MAPI
An auditable memory, lifecycle, and governance server for AI agents, providing durable memories with provenance, lifecycle management, and guarded workflows through the Model Context Protocol.
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.
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cabo0m
Source: Glama
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Install from
The grade above is for the source repository. Registries can serve a different version, so we mark the ones we were not able to read.
MAPI_ADMIN_TOOLS_ENABLEDMCP_SURFACE_PROFILEMAPI_RUNTIME_HOSTMAPI_RUNTIME_PORTLM_STUDIO_BASE_URLLM_STUDIO_MODELMAPI_GEMMA_AGENT_TIMEOUT_SECONDSMAPI_GEMMA_AGENT_MAX_TOKENSMAPI_GEMMA_AGENT_TEMPERATUREMAPI_GEMMA_CONTEXT_MAX_CHARSSANDMAN_AI_BATCH_SIZESANDMAN_AI_MAX_TOKENSSANDMAN_GEMMA_TIMEOUT_SECONDSSANDMAN_GEMMA_MAX_TOKENSSANDMAN_GEMMA_MODELSANDMAN_GEMMA_LMS_IDENTIFIERSANDMAN_GEMMA_LMS_TTL_SECONDSSANDMAN_GEMMA_LMS_GPUSANDMAN_GEMMA_LMS_CONTEXT_LENGTHSANDMAN_GEMMA_LMS_UNLOAD_AFTER_CALLSANDMAN_GEMMA_REQUIREDSANDMAN_GEMMA_AUTOSTARTSANDMAN_GEMMA_FAIL_CLOSEDSANDMAN_GEMMA_BASE_URLSANDMAN_GEMMA_HEALTH_TIMEOUT_SECONDSSANDMAN_GEMMA_START_TIMEOUT_SECONDSSANDMAN_MARA_TIMEOUT_SECONDSSANDMAN_MARA_MAX_TOKENSMAPI_DB_PATHMAPI_WRITER_GUARD_ENABLEDMAPI_WRITER_MODEMAPI_WRITER_INSTANCE_KEYMAPI_WRITER_LOCK_PATHMAPI_RUNTIME_ENFORCE_FRESHNESSMAPI_RUNTIME_INSTANCE_TOKENMAPI_EXPECTED_COMMITMAPI_RUNTIME_MODEMAPI_OWNER_KEYMAPI_REMOTE_AUTH_ENABLEDMAPI_REMOTE_BASE_URLMAPI_REMOTE_OWNER_KEYMAPI_REMOTE_OAUTH_CLIENT_IDMAPI_REMOTE_OAUTH_REDIRECT_URISMAPI_REMOTE_IDENTITY_HEADERMAPI_REMOTE_IDENTITY_VALUEMAPI_REMOTE_ACCESS_TTL_SECONDSMAPI_REMOTE_REFRESH_TTL_SECONDSMAPI_REMOTE_AUTH_CODE_TTL_SECONDSMAPI_REMOTE_RATE_WINDOW_SECONDSMAPI_REMOTE_RATE_MAX_ATTEMPTSMAPI_WRITER_HEARTBEAT_SECONDSMAPI_WRITER_STALE_SECONDSGEMINI_API_KEYTool 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
270/270 tools missing one or more hints — list_owner_directory_items (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); upsert_owner_directory_item (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); list_owner_role_mappings (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +267 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
254/270 tool handlers declare input schemas (94%)
Declare an inputSchema with zod/joi/yup on every tool definition.
Tool handlers catch errors
216/270 tool handlers wrap calls in try/catch (80%)
Wrap each tool handler body in try/catch and return a structured error response.
Tests exist
No test files found
Add tests that exercise each declared tool.
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