Waggle-mcp good first issues (Python)

docs(repository): add test-directory navigation note 14 days ago

documentation good first issue onboarding type:docs 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

Add a minimal benchmark result example to eval/results/README.md about 1 month 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

feature(graph): hub-split assistant to suggest splitting over-broad nodes about 2 months 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(graphify): map Graphify community clusters onto Waggle communities on import about 2 months 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

test(bootstrap): reject unknown client targets about 2 months ago

good first issue testing type:testing 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

test(context-bundle): cover empty project scope about 2 months ago

good first issue testing type:testing 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(install): document health endpoint meanings about 2 months ago

documentation good first issue type:docs 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(config): add deterministic embedding quickstart about 2 months ago

documentation good first issue type:docs 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(environment): group authentication variables in one reference table about 2 months ago

documentation good first issue security type:docs 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(benchmarking): add a reproducibility checklist about 2 months ago

documentation good first issue testing type:docs 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-ui): add filter query cheat sheet about 2 months ago

documentation good first issue onboarding type:docs 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(hooks): add a hook event-order diagram about 2 months ago

documentation good first issue type:docs 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(abhi): add a namespaced import example about 2 months ago

documentation good first issue type:docs 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

test(graph-ui): cover HTML escaping in graph labels about 2 months ago

good first issue testing security type:testing 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

test(markdown-vault): cover duplicate heading slugs about 2 months ago

good first issue testing type:testing 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

test(rate-limit): cover reset-after-expiry behavior about 2 months ago

good first issue testing type:testing 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

test(secure-temp): cover restrictive file permissions about 2 months ago

good first issue testing security type:testing 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

test(telemetry): redact query-string secrets about 2 months ago

good first issue testing security type:testing 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

test(connection-pool): cover close after failed checkout about 2 months ago

good first issue testing type:testing 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(deployment): explain SQLite backup expectations 2 months ago

documentation good first issue type:docs 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(troubleshooting): document Windows path quoting examples 2 months ago

documentation good first issue windows type:docs 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

test(backfill): cover dry-run reporting 2 months ago

good first issue testing type:testing 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

test(evidence): verify stable evidence ordering 2 months ago

good first issue testing type:testing 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(security): link threat model from install docs 2 months ago

documentation good first issue security type:docs 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(rlm): add environment-variable quick reference 2 months ago

documentation good first issue type:docs 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(cursor): add connection troubleshooting note 2 months ago

documentation good first issue type:docs 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(abhi): explain secret-scan refusal output 2 months ago

documentation good first issue security type:docs 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(hooks): document hook environment variables 2 months ago

documentation good first issue type:docs 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(models): distinguish deterministic and production embeddings 2 months ago

documentation good first issue onboarding type:docs 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

test(config): cover invalid boolean environment values 2 months ago

good first issue testing type:testing 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(extensions): add extension compatibility table 2 months ago

documentation good first issue onboarding type:docs 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(project-memory): add a session-scope CLI example 3 months ago

documentation good first issue onboarding type:docs 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

tooling(markdown): ignore fenced code blocks in link checks 3 months ago

good first issue testing tooling type:testing 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

test(auth): cover whitespace-only API key input 3 months ago

good first issue testing security type:testing 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(errors): add troubleshooting links for common errors 3 months ago

documentation good first issue onboarding type:docs 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(security): add API key rotation checklist 3 months ago

documentation good first issue security type:docs 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

test(logging): cover newline-safe structured fields 3 months ago

good first issue testing security type:testing 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

test(cli): cover help output for a maintenance command 3 months ago

good first issue testing type:testing 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

test(temporal): cover same-time validity boundaries 3 months ago

good first issue testing graph type:testing 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(vscode): clarify local versus remote workspace setup 3 months ago

documentation good first issue type:docs 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(contributing): add a focused test command example 3 months ago

documentation good first issue onboarding type:docs 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-ui): document supported browser expectations 3 months ago

documentation good first issue type:docs 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

test(server): cover quiet startup banner suppression 3 months ago

good first issue testing type:testing 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

test(serializer): cover enum serialization in nested metadata 3 months ago

good first issue testing type:testing 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

test(protocol): reject malformed JSON-RPC input on stdio 3 months ago

good first issue testing type:testing 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

feature(server): add a --no-browser flow for Drive auth that prints the consent URL cleanly 3 months 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

test(locks): cover lock timeout cleanup 3 months ago

good first issue testing type:testing 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

refactor(rlm): remove the lingering parsing.py TODO block by extracting execution-result formatting helpers 3 months 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

tooling(labels): test unknown-label handling 3 months ago

good first issue testing tooling type:testing 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(telemetry): add opt-out example 3 months ago

documentation good first issue type:docs 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(rlm): add a local Ollama setup example 3 months ago

documentation good first issue onboarding type:docs 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

test(graph): cover duplicate edge id behavior 3 months ago

good first issue testing graph type:testing 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

test(http): reject unsupported request content types 3 months ago

good first issue testing security type:testing 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

test(mcp): cover stable tool annotations 3 months ago

good first issue testing type:testing 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(reference): explain validation error responses 3 months ago

documentation good first issue type:docs 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

test(server): cover Google Drive CLI failures when optional Google dependencies are unavailable 3 months 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

perf(graph): batch single embed() calls during multi-node observation ingest 3 months ago

help wanted performance graph level:intermediate 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(reference): add a worked Graphify import example with a sample graph.json 4 months 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-ui): add a legend for community colors and edge-confidence styles 4 months 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): document community detection and resolution tuning 4 months 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

docs(graph): add a code-aware memory how-to with a pasted-code example 4 months 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(graph): add an edge-confidence filter to query and Graph Studio 4 months 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 4 months 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

performance(graph): cache get_communities results with a staleness flag 4 months ago

help wanted performance graph level:intermediate 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

test(errors): cover code and status_code for every WaggleError subclass 4 months 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

feature(graph): support Go, Rust, and Java in code_extraction 4 months 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-ui): give code-entity nodes a distinct shape or icon 4 months 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): incremental re-ingest via a manifest to skip unchanged turns 4 months 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

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

chore(abhi): replace 'not yet implemented' log line with explicit NotImplementedError 4 months ago

bug help wanted good first issue graph 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

testing(graph-ui): introduce a frontend test harness for import/export, retrieval debug, and transcript search flows 4 months 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

refactor(server): split server.py into CLI, MCP tool registration, Graph Studio HTTP routes, and Drive/auth commands 4 months ago

help wanted tooling level:advanced type:refactor gssoc:approved SSoC26 hard

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 4 months 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 4 months 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 4 months 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 4 months 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 months 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 months 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

feature(graph): add a code-entities-only filter to query results 4 months 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 4 months 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 4 months 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 4 months 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 4 months 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

testing(graph): cover hub_analysis betweenness cap on large graphs 4 months 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 4 months 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

tooling(ci): add a test lane with the code-analysis extra to cover tree-sitter 4 months 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

[docs] Readme Change 4 months 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

test(auth): add a dedicated test file for auth.py (hash, verify, generate, principal) 4 months 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 4 months 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

test: add tests for graph_ui.render_graph_editor_html 4 months 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

docs(environment): document WAGGLE_EMBEDDING_BACKEND in the environment variable reference 4 months 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 4 months 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 4 months 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 4 months 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 4 months 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 4 months 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

release(claude-desktop-extension): use npm ci instead of npm install in the packaging workflow 5 months 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 5 months 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 5 months 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() 5 months 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

Abhigyan-Shekhar/Waggle-mcp

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