C
Limited view
67/100
2 months ago

MollyGraph

Local-first self-improving knowledge graph for AI agents with three-layer entity extraction, parallel graph and vector retrieval, and automated LoRA fine-tuning.

Limited view. Automated analysis covers part of this stack. Findings reflect what we verified. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

Limited view: static analysis for Python is partially covered.

How we verified

Code Verified⚡ Live Monitored: not connected

Verified is a snapshot. Live keeps it current, and builds your track record.

⚡ Connect GitHub → continuous verification on every pushwhy connect →

Who stands behind it

brianmeyer

Source: PulseMCP

Is this your MCP?

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Install from

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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.
🔐
You'll be asked for 11 credentials: MOLLYGRAPH_API_KEY, NEO4J_PASSWORD, GOOGLE_API_KEY, ANTHROPIC_API_KEY, MOONSHOT_API_KEY, GROQ_API_KEY, OLLAMA_API_KEY, OPENAI_API_KEY, OPENROUTER_API_KEY, TOGETHER_API_KEY, FIREWORKS_API_KEY
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// environment variables
To run this server yourself, you supply these values. They go in your own MCP client configuration and stay on your machine. The secret label means the value is sensitive, not that the server mishandles it.
🔐 secretMOLLYGRAPH_API_KEY
configMOLLYGRAPH_URL
configMOLLYGRAPH_HOME_DIR
configMOLLYGRAPH_QUEUE_DB
configMOLLYGRAPH_QUEUE_MAX_CONCURRENT
configMOLLYGRAPH_SQLITE_VEC_DB
configMOLLYGRAPH_LADYBUG_GRAPH_DB
configMOLLYGRAPH_LADYBUG_DB
configMOLLYGRAPH_ZVEC_DIR
configRELATION_SCHEMA_FILE
configMOLLYGRAPH_OWNER_NAME
configMOLLYGRAPH_SCHOOL_CANONICAL
configMOLLYGRAPH_SCHOOL_ALIASES
configMOLLYGRAPH_SCHOOL_CAMPUS_ALIASES
configNEO4J_URI
configNEO4J_USER
🔐 secretNEO4J_PASSWORD
🔐 secretGOOGLE_API_KEY
🔐 secretANTHROPIC_API_KEY
🔐 secretMOONSHOT_API_KEY
🔐 secretGROQ_API_KEY
🔐 secretOLLAMA_API_KEY
🔐 secretOPENAI_API_KEY
🔐 secretOPENROUTER_API_KEY
🔐 secretTOGETHER_API_KEY
🔐 secretFIREWORKS_API_KEY
configAUDIT_LLM_ENABLED
configAUDIT_MODEL_NIGHTLY
configAUDIT_MODEL_WEEKLY
configAUDIT_MODEL_PRETRAIN
configAUDIT_PROVIDER_ORDER
configMOLLYGRAPH_AUDIT_TIER_LOCAL
configMOLLYGRAPH_AUDIT_TIER_PRIMARY
configMOLLYGRAPH_AUDIT_TIER_FALLBACK
configMOLLYGRAPH_AUDIT_MODEL_LOCAL
configMOLLYGRAPH_AUDIT_MODEL_PRIMARY
configMOLLYGRAPH_AUDIT_MODEL_FALLBACK
configMOLLYGRAPH_DECISION_TRACES_MIN_CONTENT_CHARS
configMOLLYGRAPH_DECISION_TRACES_PREFILTER_MIN_SCORE
configMOLLYGRAPH_DECISION_TRACES_MIN_CONFIDENCE
configMOLLYGRAPH_DECISION_TRACES_MAX_ALTERNATIVES
configMOLLYGRAPH_DECISION_TRACES_MAX_INPUTS
configMOLLYGRAPH_DECISION_TRACES_MAX_RELATED_ENTITIES
configMOLLYGRAPH_GLIREL_LLM_SYNONYMS
configMOONSHOT_BASE_URL
configGROQ_BASE_URL
configOLLAMA_BASE_URL
configOLLAMA_CHAT_BASE_URL
configOPENAI_BASE_URL
configOPENROUTER_BASE_URL
configTOGETHER_BASE_URL
configFIREWORKS_BASE_URL
configGRAPH_MEMORY_HOST
configGRAPH_MEMORY_PORT
configMOLLYGRAPH_TEST_MODE
configMOLLYGRAPH_GRAPH_BACKEND
configMOLLYGRAPH_VECTOR_BACKEND
configMOLLYGRAPH_RUNTIME_PROFILE
configMOLLYGRAPH_EXTRACTOR_FIXTURE
configMOLLYGRAPH_ALLOW_MODEL_DOWNLOADS
configMOLLYGRAPH_MODEL_MIN_AVAILABLE_MEMORY_MB
configMOLLYGRAPH_STRICT_AI
