Project knowledge graph with history-checked belief staleness, changeset proposals, cost reporting
Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β or use 1-click editor setup below.
π‘ Paste the JSON block into your client's configuration file under mcpServers, then restart the application.
AI agents change code continuously, then lose the work that happened
between commits β and the notes they keep about your codebase
(CLAUDE.md, memory banks, knowledge files) go stale silently when the
code moves on. gpp is a version control system built for that reality: it
captures every change as it happens, promotes curated changesets with
intent and provenance, and hosts project knowledge on the repo's own
history β so when a commit invalidates something you believed about the
code, gpp can name that commit.

(Recording is generated by scripts/demo.sh β
deterministic, reproducible, no mockups.)
And the part no other VCS does β record what you believe about the code, and let history police it:
Deterministic β diff intersection and blob hashes, zero LLM or network
calls. (For scale: asked to judge whether a stored memory has been
invalidated, the best frontier model manages 55.2% accuracy on the
STALE benchmark β here it's a
history query, not a judgment.) Validated on real history across five
repos in four languages β axum 0.6β0.7, flask 1.1β2.0, clap 3β4, zod
3β4, go-redis 8β9 β where every invalidated belief bisects to a pinned,
documented culprit commit and the control beliefs survive: see
demos/belief-bisect/ for the full matrix.
Everything else β P2P sync over Noise, replay, review/RBAC, a relay node,
a TUI β is the platform underneath: see
docs/ARCHITECTURE.md.
Git is the substrate, not the competition. The bridge
(gpp git-import / git-export / git-bridge) round-trips real Git
commits, so GitHub and existing workflows keep working β gpp's knowledge,
provenance, and governance layers ride alongside. The axum demo above
runs entirely on history imported through this bridge.
gpp ships an MCP server; agents query the knowledge graph (every belief
with a freshness envelope β anchor, commits since, and the changeset that
staled it), write their own evidence-anchored beliefs with
propose_belief (human-approved, then policed by history), propose
changesets, and report costs. Drop this in .mcp.json at your repo root:
Full client setup (Claude Desktop, generic stdio) and the exposed tool
list: docs/MCP.md.
All 9 roadmap phases (0β8) implemented. See
docs/ROADMAP.md for per-phase deliverables and
documented deviations, docs/TODO.md for the prioritized
backlog, and docs/WORKLOG.md for the running
engineering log.
Verified 2026-08-23: 184 workspace tests pass, cargo clippy and
cargo fmt clean, full workspace builds. No stub crates remain β every
crate has a working implementation. Coverage is measured in CI
(cargo llvm-cov; 65.7% line at baseline, being raised).
Test depth is still uneven: foundational layers are well covered
(gpp-core, gpp-graphex, gpp-diff, gpp-tui β₯ 80% line; the CLI has
end-to-end suites for policy enforcement, cost reporting, reviewer
assignment and belief bisect), while several integration crates remain at
smoke-level (gpp-sdk, gpp-notify, gpp-rbac, gpp-replay).
"Implemented" here means built and tested against its milestone, not
exhaustively hardened everywhere. Closing that gap is the top item in
docs/TODO.md.
| Layer | Crate | What's implemented |
|---|---|---|
| Storage | gpp-core | Content-addressed store (BLAKE3 + zstd), Blob/Tree, raw verified frame transfer |
| Timeline | gpp-timeline | SQLite (WAL) capture, .gppignore, debounced watcher, pruning |
| History | gpp-history | Changeset/Intent/Author, branch refs, promote, DAG walk |
| Diff | gpp-diff | Line + tree-sitter semantic diff (Rust/Python/TS/Go), rename/move detection |
| Git bridge | gpp-git-bridge | git-import/git-export/git-bridge, SQLite hash map |
| Graphex | gpp-graphex | Encrypted (age + AES-GCM) knowledge graph, tier-gated projection, query, lifecycle, audit, beliefs + staleness engine |
| SDK / MCP | gpp-sdk | AgentSession; gpp mcp-server --stdio (JSON-RPC MCP) |
| Trust | gpp-trust | Reputation scoring, status transitions, overrides, events |
| Policy | gpp-policy | .policy TOML rules, enforcement at promote (block) + timeline (warn) + sync (block), built-in templates |
| Cost | gpp-cost | Per-changeset token/$ records, budgets, efficiency, agent self-reporting |
| Anomaly | gpp-anomaly | Scope/burst/size detection, resolution workflow |
| Sync | gpp-sync | Noise_XX P2P; objects/refs/policies/graphex; fork-preserve |
| Replay | gpp-replay | Reproducible environment snapshots + drift diff |
| Review/RBAC/Notify | gpp-review gpp-rbac gpp-notify | Review lifecycle, roles + branch protection, events/inbox/HMAC webhooks |
| Remote | gpp-remote | GitHub/GitLab/Bitbucket PR creation, enriched bodies, CI/review import |
| Relay | gpp-relay | Always-on sync hub binary + health endpoint + Dockerfile |
| Clients | gpp-cli gpp-tui gpp-deps | Full CLI, ratatui TUI (gpp ui), dependency intel (gpp deps + OSV) |
Also: extensions/{gh-gpp,vscode-gpp,neovim-gpp}, GitHub Actions +
GitLab CI templates, deploy/ Docker images, packaging/ Homebrew.
Documented follow-ups (recorded in the ROADMAP/TODO, not silently skipped): registry/license APIs for deps, native PyO3/napi bindings, outbound platform-review sync, apt/dpkg packages.
Prebuilt binaries for Linux, macOS (ARM + Intel), and Windows are
attached to each release;
cargo install --git https://github.com/mahabubul470/gpp gpp-cli tracks
unreleased development.
See CLAUDE.md for project context, docs/ for the
full specification (architecture, data model, CLI, protocols, roadmap),
and docs/book/ for the user guide + tutorials.
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