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Glama

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Alternatives to MegaBrain

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    Related Servers

    • F
      license
      Not graded
      quality
      A
      maintenance
      Gives AI coding agents persistent, local-first memory so they can store, semantically search, and recall decisions, preferences, error patterns, and cross-project guidelines directly during a session. It also optionally queues tasks for autonomous execution against that same memory.
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    • F
      license
      Not graded
      quality
      A
      maintenance
      Provides AI coding agents with a local-first persistent memory layer they can read and write during sessions, storing decisions, preferences, error patterns, and research per project or globally. Enables semantic and keyword search, formatted context recall, and cross-project guideline surfacing without API keys or cloud storage.
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    • F
      license
      Not graded
      quality
      A
      maintenance
      Gives AI coding agents a local-first persistent memory they can read and write directly during sessions, storing decisions, preferences, error patterns, and guidelines in per-project and global SQLite stores. Enables semantic and keyword retrieval of relevant context across sessions so agents start work already knowing a codebase's conventions and history.
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    • F
      license
      Not graded
      quality
      A
      maintenance
      Provides AI coding agents with a local-first, persistent memory layer so they can store and semantically recall project-specific and cross-project knowledge, conventions, and error patterns during sessions. It also optionally enables autonomous task queue execution and issue resolution driven by that same memory.
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    • F
      license
      Not graded
      quality
      A
      maintenance
      Gives AI coding agents persistent, local-first memory so they can store decisions, preferences, error patterns, and cross-project guidelines and semantically recall the relevant context across sessions and projects, with no API keys required. Optionally also enables queued autonomous task execution that draws on that same stored context.
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    • F
      license
      Not graded
      quality
      A
      maintenance
      Enables AI coding agents to read and write persistent memory directly during sessions, storing decisions, preferences, error patterns, research, and cross-project guidelines in local SQLite databases. Supports semantic search so relevant project and global context can be recalled by meaning, fully offline and without API keys.
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    TDQS

    A3.5/5.0

    Scored across 7 tools

    Disambiguation4/5

    Most tools are clearly distinct (record_rule vs record_experience vs record_golden_pattern vs require_spec). However, brain_consult overlaps with brain_list_rules since consult already returns active rules, and record_experience with a verified_snippet partially duplicates record_golden_pattern, creating mild selection ambiguity.

    Naming Consistency4/5

    All tools share a consistent brain_ prefix and snake_case verb_noun style (brain_record_rule, brain_list_rules, brain_require_spec). Minor deviations are brain_consult and brain_stats, which lack a noun object but remain readable and unambiguous.

    Tool Count5/5

    Seven tools is well-scoped for a knowledge-base server covering retrieval, rule/spec/experience/pattern recording, and stats. Each tool maps to a distinct operation and none feels redundant or missing.

    Completeness3/5

    Write and read paths are covered (record rules/specs/experiences/patterns, consult, list_rules, stats), but there is no update or delete/retire operation for any stored artifact. Without lifecycle management, stale or wrong rules and vaccines cannot be corrected, which is a notable gap for a long-lived knowledge base.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues