MemoryGuard

Governed shared memory for coding agents.
Local-first MCP memory with automatic organization, scoped rules, evidence, and rollback.

CI status 中文文档

Let agents write without turning shared memory into an unreviewed pile. MemoryGuard organizes each write, preserves the evidence behind changes, and keeps governance decisions reversible.

No account. No remote server. No remote telemetry. Local-only usage telemetry is optional and stores bounded, privacy-preserving aggregates locally.

Quick start · Upgrade · Knowledge Library · Architecture · Supported hosts · Privacy and safety

Animated MemoryGuard neuron graph with governed memory categories and signals moving through the local projection

_{A synthetic governed projection: signals move through memory categories while raw conversation text remains outside the graph.}

What's New in v0.7.15

• Automatic CodeGraph builds: Trusted bootstrap starts a project's first build in a background process. Default and per-project switches persist; disabling automation preserves the graph. Supported file-write events trigger incremental refresh.
• Clear graph navigation: Switch between a file overview and symbols, filter by file, inspect neighboring relations, and use zoom controls.
• Bounded temporary storage: Ordinary graph queries read SQLite directly instead of retaining full-database copies. Validation and installation temporary files use the owning project/deployment cache and are cleaned up when the operation ends.

See the v0.7.15 release note and CodeGraph automation details. Reconnect or restart hosts after upgrading and repairing their provider integration.

Earlier governance improvements

v0.7.13 strengthens mandatory-rule replacement and recovery, improves audience-aware identity handling, and improves conflict resolution:

• Safe mandatory-rule replacement: Replacements validate the final mandatory package against audience matching, canonical rules, deduplication, sensitivity checks, and publication budgets. Equivalent unlocked predecessors retire in the same transaction; failed validation rolls back the complete update. See the replacement and recovery details.
• Native Agent/group audience matching: Matching and deduplication no longer split the same native audience solely by provider or runtime role. Distinct Agent identities remain separate, and project-scoped audiences retain their project boundaries. Provider repair uses the verified identity for its target provider.
• Readable, atomic conflict resolution: Conflict views preserve readable peer information, and resolution keeps peer groups intact while applying the selected changes atomically. Ambiguous conflicts remain unresolved.
• Cursor Hook protection: Cursor MemoryGuard Hooks now use a 30-second timeout, up from 15 seconds, with failClosed: true.

v0.7.14 only corrects release metadata for the GitHub repository rename; it does not change runtime behavior. See the v0.7.14 release note.

See the v0.7.13 release note and release history.

Earlier release details are kept in the Changelog and GitHub release records.

Token evidence and demo

Usage events distinguish measured_cached_input from measured_cache_write_input. measured_cache_coverage.cache_read and cache_write report complete, partial, or unavailable; measured zero remains 0, while missing provider data remains None/unavailable. Character-based estimates remain explicitly labelled estimated mg_deterministic_unit, never provider tokens.

Run the benchmark only against an authorized local workspace:

python scripts/benchmark_usage_telemetry.py --workspace . --window-days 7 --sync

Read the benchmark guide for measured, estimated, derived, and unsupported semantics. Use the demo recording checklist for a sanitized walkthrough. The repository's synthetic graph artwork is not a live product capture; it is not evidence of usage or savings.

Major V2 refactor in v0.6.0

v0.6.0 was a production data-plane refactor, not a storage-only upgrade:

• Authoritative V2 domains: Memory, Rules, Evidence, Content, Runtime, Projection, Assets, CodeGraph, Skills, and System state are separated into explicit SQLite domains with governed boundaries.
• Explicit cutover: V1_ACTIVE → V2_BUILDING → V2_READY → V2_ACTIVE is fail-closed; V2 never silently falls back to legacy stores or dual-writes after READY/ACTIVE.
• Lossless migration: frozen-source preparation uses coherent SQLite online backups, validates source/target evidence, rechecks live-source drift, and preserves V1 data plus migration backups for rollback.
• Native routing: MCP, CLI, GUI, and Hook surfaces are classified explicitly; the release closed the 233-surface cutover with 138 implemented routes, 95 retired routes, and zero neutral/blocker routes.
• Governed intelligence: Rule lifecycle and RuleMerge, extraction/enrichment, External MCP import, provider control-plane, conversation history, Knowledge Library, and GUI governance all use the V2 evidence and decision paths.
• Operational evidence: Reference Audit, per-domain SQLite health, guarded maintenance, rollback evidence, and safe unbound diagnostics are part of readiness and operations.