configMOLLYGRAPH_SPACY_ENRICHMENT
configMOLLYGRAPH_SPACY_MODEL
configMOLLYGRAPH_SPACY_MIN_GLINER_ENTITIES
configMOLLYGRAPH_EMBEDDING_BACKEND
configMOLLYGRAPH_EMBEDDING_MODEL
configMOLLYGRAPH_EMBEDDING_ST_MODELSnowflake/snowflake-arctic-embed-s
configMOLLYGRAPH_EMBEDDING_VECTOR_DIMENSION
configMOLLYGRAPH_EMBEDDING_OLLAMA_MODELnomic-embed-text
configMOLLYGRAPH_OLLAMA_EMBED_MODEL
configMOLLYGRAPH_EMBEDDING_CLOUD_PROVIDER
configMOLLYGRAPH_EMBEDDING_CLOUD_MODEL
configMOLLYGRAPH_EXTRACTOR_BACKEND
configMOLLYGRAPH_EXTRACTOR_MODEL
configMOLLYGRAPH_EXTRACTION_CONFIDENCE_DEFAULT
configMOLLYGRAPH_EXTRACTION_CONFIDENCE_SESSION
configMOLLYGRAPH_EXTRACTION_CONFIDENCE_CONVERSATION
configMOLLYGRAPH_EXTRACTION_CONFIDENCE_WHATSAPP
configMOLLYGRAPH_EXTRACTION_CONFIDENCE_IMESSAGE
configMOLLYGRAPH_EXTRACTION_CONFIDENCE_EMAIL
configMOLLYGRAPH_EXTRACTION_CONFIDENCE_VOICE
configMOLLYGRAPH_EXTRACTION_CONFIDENCE_CORRECTION
configMOLLYGRAPH_EXTRACTION_CONFIDENCE_CONTACTS_JSON
configMOLLYGRAPH_RERANKER_ENABLED
configMOLLYGRAPH_RERANKER_MODEL
configMOLLYGRAPH_GRAPH_RERANK_ENABLED
configMOLLYGRAPH_RERANK_ENABLED
configMOLLYGRAPH_RERANK_NEIGHBOR_WEIGHT
configMOLLYGRAPH_RERANK_STRENGTH_WEIGHT
configMOLLYGRAPH_RERANK_PATH_BONUS
configMOLLYGRAPH_GLIREL_ENABLED
configMOLLYGRAPH_GLIREL_MODEL
configMOLLYGRAPH_GLIREL_CONFIDENCE
configMOLLYGRAPH_GLIREL_TRAINING_THRESHOLD
configMOLLYGRAPH_GLIREL_SILVER_ENABLED
configMOLLYGRAPH_GLIREL_CHUNKING_ENABLED
configMOLLYGRAPH_GLIREL_CHUNK_SIZE
configGLINER_BASE_MODEL
configGLINER_FINETUNE_MIN_EXAMPLES
configGLINER_FINETUNE_COOLDOWN_DAYS
configGLINER_LORA_COOLDOWN_DAYS
configGLINER_FINETUNE_BENCHMARK_THRESHOLD
configGLINER_FULL_FINETUNE_MIN_EXAMPLES
configGLINER_LORA_PLATEAU_WINDOW
configGLINER_LORA_PLATEAU_EPSILON
configGLINER_TRAINING_SCAN_LIMIT
configGLINER_SHADOW_EPISODES
configGLINER_SHADOW_ENABLED
configGLINER_MIN_NEW_EXAMPLES
configGLINER_MAX_TRAINING_EXAMPLES
configGLINER_ARCHIVE_DAYS
configMOLLYGRAPH_TRAIN_REBALANCE_ENABLED
configMOLLYGRAPH_TRAIN_REBALANCE_WORKSAT_CAP
configMOLLYGRAPH_TRAIN_REBALANCE_MAX_RATIO
configMOLLYGRAPH_TRAIN_REBALANCE_TARGET_MIN
configMOLLYGRAPH_LORA_BENCHMARK_TOLERANCE
configMOLLYGRAPH_DRIFT_ALARM_REL
configMOLLYGRAPH_DRIFT_ALARM_ENT
configMOLLYGRAPH_LOCK_TIMEOUT
configMOLLYGRAPH_MAX_NEW_RELATIONS
configMOLLYGRAPH_MAX_NEW_ENTITIES
configMOLLYGRAPH_DEGRADATION_WINDOW
configMOLLYGRAPH_DEGRADATION_THRESHOLD
configMOLLYGRAPH_AUDIT_AUTO_DELETE
configMOLLYGRAPH_AUDIT_AUTO_DELETE_PCT
configMOLLYGRAPH_AUDIT_AUTO_DELETE_MIN
configMOLLYGRAPH_AUDIT_AUTO_DELETE_MAX
configMOLLYGRAPH_RELATION_GATE_ALLOW_THRESHOLD
configMOLLYGRAPH_RELATION_GATE_QUARANTINE_THRESHOLD
configMOLLYGRAPH_RELATION_GATE_HIGH_CONF_OVERRIDE
configMOLLYGRAPH_OWNER_ALIASES
configMOLLYGRAPH_OWNER_EMPLOYERS
configVIRTUAL_ENV
configMOLLYGRAPH_INFRA_MIN_INDEX_COMPLETENESS_OPTIMIZE
configMOLLYGRAPH_INFRA_MIN_INDEX_COMPLETENESS_REINDEX
configMOLLYGRAPH_INFRA_MAX_ENTITY_COVERAGE_DRIFT_PCT_REINDEX
configMOLLYGRAPH_INFRA_MAX_ENTITY_COVERAGE_DRIFT_PCT_REBUILD
configMOLLYGRAPH_INFRA_SIM_ERROR_RATE_REINDEX
configMOLLYGRAPH_INFRA_SIM_ERROR_RATE_REBUILD
configMOLLYGRAPH_INFRA_SIM_LATENCY_MS_OPTIMIZE
configMOLLYGRAPH_INFRA_SIM_LATENCY_MS_REINDEX
configMOLLYGRAPH_INFRA_QUEUE_BACKLOG_WARN
configMOLLYGRAPH_INFRA_LLM_ADVISORY
// quality suggestions

