 days ago

help wanted testing level:intermediate type:testing

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feature(server): add a --no-browser flow for Drive auth that prints the consent URL cleanly 5 days ago

help wanted release feature level:intermediate type:feature

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

testing(graph): cover hub_analysis betweenness cap on large graphs 5 days ago

help wanted testing graph level:intermediate type:testing

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

performance(graph): replace the O(N) cosine dedup scan with a sqlite-vec ANN index 5 days ago

help wanted performance graph retrieval level:advanced type:performance

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feature(graph): hub-split assistant to suggest splitting over-broad nodes 5 days ago

help wanted graph feature level:advanced type:feature

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

tooling(ci): add a test lane with the code-analysis extra to cover tree-sitter 5 days ago

help wanted testing tooling level:intermediate type:devops

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feature(graphify): map Graphify community clusters onto Waggle communities on import 5 days ago

help wanted graph feature level:advanced type:feature

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

[docs] Readme Change 5 days ago

documentation good first issue type:docs SSoC26 Easy

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

docs(graph): document community detection and resolution tuning 5 days ago

documentation help wanted good first issue graph level:beginner type:docs

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

Add a minimal benchmark result example to eval/results/README.md 6 days ago

documentation good first issue testing level:beginner type:docs

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

test(auth): add a dedicated test file for auth.py (hash, verify, generate, principal) 7 days ago

help wanted good first issue testing security level:beginner type:testing

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

bug(tooling): .gitignore does not ignore apps/mcp/graph-ui/node_modules 7 days ago

bug help wanted good first issue tooling level:beginner type:bug

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feature(graph-ui): add a legend for community colors and edge-confidence styles 7 days ago

help wanted good first issue feature level:beginner type:design

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

docs(graph): add a code-aware memory how-to with a pasted-code example 7 days ago

documentation help wanted good first issue graph level:beginner type:docs

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

test: add tests for graph_ui.render_graph_editor_html 9 days ago

good first issue testing level:beginner

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feature(graph-ui): give code-entity nodes a distinct shape or icon 9 days ago

help wanted feature level:intermediate type:design

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feature(graph): add an edge-confidence filter to query and Graph Studio 9 days ago

help wanted graph feature level:intermediate type:feature

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feature(graph): support Go, Rust, and Java in code_extraction 9 days ago

help wanted graph feature level:intermediate type:feature

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feature(server): add a waggle-mcp import-graphify CLI command 9 days ago

help wanted tooling feature level:intermediate type:feature

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

docs(environment): document WAGGLE_EMBEDDING_BACKEND in the environment variable reference 9 days ago

documentation help wanted good first issue onboarding level:beginner type:docs

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

test(graph-ui): add unit coverage for buildScopeQuery() and apiRequest() error handling 9 days ago

help wanted good first issue testing level:beginner type:testing

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

docs(graph): document the edge confidence model and when each value is set 9 days ago

documentation help wanted good first issue graph level:beginner type:docs

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

bug: source files contain print() statements that should be logger calls 9 days ago

bug good first issue level:beginner

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

test(server): cover _resolve_drive_token_path custom path and export-root fallback 10 days ago

good first issue testing release level:beginner type:testing

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

docs(issue-templates): link bug and feature forms to troubleshooting, repository map, and security policy 10 days ago

documentation good first issue onboarding level:beginner type:docs

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

refactor(rlm): remove the lingering parsing.py TODO block by extracting execution-result formatting helpers 11 days ago

help wanted good first issue tooling level:beginner type:refactor

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

release(claude-desktop-extension): use npm ci instead of npm install in the packaging workflow 11 days ago

help wanted good first issue tooling release level:beginner type:devops

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

docs(environment): add WAGGLE_API_KEY_ENVIRONMENT to the env reference and link production key guidance 11 days ago

documentation help wanted good first issue security level:beginner type:docs

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

release(vscode-extension): add a smoke test that contributed commands remain registered in package.json 11 days ago

help wanted testing release level:intermediate type:testing

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

test(graph-ui): add unit coverage for buildFilterBuckets() and filterGraph() 11 days ago

help wanted good first issue testing level:beginner type:testing

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

refactor(graph-ui): split App.jsx into smaller panels and hooks to reduce single-component state sprawl 11 days ago