Why MemoryGuard

Persistent memory solves storage. It does not solve governance.

When several coding agents write into the same context, records become duplicated, stale, contradictory, over-broad, or unsafe to reuse. MemoryGuard sits between coding agents and their shared memory to keep that context usable.

System architecture

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flowchart TB
    Hosts["CODING-AGENT HOSTS<br/>Claude Code · Codex · Cursor · TRAE&nbsp;&nbsp;&nbsp;&nbsp;"]:::host
    Gateway["LOCAL INTEGRATION<br/>MCP stdio · redirect rules · lifecycle hooks&nbsp;&nbsp;&nbsp;&nbsp;"]:::gateway

    subgraph Core["GOVERNANCE CORE&nbsp;&nbsp;&nbsp;&nbsp;"]
        direction LR
        Identity["TRUST<br/>identity · scope&nbsp;&nbsp;&nbsp;&nbsp;"]:::core
        MemoryAPI["MEMORY<br/>governed I/O&nbsp;&nbsp;&nbsp;&nbsp;"]:::active
        Rules["RULES<br/>scope · assignment&nbsp;&nbsp;&nbsp;&nbsp;"]:::rule
        HistoryAPI["HISTORY<br/>search · timeline&nbsp;&nbsp;&nbsp;&nbsp;"]:::history
        Security["SAFETY<br/>validate · quarantine&nbsp;&nbsp;&nbsp;&nbsp;"]:::danger

        Identity --> MemoryAPI
        Identity --> Rules
        Identity --> HistoryAPI
        MemoryAPI --> Security
    end

    subgraph Stores["LOCAL GOVERNED STORES&nbsp;&nbsp;&nbsp;&nbsp;"]
        direction LR
        SharedDB[("V2 DOMAIN STORES<br/>Memory · Rules · Evidence · Content&nbsp;&nbsp;&nbsp;&nbsp;")]:::store
        HistoryDB[("HISTORY STORE<br/>isolated conversations&nbsp;&nbsp;&nbsp;&nbsp;")]:::historyStore
        AuditDB[("RECOVERY STORE<br/>versions · receipts · backups&nbsp;&nbsp;&nbsp;&nbsp;")]:::store
    end

    Bootstrap["BOUNDED CONTEXT BOOTSTRAP<br/>mandatory rule pack · relevant recall&nbsp;&nbsp;&nbsp;&nbsp;"]:::bootstrap
    Control["HUMAN CONTROL<br/>CLI · desktop governance console&nbsp;&nbsp;&nbsp;&nbsp;"]:::surface

    Hosts --> Gateway --> Identity
    MemoryAPI --> SharedDB
    Rules --> SharedDB
    HistoryAPI --> HistoryDB
    Security --> AuditDB
    SharedDB --> Bootstrap
    Control --> Identity

    classDef host fill:#12243A,stroke:#38D5C8,color:#EEF4F8,stroke-width:1.4px;
    classDef gateway fill:#0D3338,stroke:#38D5C8,color:#EEF4F8,stroke-width:2.4px;
    classDef core fill:#12243A,stroke:#557287,color:#EEF4F8,stroke-width:1.4px;
    classDef active fill:#0D383A,stroke:#38D5C8,color:#EEF4F8,stroke-width:2px;
    classDef rule fill:#3B2C18,stroke:#F3B562,color:#EEF4F8,stroke-width:1.8px;
    classDef history fill:#102F45,stroke:#73C7F5,color:#EEF4F8,stroke-width:1.8px;
    classDef danger fill:#3A2028,stroke:#EA6A6A,color:#EEF4F8,stroke-width:1.8px;
    classDef bootstrap fill:#EEF4F8,stroke:#38D5C8,color:#071521,stroke-width:2.4px;
    classDef store fill:#0B1624,stroke:#7F96A8,color:#EEF4F8,stroke-width:1.4px;
    classDef historyStore fill:#102436,stroke:#73C7F5,color:#EEF4F8,stroke-width:1.4px;
    classDef surface fill:#EEF4F8,stroke:#38D5C8,color:#071521,stroke-width:2px;

    style Core fill:#081827,stroke:#27445A,stroke-width:1px,color:#EEF4F8
    style Stores fill:#081827,stroke:#27445A,stroke-width:1px,color:#EEF4F8
    linkStyle default stroke:#557287,stroke-width:1.4px;

Quick start

MCP Registry metadata

This package exposes a local stdio MCP server as io.github.MerakOsiris/memoryguard. Registry metadata is kept in server.json, and the marker above ships with the PyPI package README. Releases are published through GitHub OIDC to PyPI and the official MCP Registry. Verify the current package version and the Registry entry's active/latest state through their live public records.

1. Install

python -m pip install agent-memguard

For the desktop governance console:

python -m pip install "agent-memguard[gui]"

2. Authorize the current project

memoryguard source add .

3. Connect or repair your coding agent

Global provider configuration is rebuilt from the real binding in the canonical user data home. The command is idempotent and removes superseded MemoryGuard project-level overrides after a successful global takeover.

# Repair one provider
memoryguard provider repair claude
memoryguard provider repair codex
memoryguard provider repair cursor
memoryguard provider repair trae

# Repair every detected provider
memoryguard provider repair all

Restart the host after installation, then verify the integration:

memoryguard doctor
memoryguard mcp-status
memoryguard hooks status --provider all

Launch the desktop console:

memoryguard gui

memoryguard-gui . remains available for desktop shortcuts. A bare memoryguard gui always opens the canonical user-level control directory (default %LOCALAPPDATA%\MemoryGuard on Windows), so running it from a project or from C:\Windows\System32 cannot silently switch databases. MEMORYGUARD_WORKSPACE is an explicit operator override; an explicit memoryguard gui <project-path> or memoryguard gui --workspace <project-path> selects a specific workspace. It does not remember a previously selected project or open a folder picker. On Windows, memoryguard gui detaches the native window from the terminal, so closing PowerShell does not close the GUI.

Provider-specific setup and behavior:

• Claude Code installation
• Codex installation
• Cursor installation

Stable Codex / Router binding

Codex/Router binds MemoryGuard to the stable local Codex program and control installation. An account profile is an endpoint/alias, not a new memory owner: switching profiles automatically discovers or repairs the profile and reuses the verified Agent binding and active group. Request identity remains fail-closed; this does not share records across machines or with arbitrary accounts.

Upgrade

MemoryGuard currently upgrades through Python's package manager:

python -m pip install --upgrade agent-memguard
memoryguard --version
memoryguard doctor

If you installed the GUI extra, keep it during the upgrade:

python -m pip install --upgrade "agent-memguard[gui]"

There is no package self-update command. The package manager is the authoritative package-upgrade path; memoryguard upgrade below is the explicit workspace migration flow, not a package updater.

Upgrade an existing V1 data home

Upgrade the package, then run the verified migration. No workspace, data-home, apply, or confirmation arguments are required for the normal user-level data home:

python -m pip install --upgrade agent-memguard
memoryguard --version                    # confirms installed version
memoryguard upgrade
memoryguard doctor

The command prepares V2, validates the frozen and live source evidence, migrates Agent/Group control, activates only after all gates pass, and removes only the backup batch belonging to that successful migration. Re-running it on V2_ACTIVE is idempotent. For a zero-write report, use:

memoryguard upgrade --preview

Advanced explicit workspace/data-home options remain available for operators managing an isolated installation. A failed gate stays non-active and preserves its evidence; successful activation does not keep a redundant migration backup.

Existing pre-V2 workspaces: explicit V2 cutover

v0.6.0 never auto-activates an existing workspace. Upgrade the package first, then use the packaged operator CLI:

# Read-only manifest status
memoryguard-v2 status -w .

# Build a frozen-source V2 shadow and stop at V2_READY
memoryguard-v2 prepare -w . --apply

# Activate only after the prepare result is V2_READY / ready=true
memoryguard-v2 activate -w . --confirm V2_ACTIVE

The prepare step uses coherent SQLite online backups, preserves V1 and migration-backups, and rechecks live-source drift before READY. Activation performs another fresh drift check before changing the manifest. Do not delete legacy V1 data or migration backups as part of the upgrade.

Knowledge Library

The desktop console can turn a selected folder or file set into one governed local knowledge library. Source files remain where they are; MemoryGuard stores the searchable index in its user data home instead of copying a runtime database into every source project. Knowledge metadata never becomes a second source-body store.

Open the desktop console and choose Knowledge Library. Remote embedding or model-backed indexing is opt-in and requires explicit authorization; local full-text retrieval remains available without sending source text to a remote provider. Background imports, re-ingests, and smart rebuilds have durable task receipts: retrying the same request reuses its task, while reusing that key for a different request is rejected. A live task for a different request reports busy rather than claiming that work was accepted.

CodeGraph refresh

The first CodeGraph build is an explicit, confirmed full build. After a scope has been built, each successful trusted file write can trigger an incremental refresh for that scope, subject to strict source-path and active-binding validation. Unchanged content hashes are a no-op; deleted files are retired; the next context receives one bounded affected receipt. MemoryGuard does not run a daemon or watcher for this path and does not infer paths from shell or free-form text. A projectless MCP caller first builds an already-bound directory source, then passes its codegraph_source_id to select that exact scope for query, status, update, and graph reads.

Desktop console surfaces

The GUI has eight visible navigation entries: seven governance pages plus a separate Token usage-and-savings view:

1. Governance Overview
2. Data Sources & Agents
3. Memory Core
4. CodeGraph
5. Rules & Habits
6. Conversation History
7. Risk Signals & Governance Console
8. Token Usage & Savings (separate from the seven governance pages)

Agent lists use readable program/provider names; the underlying ID remains available in the detail view. Empty data is shown as an explicit empty state.

Write and governance lifecycle

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flowchart TD
    subgraph Intake["01 · INTAKE    "]
        direction LR
        Write(["Memory write    "]):::entry
        Scope["Resolve identity<br/>scope · audience&nbsp;&nbsp;&nbsp;&nbsp;"]:::core
        Validate{"Authorized?&nbsp;&nbsp;&nbsp;&nbsp;"}:::decision
        Reject["Reject<br/>no persistence&nbsp;&nbsp;&nbsp;&nbsp;"]:::danger
        Write --> Scope --> Validate
        Validate -- NO --> Reject
    end

    subgraph Organize["02 · ORGANIZE&nbsp;&nbsp;&nbsp;&nbsp;"]
        direction TB
        Secret{"Sensitive?&nbsp;&nbsp;&nbsp;&nbsp;"}:::decision
        Quarantine["Quarantine<br/>outside active set&nbsp;&nbsp;&nbsp;&nbsp;"]:::danger
        Compare["Classify · compare<br/>governed records&nbsp;&nbsp;&nbsp;&nbsp;"]:::active
        Relation{"Relationship&nbsp;&nbsp;&nbsp;&nbsp;"}:::decision
        New["NEW<br/>create active record&nbsp;&nbsp;&nbsp;&nbsp;"]:::result
        Duplicate["DUPLICATE<br/>merge provenance&nbsp;&nbsp;&nbsp;&nbsp;"]:::result
        Correction["CORRECTION<br/>supersede old record&nbsp;&nbsp;&nbsp;&nbsp;"]:::rule
        Conflict["CONFLICT<br/>preserve both sides&nbsp;&nbsp;&nbsp;&nbsp;"]:::danger

        Secret -- YES --> Quarantine
        Secret -- NO --> Compare --> Relation
        Relation --> New
        Relation --> Duplicate
        Relation --> Correction
        Relation --> Conflict
    end

    subgraph Govern["03 · GOVERN&nbsp;&nbsp;&nbsp;&nbsp;"]
        direction LR
        Receipt[("Evidence event<br/>version receipt&nbsp;&nbsp;&nbsp;&nbsp;")]:::store
        Review["CLI or desktop review&nbsp;&nbsp;&nbsp;&nbsp;"]:::surface
        Action["Correct · merge<br/>restore · delete&nbsp;&nbsp;&nbsp;&nbsp;"]:::rule
        Snapshot["Reversible<br/>snapshot&nbsp;&nbsp;&nbsp;&nbsp;"]:::active
        Receipt --> Review --> Action --> Snapshot
    end

    Validate -- YES --> Secret
    Quarantine --> Receipt
    New --> Receipt
    Duplicate --> Receipt
    Correction --> Receipt
    Conflict --> Receipt