Tool annotations

No tools have read-only/destructive annotations

Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.

All four hints declared on every tool

18/18 tools missing one or more hints — add_episode (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); search_facts (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); search_nodes (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +15 more. OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.

For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.

Tool inputs are validated

14/18 tool handlers declare input schemas (78%)

Declare an inputSchema with zod/joi/yup on every tool definition.

Tool handlers catch errors

Only 0/18 tool handlers wrap calls in try/catch (0%)

Wrap each tool handler body in try/catch and return a structured error response.

License file

No license file

Add a LICENSE file (MIT, Apache-2.0, etc.).

Tests exist

No test files found

Add tests that exercise each declared tool.

Claim the listing to review these findings one by one and send us a correction where you disagree, straight to the team. Claiming also means we tell you when the grade moves, and reach you first if we find anything urgent.

// full audit trail
The findings above are the summary. The full trail, every check we ran, each deduction, the network hosts observed and the dependency advisories, goes to verified publishers, along with an alert whenever a new one lands. Verified publishers can also review each finding and dispute it in one click. Publisher corrections have sharpened several of our checks this month, because the maintainer knows the codebase better than any scanner.
// improvement guidance — verified publishers only
We have 6 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/brianmeyer-mollygraph-1n9grz)](https://m8ven.ai/mcp/brianmeyer-mollygraph-1n9grz)
Shows your grade and updates automatically. Prefer no grade? Append ?variant=verified to the badge URL.
commit: f15d4b49dca315f455fe94b38fd98520c9811b6b
code hash: feb5711f0021f23a6b2aa75e7f936b594593bb92b8505d5e082407c7ae67e681
verified: 6/16/2026, 12:31:39 PM
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