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mgi-mind

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    • A
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      Hermetic memory for AI agents — one Rust binary, one SQLite file, zero network. Recall returns evidence with provenance or abstains: no code path for making things up.
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    • F
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      Memory for LLM agents: a local graph where the agent keeps decisions, tasks, hypotheses and reasoning between sessions, and gets a summary of what is open and overdue on every return to a project. Works with Claude Code, Codex, Cursor and opencode. Single Rust binary, no embedding model or LLM calls. Source-available (BSL 1.1), commercial use permitted.
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    • A
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      Local memory for AI agents in one SQLite file on your own machine. Facts carry a validity window and a confidence score, so an outdated one is superseded and downweighted rather than deleted, and retrieval fuses BM25, vector similarity and a knowledge graph.
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      Business Source 1.1

    TDQS

    B3.2/5.0

    Scored across 44 tools

    Disambiguation3/5

    There are genuine clusters of near-synonymous tools: mind_search/mind_browse/mind_recall/mind_recall_all, mind_add/mind_ingest, and mind_outcome vs mind_procedure_outcome (the former explicitly subsumes the latter). Worse, ~15 deprecated aliases (mind_fact_add, mind_quarantine_list, mind_vault_get, mind_session_start, etc.) directly duplicate the newer action-based tools, so an agent can easily pick the wrong one. Descriptions are unusually careful, which keeps this from scoring lower, but the overlap is real.

    Naming Consistency4/5

    Nearly everything is snake_case under a shared mind_ prefix and follows a predictable verb_noun style (mind_search, mind_add, mind_learn). The main deviation is the new action-based noun-only tools (mind_fact, mind_library, mind_vault, mind_session, mind_quarantine) plus stateless names like mind_doctor and mind_context. Readable, but the mixed verb-style/noun-with-action convention is a minor inconsistency.

    Tool Count2/5

    44 tools is far beyond the reasonable band for this domain, and the count is inflated by ~15 deprecated tools that still appear in the surface alongside their replacements. Even the ~29 active tools is heavy for what is essentially a memory store. Deprecation flags help, but shipping both generations at once bloats the set.

    Completeness4/5

    The lifecycle is unusually thorough: add/ingest, semantic search, browse, cross-type recall, knowledge-graph facts, procedures, skills, pinned blocks, sessions, vault, quarantine, provenance, outcome signals, export/import, consolidate, restore, stats and health checks. The only minor gap is that there is no clear in-place edit/update path for an ordinary memory (append + invalidate/delete are the only mutations).

    Maintenance

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