help wanted tooling level:intermediate type:refactor

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

refactor(neo4j): decompose neo4j_graph.py and introduce shared parity helpers with the SQLite backend 11 days ago

help wanted testing graph level:advanced type:refactor

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

performance(graph-ui): virtualize transcript and retrieval result lists for large-memory sessions 11 days ago

help wanted performance level:advanced type:performance

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feature(graph-ui): validate and type the boot config instead of reading unvalidated window.__WAGGLE_GRAPH_CONFIG__ 11 days ago

help wanted feature level:advanced type:feature

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

testing(graph-ui): introduce a frontend test harness for import/export, retrieval debug, and transcript search flows 11 days ago

help wanted testing level:advanced type:testing

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

accessibility(graph-ui): add keyboard navigation and focus management for the context menu and edge dialog 11 days ago

help wanted feature level:intermediate type:accessibility

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

testing(ci): validate the Claude Desktop extension in main CI, not only in packaging workflows 11 days ago

help wanted testing release level:intermediate type:testing

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

ci(image): fix the publish-image smoke test so python runs inside the container instead of through the Waggle entrypoint 11 days ago

help wanted tooling release level:intermediate type:devops

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

docs(vscode-extension): explain mcpConfigScope and .vscode/mcp.json merge behavior 11 days ago

documentation help wanted good first issue onboarding level:beginner type:docs

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

Add dry-run preview support for retention pruning 11 days ago

help wanted security feature level:intermediate type:feature

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

Add stable Graph Studio screenshots to onboarding docs 11 days ago

documentation good first issue onboarding level:beginner type:docs

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

test(server): cover Google Drive CLI failures when optional Google dependencies are unavailable 13 days ago

help wanted testing release level:intermediate type:testing

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

docs: add a 'How Waggle saves tokens' explainer page 13 days ago

documentation good first issue level:beginner type:docs

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

bug(rlm): reject LMRequest.from_dict payloads that omit depth instead of silently defaulting to -1 15 days ago

bug help wanted good first issue level:beginner type:bug

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feature(vscode-extension): provide a real fallback path when pipx is unavailable instead of a dead binary option 16 days ago

help wanted onboarding feature level:intermediate type:feature

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

bug(claude-desktop-extension): wire startup_mode and export_dir through user_config or remove the dead options 16 days ago

bug help wanted release level:intermediate type:bug

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

tooling(labels): reconcile .github/labels.yml with live SSOC/community labels and define one source of truth 16 days ago

documentation help wanted tooling level:intermediate type:devops

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

release(versioning): centralize version sync across pyproject.toml, the VS Code extension, and Claude Desktop manifests 16 days ago

help wanted tooling release level:advanced type:devops

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feature(drive): add resumable uploads and retry handling for large .abhi Drive pushes 17 days ago

help wanted release feature level:advanced type:feature

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

testing(neo4j): add parity coverage for transcript retrieval and temporal filters 17 days ago

help wanted testing graph level:advanced type:testing

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

test(config): cover _discover_codex_waggle_db_path fallback and blank-value cases 18 days ago

help wanted good first issue testing onboarding level:beginner type:testing

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

refactor(vscode-extension): split extension.ts into install/config/export/studio services with test seams 18 days ago

help wanted tooling level:intermediate type:refactor

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

testing(claude-desktop-extension): smoke-test packaged launcher scripts and runtime entrypoints in CI 18 days ago

help wanted testing release level:intermediate type:testing

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

refactor(graph): split graph.py into storage, traversal, mutation, and transcript modules without breaking public behavior 19 days ago

help wanted graph level:advanced type:refactor

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

testing(graph-ui): add browser-level coverage for view-mode versus edit-mode mutation gating 19 days ago

help wanted testing level:advanced type:testing

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

testing(vscode-extension): add integration tests for onboarding/install/doctor/export with VS Code extension test tooling 19 days ago

help wanted testing onboarding level:advanced type:testing

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

release(claude-desktop-extension): validate manifest.json and package.json version alignment in CI 19 days ago

help wanted tooling release level:intermediate type:devops

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

test(graph_ui): cover render_graph_editor_html() mode/scope serialization and asset cache-busting 19 days ago