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    classDef core fill:#12243A,stroke:#557287,color:#EEF4F8,stroke-width:1.5px;
    classDef decision fill:#0D3338,stroke:#38D5C8,color:#EEF4F8,stroke-width:2px;
    classDef active fill:#0D383A,stroke:#38D5C8,color:#EEF4F8,stroke-width:2px;
    classDef result fill:#12243A,stroke:#38D5C8,color:#EEF4F8,stroke-width:1.6px;
    classDef rule fill:#3B2C18,stroke:#F3B562,color:#EEF4F8,stroke-width:1.8px;
    classDef danger fill:#3A2028,stroke:#EA6A6A,color:#EEF4F8,stroke-width:1.8px;
    classDef store fill:#0B1624,stroke:#7F96A8,color:#EEF4F8,stroke-width:1.4px;
    classDef surface fill:#EEF4F8,stroke:#38D5C8,color:#071521,stroke-width:2px;

    style Intake fill:#081827,stroke:#27445A,stroke-width:1px,color:#EEF4F8
    style Organize fill:#081827,stroke:#27445A,stroke-width:1px,color:#EEF4F8
    style Govern fill:#081827,stroke:#27445A,stroke-width:1px,color:#EEF4F8
    linkStyle default stroke:#557287,stroke-width:1.4px;

The console is not an approval queue. Agents keep moving. MemoryGuard records the outcome and exposes the evidence needed to correct it later.

What you can govern

Rules and history stay separate

MemoryGuard deliberately keeps governed long-term memory and raw conversation history on different paths.

History retrieval is progressive: search results, then a bounded timeline, then an explicitly selected turn or session. Extracting from history creates a preview first; it does not silently write a long-term memory.

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flowchart LR
    subgraph HistoryPath["CONVERSATION EVIDENCE    "]
        direction TB
        Archive[("Raw local history    ")]:::historyStore
        Search["Search summaries    "]:::history
        Timeline["Bounded timeline    "]:::history
        Read["Explicit turn or session    "]:::history
        Preview["Evidence-backed<br/>extraction preview&nbsp;&nbsp;&nbsp;&nbsp;"]:::history
        Confirm["Explicit acceptance&nbsp;&nbsp;&nbsp;&nbsp;"]:::surface
        Isolation["NO AUTOMATIC<br/>BOOTSTRAP PATH&nbsp;&nbsp;&nbsp;&nbsp;"]:::barrier

        Archive --> Search --> Timeline --> Read --> Preview --> Confirm
        Archive -.-> Isolation
    end

    subgraph GovernedMemory["GOVERNED LONG-TERM MEMORY&nbsp;&nbsp;&nbsp;&nbsp;"]
        direction TB
        Mandatory["Scoped mandatory rules&nbsp;&nbsp;&nbsp;&nbsp;"]:::rule
        Assignments["Agent · project<br/>role · group scope&nbsp;&nbsp;&nbsp;&nbsp;"]:::core
        RulePack["Mandatory-rule<br/>budget&nbsp;&nbsp;&nbsp;&nbsp;"]:::budget
        Ordinary["Facts · preferences<br/>projects · procedures&nbsp;&nbsp;&nbsp;&nbsp;"]:::memory
        Recall["Task-relevant<br/>recall budget&nbsp;&nbsp;&nbsp;&nbsp;"]:::budget
        Context["BOUNDED CONTEXT PACKET&nbsp;&nbsp;&nbsp;&nbsp;"]:::context

        Mandatory --> Assignments --> RulePack --> Context
        Ordinary --> Recall --> Context
    end

    HistoryPath ==>|GOVERNED WRITE&nbsp;&nbsp;&nbsp;&nbsp;| GovernedMemory

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    classDef core fill:#12243A,stroke:#557287,color:#EEF4F8,stroke-width:1.4px;
    classDef memory fill:#0D383A,stroke:#38D5C8,color:#EEF4F8,stroke-width:1.8px;
    classDef budget fill:#12243A,stroke:#38D5C8,color:#EEF4F8,stroke-width:1.6px;
    classDef context fill:#EEF4F8,stroke:#38D5C8,color:#071521,stroke-width:2.4px;
    classDef history fill:#102F45,stroke:#73C7F5,color:#EEF4F8,stroke-width:1.6px;
    classDef historyStore fill:#102436,stroke:#73C7F5,color:#EEF4F8,stroke-width:1.6px;
    classDef surface fill:#EEF4F8,stroke:#73C7F5,color:#071521,stroke-width:2px;
    classDef barrier fill:#3A2028,stroke:#EA6A6A,color:#EEF4F8,stroke-width:2px;

