vestige

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Think before doing, prove before saving. Vestige is the local-first cognitive operating system and deterministic safety kernel for autonomous AI agents.

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About

From the project README ·

VESTIGE v6.2

The Ring-0 Autonomic Execution Kernel & World's First Causal Proof Engine for AI Agents

Think before doing. Prove before saving. Memory is root cause, not search.

Quick Start · Why We Ripped Out Vectors · S.T.R.A.T.A. Engine · The 6 MCP Verbs · Reflex Hooks · Vestige Operator


🚨 The Industry Lie: Memory Is Not a Search Engine

Every other AI memory tool on the market is a passive scrapbook built on unordered vector soup. Every other AI security tool is a stateless bouncer with complete amnesia.

When an autonomous coding agent breaks a build at 3:00 PM because a configuration flag was silently flipped at 9:00 AM, Vector RAG fails 100% of the time:

  1. The 3:00 PM stack trace (ConnectionPoolExhaustedException) shares 0% semantic similarity with the 9:00 AM config edit (max_idle_time = 0).
  2. Cosine similarity retrieves plausible-looking decoys instead of the causal ancestor.
  3. The agent guesses, edits the wrong file, fails again, and enters a $50,000 infinite retry loop.
Read the full README

Vestige v6.2 ends the guessing game. We ripped out ONNX, deleted vector embeddings, deleted keyword search, and deleted SQLite. In their place is a ~7.8 MB, 100% offline-verified Rust execution kernel that unifies pre-execution security gating, autonomic lifecycle hooks (reflex.sock), and backward causal credit assignment into a single closed-loop nervous system.

An Independent Study of 757 Agent Memory Systems (Agent Memory Atlas): "Every system in this atlas builds the ascent (extraction and retrieval). Almost none completes the descent (correction and forgetting)." Vestige is built for the descent.


⚡ Quick Start (30 Seconds)

One command installs the vestige-mcp Rust daemon, wires the 4 autonomic Reflex hooks into your IDE (Claude Code, Cursor, Codex, Windsurf, Gemini CLI), and replays your last 30 days of agent transcripts against our 114-rule gate to show every destructive command or failure loop Vestige would have stopped.

Operator is the guard for your agent's tool calls. npx @vestige/init --guard installs 102 STOP rules, OP-000 through OP-114, with OP-086–OP-097 and OP-100 reserved. It stops force pushes, dropped tables, recursive deletes, production deploys, credential reads and the rest of that closed list before they run, even when the command is disguised. Classification is deterministic: no model call and no network call. Operator Lite (numbered rules OP-000 through OP-025) is pinned beside the gate and judges every call too. An existing ~/.operator/gate/operator-gate.py is left in place.

npx @vestige/init

Verify your live cryptographic store and 6-tool surface at any time:

vestige precedent --query verify_log

🏛️ S.T.R.A.T.A. — The World's First Causal Proof Engine

The 102-rule gate is in this repository and is what --guard installs. See operator/README.md. board, letter, almost-forgot, onboard and briefing load companion modules when those files sit next to the gate. Buy Vestige Operator is the owner's copy of those companions: $149 once, every later version included, and a 30-day refund.

Underneath Vestige sits S.T.R.A.T.A. (Sequential Topological Reasoning for Autonomous Transaction Authorization)—an append-only, cryptographic execution ledger that replaces fuzzy similarity with mathematical provenance:

  • Sequential (BLAKE3 + Ed25519): Every memory write, tool call, and gate stop is recorded as an immutable frame carrying the BLAKE3 hash of the frame before it. Nightly segments are sealed with Ed25519 signatures.
  • Topological (causal_walk): Memories are indexed by exact handles (id, tag, commit:<sha>, hunk-level touched file edges, and interned stack-trace symbols). Free-text guessing is refused—and on refusal, Handle Discovery automatically parses your query to return exact candidate handles found in your words.
  • Reasoning (FSRS-6 + Retroactive Salience Backfill):
    • FSRS-6 Decay (Precision Forgetting): Unverified, unreferenced session noise automatically decays out of working memory so context windows stay razor-sharp.
    • Retroactive Salience Backfill (Runtime Credit Assignment): When a downstream failure or high-salience constraint lands, Vestige immediately walks the topological DAG backward on save, rescues the quiet upstream root-cause memory from FSRS-6 decay, boosts its salience, and writes a reversible cryptographic receipt.
  • Autonomous (reflex.sock): A zero-lock Unix Domain Socket (~/.vestige/reflex.sock) bridges external shell hooks directly into the hot in-memory Strata graph in <0.2ms—eliminating .serve.lock contention across multiple concurrent IDE windows.
  • Transaction Authorization (Operator + prove): Every agent action is treated as an untrusted transaction that must pass 114 pre-execution rules before running and can be verified post-fix via deterministic git-bisect test witnesses (causal_walk(action="prove")).

🧠 The Autonomic Dual-Tier Architecture

Standard MCP servers wait passively for an LLM to remember to call a tool. Vestige operates like a human nervous system: Reflex Hooks act as the spinal cord (firing automatically in 0 LLM turns and <0.2ms), while the 6 MCP Tools act as the deliberate prefrontal cortex.

                         ┌────────────────────────────────────────┐
                         │   Model Prefrontal Cortex (6 Verbs)    │
                         │   session · remember · recall ·        │
                         │   causal_walk · curate · precedent     │
                         └──────────────────┬─────────────────────┘
                                            │ stdio / JSON-RPC
                                            ▼
┌──────────────────────┐  Unix Domain Socket   ┌────────────────────────────────────────┐
│  Reflex Hooks Engine │ ◄───────────────────► │       vestige-mcp Server Daemon        │
│    (Spinal Cord)     │  ~/.vestige/reflex.sock│  ┌───────────────────────────────────┐ │
│                      │   (<0.2ms Zero-Lock)  │  │ In-Memory Strata Graph (Hot RAM)  │ │
│ • SessionStart       │                       │  │ • FSRS-6 scheduler state          │ │
│ • PreToolUse (114)   │                       │  │ • Exact Handle & Symbol Index     │ │
│ • PostToolUse (RSB)  │                       │  │ • Causal DAG & Backfill Engine    │ │
│ • PreCommit (Prove)  │                       │  └─────────────────┬─────────────────┘ │
└──────────────────────┘                                            │ Exclusive Write Lock
                                                                    ▼
                                                       ┌────────────────────────┐
                                                       │ Append-Only Strata Log │
                                                       │ (BLAKE3 + Ed25519)     │
                                                       └────────────────────────┘

⚡ The 4 Autonomic Reflex Arcs (0-Turn Cognitive Injection)

  1. Reflex::SessionStart (Active Handle Map Injection): On boot, resume, or context compaction, Vestige queries the local Git index against the hot Strata graph and injects the Top 5 Hot Entity Handles (id, tag, last_touched_file, and FSRS-6 retrievability) plus pinned repo rules. Your agent starts Turn 1 already holding the exact handles it needs.
  2. Reflex::PreToolUse (114 Gate Rules + Landmine Interception): Before Bash, Edit, or Write executes, Vestige runs 114 deterministic security rules (catching obfuscated shell commands, r''m, $IFS, ANSI-C quoting, base64 pipes, destructive SQL/git, and multi-step credential exfiltration) AND checks if the target file is linked to an un-recalled failure node in Strata. If a landmine exists, Reflex warns the agent with the exact handle (mem-xxxx) before it repeats a mistake.
  3. Reflex::PostToolUse (Auto-Failure Capture + Inline Backfill): Whenever a command exits with exit_code != 0, Reflex automatically records a signed failure frame in Strata, triggers Retroactive Salience Backfill across upstream touched nodes, surfaces any faded forgotten_lesson (retrievability < 0.5), and appends the exact causal_walk command directly to the tool output.
  4. Reflex::PreCommit (Proof-Carrying PR Enforcement): When an agent runs git commit or gh pr create after a logged failure in the current trajectory, Reflex verifies that a cryptographically signed prove bisect witness exists for the fix.

🛠️ The 6-Verb MCP Surface

Most MCP servers drown agents in 18–30 overlapping tool schemas—burning ~2,500 prompt tokens per turn and confusing smaller models. In v6.2, Vestige compresses its entire capability set into 6 flat-JSON cognitive verbs (while preserving internal backward-compatible aliases for all 18 legacy tool names):

MCP ToolCognitive IntentKey Actions & Capabilities
1. sessionBoot, Plan & Projectaction: "start" | "status" | "set_intention" | "check_intentions" | "complete_intention" | "project"
Manages cross-session prospective intentions, store health/stats, and compiles lock-free CLAUDE.md / AGENTS.md context fences directly from RAM.
2. rememberThe Single Gated WriteFlat parameters: content, tags, repo_path, files, is_decision.
Automatically anchors codebase records when repo_path/files are present, runs inline Retroactive Salience Backfill (returning backfilled_handles), and auto-updates CLAUDE.md when tagged "pinned".
3. recallExact-Handle ReadFlat parameters: handle, detail_level, query.
Resolves exact IDs, prefixes, tags, or repo context (get_context). Returns structured discovered_handles: [...] if free text is passed so the agent self-corrects on the immediate next turn.
4. causal_walkRoot Cause & Bisect Proofaction: "walk" | "prove", from_handle, good_ref, bad_ref, test_cmd.
• "walk": Auto-gathers GitHub issue/PR windows, walks hunk-level touched and git log -L ancestry backward, and auto-attaches faded forgotten_lesson nodes.
• "prove": Executes a frozen-protocol git bisect against test_cmd and writes a signed Strata witness card.
5. curateGraph & State Mutationaction: "promote" | "demote" | "edit" | "link" | "bridge" | "connect_identities" | "suppress"
Adjusts FSRS-6 stability weights, wires explicit causal links, bridges cross-project structural similarities (ghostlink), joins shared entity identities, or permanently suppresses invalid records with a signed audit receipt.
6. precedentReceipts & Integrity Auditquery: "stops" | "receipt" | "replay" | "verify_log" | "scan_secrets" | "selftest"
Inspects Operator gate stops, replays write receipts, scans for credential-shaped strings, and runs live BLAKE3 + Ed25519 verification (strata-verify) without stopping the server.

🏎️ David vs. Goliath: Making Local 8B Models Overpower Cloud Giants

Cloud memory wrappers charge a ~6,900-token tax per turn to stuff noisy vector chunks into frontier models. Because Vestige v6.2 pushes execution safety, failure detection, and backward credit assignment into a sub-millisecond local Rust daemon:

  • Zero Context Stuffing: Exact handles and FSRS-6 decay keep active context lean (<200 tokens of memory overhead), preventing small-model attention degradation.
  • Flat 6-Verb Schemas: Eliminates tool-selection hallucinations in 8B–9B local coding models (Qwen3-Coder-8B, Llama-3.1-8B, Gemma 4).
  • $0.00 Cloud Token Tax: A release build of vestige-mcp is verified in CI to never link reqwest—guaranteeing zero network calls, zero telemetry, and zero API fees.

Run the 3-lane ablation benchmark (Mode A: Baseline vs. Mode B: Forward-Only FSRS-6 vs. Mode C: Full Vestige v6.2 with RSB + Reflex) and generate an Ed25519-sealed proof log:

./benchmarks/run-all-benchmarks.sh --ablation

🖥️ Host-Boundary CLI & Local WebGPU Dashboard

Because vestige-mcp routes concurrent CLI and hook calls through ~/.vestige/reflex.sock, you never hit .serve.lock collisions while an agent is active. The host CLI is stripped down to pure boundary operations:

vestige serve                         # Start the MCP server + reflex.sock IPC daemon
vestige backup <target-dir>           # Seal active Strata segment with Ed25519 & write owner-only backup
vestige dashboard                     # Launch the loopback-hardened local UI on http://127.0.0.1:3927
vestige update                        # Verify .sha256 release digests and update binary

🛡️ Vestige Operator

  • Vestige Core & Operator Lite (AGPL-3.0-only): Free and open-source forever. Includes the full Strata engine, the 6 MCP tools, the 4 Reflex hooks, and the built-in pre-execution rule gate.
  • Vestige Operator ($149 One-Time License): Adds custom repository law authoring (vestige.toml), team-wide proof-carrying PR enforcement (actions/proof-carrying-pr), multi-step exfiltration chain governors, and the weekly executive stop-board.

📚 Technical Reports & Documentation

  • TR-2026-01: Retroactive Salience Backfill & Silent Rotation Benchmark — How inline runtime credit assignment + FSRS-6 solves delayed root-cause attribution.
  • Configuration & Security Model — Loopback DNS-rebinding defenses, Sec-Fetch-Site enforcement, BLAKE3 frame chaining, and reflex.sock permissions (0o600).
  • Getting Started Guide & FAQ — GETTING-STARTED.md · FAQ.md · UPGRADING.md

Built from first principles in Rust by Sam Valladares.

Zero vectors. Zero cloud tax. 100% causal proof.

License
AGPL-3.0
Crate facts
Not measured
  • Runs on, Native code and Python bindings read crates on crates.io. This entry lists no crate.

