syncable-dev

    syncable-dev/memtrace-public

    Structural memory for AI coding agents. Bi-temporal graph, MCP-native, zero LLM calls. Cursor · Claude Code · Codex · DeepSeek Harness · Hermes · VS Code · Windsurf.

    ai-agents
    developer-tools
    llm
    agent-memory
    bi-temporal-graph
    claude-code
    code-intelligence
    code-search
    Python
    NOASSERTION
    509 stars
    45 forks
    509 GitHub watchers
    Updated Oct 31, 2026
    View on GitHub

    Build with Backblaze B2

    SDKs, agent skills, IDE extensions, and reference pipelines from Backblaze Labs. All open source.

    Explore Backblaze Labs

    Loading star history...

    Where it stands

    Rank, growth pace and release cadence relative to everything GStars tracks.

    5 releases in the last 90 days, the latest 8 days ago, with 2 contributors on GitHub.

    Use Cases & Benefits

    • Provides a bi-temporal structural memory graph for AI coding agents to query codebases with full version history and causal awareness without LLM calls.
    • Enables ultra-fast, zero-cost indexing and querying of large codebases with precise temporal and structural context, avoiding stale or conflicting agent states.
    • Use for running multiple AI coding agents on the same repository simultaneously without merge conflicts or stale context issues.
    • Use for performing impact analysis and replaying refactors with full causal awareness to identify breaking changes before they occur.
    • Use for building advanced code search and exploration tools that leverage temporal evolution, API topology, and structural relationships across 20+ languages.

    Should you depend on it?

    License terms, project hygiene and risks, from GitHub metadata and GStars' snapshots.

    License

    Other

    GitHub could not identify this license; read the LICENSE file before depending on it.

    Community files

    • README: present
    • Contributing guide: present

    Watch-outs

    • License not identified by GitHub; read the LICENSE file before depending on it.

    General guidance from repository metadata, not legal advice. How we score

    From the README

    Memtrace turns your codebase into a live knowledge graph that AI coding agents can query in milliseconds — every function, class, call edge, and version, across every session, without re-reading files or breaking things they can't see.

    Get your fleet on shared structural memory in under 90 seconds.

    Structural · zero LLM calls  ·  Bi-temporal · time-travel queries  ·  Replay-aware · zero blind refactors

    🧭   Run a fleet of coding agents on the same repo without merge hell. Each agent reads the same call graph, sees the same blast radius, inherits the same temporal history. No collisions. No stale context.

    🔁   Replay any refactor with full causal awareness. Agents see exactly what depends on what, and what changed when. No more "I refactored a function and 14 tests broke that nobody saw."

    ⚡   Index a 50k-file repo in under 90 seconds. Rust + Tree-sitter, $0 in API costs, 20+ languages plus framework-aware scanners (Vapor, Lapis, Kong, GitHub Actions, Terraform, RLS policies, …), fully local. Your code never leaves your machine.

    🆕   LeanCTX Native — compressed reads, smart trees, and a value ledger. Four new compression modes on get_source_window, single-call directory maps, real-time token-savings dashboard, and an opt-in adaptive learner that beats the static table by ~14%. Full breakdown: docs/leanctx-native.md. Available in v0.3.57+.

    Excerpt from the syncable-dev/memtrace-public README on GitHub (NOASSERTION license). © its authors.Read the full README on GitHub

    Daily snapshots

    Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots

    Forks

    45+5

    Open issues

    24+14

    Compared with peers in AI Agents

    Fastest-growing repositories GStars tracks in this cohort for the week of Nov 1, by 7-day star growth

    syncable-dev/memtrace-public compared with AI Agents repositories by stars, 7-day star growth, health score and last release
    RepositoryStars+7dHealthLast release
    vercel-labs/agent-desktop17.0K+13.3K33today
    thedotmack/claude-mem113.6K+8.8K35today
    stablyai/orca116.8K+6.6K40today
    milind-soni/OpenMausBot13.5K+6.0K45today
    HKUDS/DeepTutor55.5K+5.5K655 days ago
    syncable-dev/memtrace-public509—338 days ago
    Category median55.5K+6.6K40—

    Discover Repositories

    Search across tracked repositories by name or description