    style GovernedMemory fill:#081827,stroke:#27445A,stroke-width:1px,color:#EEF4F8
    style HistoryPath fill:#081827,stroke:#27445A,stroke-width:1px,color:#EEF4F8
    linkStyle default stroke:#557287,stroke-width:1.4px;

Supported hosts

Provider status is reported honestly as redirected, observed, operational, or unsupported. MemoryGuard does not claim it can disable every host's native memory when the host exposes no reliable integration point.

Architecture

V2 uses separate authoritative SQLite domains rather than one shared-memory database. The runtime reads and writes V2 only after the manifest reaches V2_ACTIVE; V2_BUILDING and V2_READY never silently fall back or dual-write. Evidence remains traceable without being treated as automatically trusted memory.

Privacy and safety

• MemoryGuard runs as a local MCP stdio server.
• All governed data stays local unless you explicitly authorize a remote model or embedding operation. Optional usage telemetry is local-only: its measured host token events and deterministic conversion events are stored under .memoryguard/usage_telemetry.sqlite; it does not upload data. Token savings are estimates based on MemoryGuard deterministic units, not a provider billing statement. Hosts without token reporting remain unsupported in the measured columns.
• The Knowledge Library database uses MEMORYGUARD_HOME or the platform user data directory, so a selected source folder does not receive its own knowledge database.
• V2 authoritative workspace state is separated under .memoryguard/ into explicit Memory, Rules, Evidence, Content, Runtime, Projection, Assets, CodeGraph, Skills, and System domains; History, Source, Binding, and Group control are V2-native surfaces. Legacy V1 artifacts are preserved as local rollback/audit evidence after cutover and are no longer the active V2 runtime write path; only memoryguard.migration may read them.
• Source scanning is read-only by default.
• Mutating governance paths use validation, explicit scope, provenance, and reversible state.
• Quarantined records stay outside active shared memory.
• Raw conversation history is never injected into bootstrap automatically.
• Shared-group history access follows current active membership and does not grant deletion rights over another Agent's source.

CLI

The installed memoryguard command exposes these top-level operations:

The old V1 plan, apply, verify, undo, import, and gc workflows may remain parseable as explicit retired compatibility surfaces, but are not a V1 runtime path. Under V2_ACTIVE they return a stable retired result instead of writing through a legacy store. Legacy data input is accepted only by the explicit memoryguard.migration upgrade flow.

Run memoryguard --help or memoryguard <command> --help for the live command reference.

MCP API

The default MCP discovery surface is intentionally compact. New MCP clients receive these eleven day-to-day tools through tools/list:

Advanced governance remains available through the GUI and CLI: rule lifecycle, bindings and shared groups, source scanning, CodeGraph, knowledge and history review, provider controls, external MCP import, and maintenance operations. Existing advanced MCP names remain callable for compatibility when an installed client invokes an exact name, but they are not returned by the default tools/list. This reduces discovery/schema overhead without removing those governance capabilities.

memoryguard_capabilities is the discovery path for the broader compatibility catalog. It supports exact operation lookup, English or Chinese query text, domain filtering, and offset pagination; schemas are returned only when include_schema=true is requested for the selected page. The catalog exposes 162 reviewed headless GUI business operations through memoryguard_invoke. Eight GUI operations remain explicitly restricted by their existing authority: desktop-only path/folder actions, desktop-admin CodeGraph selection/build, and SafeBridge protocol actions.

Bounded read responses

MemoryGuard minifies JSON text by default. A replayable read response is capped at 24,000 UTF-8 bytes across the complete MCP envelope, including every content block and existing structuredContent. Small responses keep their existing shape. An oversized read returns a compact receipt with response_ref and required identifiers; it does not silently truncate the original result.