Compare with similar projects

Order: strongest tier first, then most downloads, then name, with unmeasured values last. A library counts downloads over 30 days. An app counts binary downloads per release. An app with none counts its crate downloads over 30 days. ML Rust runs this catalogue, so its closest project always gets a row.

vestige beside the projects that share a topic with it
ProjectDownloadsDependentsStarsLatest releaseRuns on (GPU)Native codeLicense
vestige This page App Listed

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41 binary downloads per release Not applicable 660 Not measured Not measured AGPL-3.0

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Python bindings

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axp App Listed

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Not measured Not applicable 3 Not measured Not measured Not measured Apache-2.0
Why ListedNo archive, New or Featured rule places it, so it is Listed.

What it lacks for Featured

  • The check holds no value for Homebrew installs on request over 365 days, Docker pull growth over 90 days. A gate that lacks its signal does not pass.

What else the check found

  • The last activity is on 6 Nov 2026, 3 days ago. The rules expect an update within 365 days. Dormancy rule

Not measured: First release, Homebrew installs on request over 365 days, Docker pull growth over 90 days.

Exact rules: Listed, Featured app. The check on applied thresholds version 9.

Every rule outcome, as the check records it
  • expected-interval: app: E = 365 days
  • dormancy: last activity 2026-11-06, 3 days ago, E = 365: active
  • featured: not featured: unknown homebrew_on_request_365d, docker_pull_growth_90d
  • listed: listed: no archive, new or featured rule applies

Measurements and sources

Each signal row shows the raw value, its source and the fetch date. The Sources list gathers every distinct source on this page. Movement needs more history.

Sources5 sources
Adoption41 binary downloads per release4 not measured
Adoption measurements
SignalValueSourceFetchedCounts
Active dependentsNot measuredYes
New dependents (365 days)Not measuredYes
Peak active dependentsNot measuredYes
Active dependents as a share of the peakNot measuredYes
Binary downloads per release41GitHub releasesYes
MaintenanceLatest human commit: 3 days ago7 not measured
Maintenance measurements
SignalValueSourceFetchedCounts
Latest human commit2026-11-06GitHub repositoryYes
Latest release2026-11-03GitHub releasesYes
First releaseNot measuredYes
Latest versionNot measuredYes
Days the oldest outside issue waits for a reply0GitHub repositoryYes
Maintainer replies over 365 days6GitHub repositoryYes
Repository archivedfalseGitHub repositoryYes
Repository gonefalseGitHub repositoryYes
Release commit or manifest in the repoNot measuredYes
Published docsNot measuredYes
Latest release fails cargo checkNot measuredYes
Build check dateNot measuredYes
Build check toolchainNot measuredYes
SecurityNot measured
Security measurements
SignalValueSourceFetchedCounts
Unpatched vulnerabilities past the grace windowNot measuredYes
RustSec unmaintained advisoryNot measuredYes
Deprecation noticeNot measuredYes
Deprecated requirementNot measuredYes
Distribution125 binary downloads over the last 3 releases9 not measured
Distribution measurements
SignalValueSourceFetchedCounts
ReleasesNot measuredYes
Downloads over 30 daysNot measuredYes
Binary downloads over the last 3 releases125GitHub releasesYes
Homebrew installs on request over 365 daysNot measuredYes
Repology repository families1Repology projectYes
Docker pull growth over 90 daysNot measuredYes
Docker pulls at the growth baselineNot measuredYes
Every version a prereleaseNot measuredYes
Every version 0.0.xNot measuredYes
Every version yankedNot measuredYes
Crate deleted from crates.ioNot measuredYes
Repository660 stars, 73 forks, 17 contributors, 1,377 commits. Stars alone never qualify a project.1 not measured
Repository measurements
SignalValueSourceFetchedCounts
GitHub stars660GitHub repositoryYes — one part of the repository route
GitHub forks73GitHub repositoryYes — one part of the repository route
Contributors with a GitHub account17GitHub contributorsYes — one part of the repository route
Commits on the default branch1377GitHub repositoryNo
Repository's main crate left out of the entryNot measuredYes
Facts that never count
Facts that never count measurements
SignalValueSourceFetchedCounts
LicenseAGPL-3.0GitHub repositoryNo
Runs on, from listed crates and their direct dependenciesNot measuredNo
What shows each backendNot measuredNo
Native code, from listed crates and their dependenciesNot measuredNo
Python bindings, from direct dependencies of listed cratesNot measuredNo
Crates that depend on a listed crate directlyNot measuredNo

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