help wanted good first issue testing level:beginner type:testing

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

tooling(labels): add a consistency check between .github/labels.yml and docs/good-first-issues.md label guidance 19 days ago

documentation help wanted tooling level:intermediate type:devops

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feature(graph-ui): add empty-state guidance when Graph Studio has no nodes or transcripts 19 days ago

help wanted feature level:intermediate type:design

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

tooling(docs): add a CI check for broken internal Markdown links 19 days ago

documentation help wanted tooling level:intermediate type:devops

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

docs(codex): explain the AGENTS.md managed memory block and safe workspace customization 19 days ago

documentation good first issue onboarding level:beginner type:docs

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

test(packaging): verify examples/codex_config.example.toml stays aligned with docs/install/codex.md 20 days ago

good first issue testing onboarding level:beginner type:testing

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

testing(distribution): add CLI help coverage for export/push/pull/share commands 20 days ago

help wanted testing release level:intermediate type:testing

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

performance(orchestrator): bound or evict _known_turn_ids so long-lived runtimes do not grow unbounded memory 20 days ago

help wanted performance level:advanced type:performance

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feature(drive): let waggle pull choose a merge strategy instead of hard-coding last_write_wins 20 days ago

help wanted release feature level:advanced type:feature

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

test: add tests for runtime_context.py ContextVar lifecycle 20 days ago

good first issue testing level:beginner

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

test(orchestrator): add queue-full, duplicate-turn, and flush coverage for AsyncMemoryOrchestrator 21 days ago

help wanted testing level:intermediate type:testing

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feature(graph-ui): add an .abhi diff inspector view in Graph Studio 21 days ago

help wanted graph feature level:advanced type:design

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

docs(graph-ui): document how to refresh Graph Studio screenshots and sample-preview.html 21 days ago

documentation good first issue onboarding level:beginner type:docs

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

test(auth): add dedicated coverage for API key generation, hashing, and scope checks 21 days ago

good first issue testing level:beginner type:testing

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

docs(install): add a client support matrix to docs/install/README.md 21 days ago

documentation good first issue onboarding level:beginner type:docs

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

docs(reference): document Google Drive push/pull/share prerequisites and token-file behavior 21 days ago

documentation good first issue release level:beginner type:docs

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

security(drive): store Google Drive OAuth tokens in the OS keychain or encrypted secret store 21 days ago

help wanted release security level:advanced type:security

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feature(abhi): include dangling edge target nodes during export instead of logging and continuing 21 days ago

help wanted graph feature level:advanced type:feature

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feature(setup): allow setup --yes to enable automatic memory hooks per client instead of only all-or-nothing 21 days ago

help wanted onboarding feature level:advanced type:feature

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

performance(embeddings): add a reusable model-loading strategy that avoids repeated heavy initialization across commands 21 days ago

help wanted performance retrieval level:advanced type:performance

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

security(memory): add configurable redaction rules before observe_conversation persists transcripts 21 days ago

help wanted security level:advanced type:security

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

docs(issue-templates): make screenshot guidance conditional instead of a blanket requirement 21 days ago

documentation good first issue onboarding level:beginner type:docs

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

docs(contributing): add a maintainer triage checklist for good first issue vs help wanted vs blocked 21 days ago

documentation good first issue onboarding level:beginner type:docs

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

config: raise ValidationFailure with a clear message when a numeric env var is malformed 21 days ago

enhancement help wanted good first issue onboarding level:beginner

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feat: add waggle-mcp stats CLI command for graph composition summary 24 days ago

enhancement good first issue tooling level:beginner

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feat: add WAGGLE_LOG_FORMAT=plain toggle for local development 25 days ago

enhancement good first issue level:beginner

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

feat: print a startup banner with version, backend, model, db_path 25 days ago

enhancement good first issue level:beginner

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

docs: add pre-commit install to CONTRIBUTING.md setup steps 25 days ago

documentation good first issue level:beginner type:docs

Abhigyan-Shekhar/Waggle-mcp

23

MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Python

#agent-memory#ai-agents#graph-memory#knowledge-graph#llm-memory#mcp#mcp-server#python

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