Fetch a page through the existing broker, after discovering memoryguard_response_read with memoryguard_capabilities:

{
  "operation": "memoryguard_response_read",
  "arguments": {
    "response_ref": "opaque-id",
    "fields": ["/data/memory_id"],
    "offset": 0,
    "limit": 3000
  }
}

Pages are UTF-8 JSON fragments with next_offset; concatenate them in order. limit is 4–4096 bytes and offsets must be UTF-8 character boundaries. On a single JSON text payload, fields selects business fields: use a top-level name or an object-only JSON Pointer such as /data/memory_id. Multi-content and non-JSON results reject field selection and remain available only as whole-envelope pages. Private references live only in the MCP process for at most five minutes: at most 16 snapshots, each at most 512,000 bytes. They are bound to the exact trusted session, principal, scope, and active binding revision. Each page reruns the original read under current authorization and compares its digest. A denial, changed output, binding/session change, or expired reference returns a stable refusal such as response_ref_access_denied, response_ref_expired, or response_ref_result_changed; cached old content is never used to bypass the current read. Public capability metadata uses its existing offset pagination. Writes and context bootstrap keep their existing complete receipt/mandatory-rule contracts and cannot request response pagination, so a page read never reruns a mutation. If an oversized read cannot safely create a reference, its bounded receipt reports delivery.status="unavailable" and action="narrow_query" rather than promising the whole result can be retrieved.

Example discovery and invocation using the published schemas:

{"operation":"memoryguard_task_list","include_schema":true,"limit":1}

{"operation":"memoryguard_task_list","arguments":{"limit":20}}

For a mutating target, the invoke envelope must also carry "confirmed":true and a non-empty "idempotency_key"; the broker forwards those proofs to the target's existing permission and scope checks.

The underlying compatibility catalog also covers:

• governed memory read, search, write, update, delete, and status;
• bounded context bootstrap with mandatory-rule isolation;
• rule creation, feedback, merge governance, undo, and scope statistics;
• Agent binding and shared-group inspection;
• source scanning, graph projection, import previews, and build planning;
• external MCP discovery and import;
• document extraction previews and candidate acceptance;
• conversation-history search, timeline, explicit read, export, deletion, and extraction preview;
• provider installation and host-agent enrichment.

Use MCP tools/list for the compact default discovery set. Use memoryguard_capabilities for the registered compatibility catalog and its reviewed operation metadata.

Project links

• PyPI package
• GitHub releases
• Changelog
• v0.7.13 release note
• v0.7.12 release note
• v0.7.11 release note
• v0.7.9 release record
• v0.7.8 release record
• v0.7.7 release record
• v0.7.6 release record
• v0.7.5 release record
• v0.7.4 release record
• v0.7.3 release record
• v0.7.2 release record
• v0.7.1 release record
• v0.7.0 release gate
• Memory continuity and lossless storage spec
• Privacy policy
• Terms of use
• Contributing guide
• Contributor License Agreement
• Issue tracker

Roadmap

• Release history: v0.7.9 consolidates canonical governance, local-only token evidence, readable multi-agent governance, and public distribution through GitHub, PyPI, and the official MCP Registry. v0.7.8 records the preceding governance, telemetry, and Codex runtime work; v0.7.7 makes bare provider repair safe in a verified, uniquely bound control home and aligns installed Codex MCP/Hook repairs to the current interpreter while preserving Agent and shared-group identity. v0.7.6 makes Codex Hook/MCP runtime selection consistent through one immutable snapshot, shortens Hook state lock windows, and keeps bootstrap success/failure state honest with explicit mandatory-overflow fail-closed handling. Earlier release records retain the detailed v0.7.5 conflict-review, v0.7.4 canonical-governance, v0.7.3 shared-history, and v0.7.2 write/read and Codex lifecycle changes. The v0.7.1 V2-only migration and desktop lifecycle work remains documented as historical release context.
• Acceptance boundary: the Graphify evidence is the focused 3 / 3 result plus the real full-repository export/projection described above. It does not claim that upstream Graphify's full-repository test suite passed.
• Next after release: broader CodeGraph/Skills ingestion, more operator-friendly maintenance reports, and additional migration observability. Long-term records are not retired merely because they are old.
• Later: team and enterprise capabilities only after validated demand.

Contributing

Issues and pull requests are welcome. Read CONTRIBUTING.md before submitting a change. Pull requests require agreement to the CLA.

License

MIT