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25 days ago

glama

Waggle-mcp

Most LLMs forget everything when the conversation ends. waggle-mcp fixes that by giving your AI a persistent knowledge graph it can read and write through any MCP-compatible client.

→ Abhigyan-Shekhar/Waggle-mcp · listed on glama

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// key findings

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

✅

Open source with a license and README

Anyone can audit the code, the license is declared, and the publisher documents what it does.

🔐

You'll be asked for 10 credentials: GROQ_API_KEY, GITHUB_TOKEN, AZURE_OPENAI_API_KEY, GEMINI_API_KEY, OPENAI_API_KEY, OPENROUTER_API_KEY, AI_GATEWAY_API_KEY, PRIME_API_KEY, DAYTONA_API_KEY, WAGGLE_NEO4J_PASSWORD

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

configWAGGLE_MODEL— deterministic pytest -q

🔐 secretGROQ_API_KEY

configGITHUB_REPOSITORY

🔐 secretGITHUB_TOKEN

🔐 secretAZURE_OPENAI_API_KEY

configAZURE_OPENAI_ENDPOINT

configAZURE_OPENAI_API_VERSION

configAZURE_OPENAI_DEPLOYMENT

🔐 secretGEMINI_API_KEY

🔐 secretOPENAI_API_KEY

🔐 secretOPENROUTER_API_KEY

🔐 secretAI_GATEWAY_API_KEY

🔐 secretPRIME_API_KEY

🔐 secretDAYTONA_API_KEY

configRLM_DOCKER_WORKSPACE_DIR

configWAGGLE_HTTP_PORT

configPORT

configWAGGLE_BACKEND— "": "sqlite",

configWAGGLE_TRANSPORT— "": "stdio",

configWAGGLE_DB_PATH— "": "~/.waggle/waggle.db",

configWAGGLE_DEFAULT_TENANT_ID— "": "local-default",

configWAGGLE_HTTP_HOST

configWAGGLE_LOG_LEVEL

configWAGGLE_RATE_LIMIT_RPM

configWAGGLE_WRITE_RATE_LIMIT_RPM

configWAGGLE_MAX_CONCURRENT_REQUESTS

configWAGGLE_MAX_PAYLOAD_BYTES

configWAGGLE_REQUEST_TIMEOUT_SECONDS

configWAGGLE_RECENCY_HALF_LIFE_DAYS

configWAGGLE_HYBRID_VECTOR_WEIGHT

configWAGGLE_HYBRID_BM25_WEIGHT

configWAGGLE_HYBRID_GRAPH_WEIGHT

configWAGGLE_HYBRID_RECENCY_WEIGHT

configWAGGLE_HYBRID_RERANK_ENABLED

configWAGGLE_HYBRID_RERANK_MODEL

configWAGGLE_HYBRID_RERANK_TOP_K_IN

configWAGGLE_HYBRID_RERANK_TOP_K_OUT

configWAGGLE_EXPORT_DIR

configWAGGLE_NEO4J_URI— bolt://localhost:7687 \

configWAGGLE_NEO4J_USERNAME

🔐 secretWAGGLE_NEO4J_PASSWORD— change-me \

configWAGGLE_NEO4J_DATABASE

configWAGGLE_RETENTION_ENABLED

configWAGGLE_RETENTION_DAYS

configWAGGLE_RETENTION_PRUNE_INTERVAL_HOURS

configWAGGLE_STARTUP_MODE— "": "normal"

configWAGGLE_API_KEY_ENVIRONMENT

configWAGGLE_TIERED_RETRIEVAL

configWAGGLE_TIERED_TOP_K_WINDOWS

configWAGGLE_DEDUP_THRESHOLD

configWAGGLE_ENFORCE_VALID_TO

configHF_HOME

configSENTENCE_TRANSFORMERS_HOME

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 4 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/abhigyan-shekhar-waggle-mcp-1d0e0n)](https://m8ven.ai/mcp/abhigyan-shekhar-waggle-mcp-1d0e0n)

commit: 2cb7e61301d625ab8f22fbff789b046ab880f099

code hash: 396135f0f05d352e1889df451b5f0ad66dd1f801b811f4fcf0b7d420752b8dce

verified: 6/17/2026, 12:05:14 PM

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