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  • A
    license
    A
    quality
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    maintenance
    Gnosys gives AI agents persistent, portable, shared memory across sessions and projects. It starts with 14 core MCP tools and can expand in-session to all 56, with 9 LLM providers, federated search, multimodal ingestion, a serverless Web Knowledge Base, process tracing, and Dream Mode consolidation.
    2
    14
    96 npm
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables MCP hosts to list and render bundled prompt templates and fetch assistant blueprints for ChatGPT, Claude, Gemini, Grok, or portable Agent Skill format. Operates locally over stdio with read-only tools and no network, shell, account, or file-write access.
    3
    32 PyPI
    1
    MIT
  • F
    license
    B
    quality
    B
    maintenance
    A lightweight local MCP server that gives MCP hosts read-only tools for health checks, grounded web research, chat over trusted sources, and generation of portable client config snippets. It also exposes the aw* bootstrap plan and backend-switching plan so builders can bootstrap, switch coding backends, and package integrations from Codex, Claude, or any MCP client.
    12
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  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to discover offers, retrieve schemas, validate JSON blueprints, preview plugins, and compile deterministic plugin packages as portable artifacts without publishing or mutating third-party systems.
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  • A
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    Not graded
    quality
    C
    maintenance
    Enables MCP clients to teach a portable brain file, resolve requests into instant facts, deterministic tool calls, or external-model fallbacks, and progressively learn unknown answers. It supports embedding an AI memory/router that works offline for known queries and routes only novel or semantic needs to configured models.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Serves portable behavioral identity models via MCP. Extracts how a person thinks, communicates, and makes decisions from text, then provides always-on identity context, semantic fact retrieval, keyword search, and provenance tracing through 4 tools and 1 resource.
    5
    Apache 2.0
  • A
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    Not graded
    quality
    B
    maintenance
    Enables agents to capture observable workflows, distill successful techniques and failure lessons into evidence-linked versioned skills, evaluate and approve them through review gates, and distribute approved instructions and portable resources through MCP for reuse across tasks.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables local, evidence-led analysis of a master recording into inspectable stems, timing, beats, harmony, lyrics, MIDI and sonic evidence, then finds complete-bar loopable sections for Shorts and other short-form video. Results stay traceable through source hashes, manifests, JSON/TSV/NPZ artifacts and portable Sonic Visualiser sessions, and it can run as a CLI, Python library, web service, container or MCP plugin.
    595 PyPI
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables any MCP client to scan local AI-agent logs, list repositories with mineable history, and build or improve redacted, provider-agnostic skills, plus export and import portable skill packs. All processing runs locally with privacy-first redaction.
    1
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables portable English language instruction through MCP, owning learner identity, curriculum, and learner model while any host LLM delivers conversational teaching, sessions, and assessment.
    1
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