AKB — Agent Knowledge Base

Memory serverOfficial Dnotitia project

Created by Dnotitia

Published in dnotitia/akb. Publisher page

167 GitHub starsUpdated 2026-11-11

What it is

AKB — Agent Knowledgebase. Organizational memory for AI agents: vault-scoped docs / tables / files unified by URI graph, served over MCP.

— the description by Dnotitia

Summary from the brain’s metadata

AKB — Agent Knowledgebase. Organizational memory for AI agents: vault-scoped docs / tables / files unified by URI graph, served over MCP.

How it works

Memory model: Hybrid

AutoGineer overview, from the brain’s own files

Memory model: Hybrid. Folders: .claude (agent config, 4 files); .codex (agent config, 4 files); .github (agent config, 4 files); agents (agent instructions, 2 files); docs (docs, 188 files); packages (source code, 74 files); scripts (scripts, 24 files); templates (templates, 20 files). The agent reads AGENTS.md, frontend/DESIGN_SYSTEM.md.

Folders
Folder	Role	Files
.claude	agent-config	4
.codex	agent-config	4
.github	agent-config	4
agents	agent-instructions	2
docs	docs	188
packages	source-code	74
scripts	scripts	24
templates	templates	20
.agents	folder	2
.claude-plugin	folder	1
backend	folder	1080
config	folder	2
deploy	folder	65
eval	folder	89
frontend	folder	703
okf	folder	6
plugins	folder	44

The agent reads

AGENTS.md evidence: AGENTS.md
frontend/DESIGN_SYSTEM.md evidence: AGENTS.md

Requirements

Apps: Docker

Databases: PostgreSQL, Qdrant, Redis

Works with: Claude Code, Claude apps, OpenAI Codex, GitHub Copilot, Cursor, Gemini CLI, Google Antigravity, Kiro, OpenCode, Amp, Roo Code, Cline, JetBrains Junie, Devin (ex-Windsurf)

Set it up

This brain runs code automatically: 4 hooks (claude-code). Review plugins/claude/akb-claude-code/hooks/hooks.json before opening the folder in Claude Code. No step below turns a hook on for you.
- plugins/claude/akb-claude-code/hooks/hooks.json: "${CLAUDE_PLUGIN_ROOT}/hooks/session-start.sh"
- plugins/claude/akb-claude-code/hooks/hooks.json: "${CLAUDE_PLUGIN_ROOT}/hooks/user-prompt-submit.sh"
- plugins/claude/akb-claude-code/hooks/hooks.json: "${CLAUDE_PLUGIN_ROOT}/hooks/pre-compact.sh"
- plugins/claude/akb-claude-code/hooks/hooks.json: "${CLAUDE_PLUGIN_ROOT}/hooks/session-end.sh"
Not scanned by AutoGineerThe author’s README also describes installing it with Docker Compose. Read its install section: AutoGineer did not scan that path. https://github.com/dnotitia/akb/blob/230e3eed24eda4c85132f5badf067109a8021da3/README.md#quick-start
Not scanned by AutoGineerAutoGineer could not scan everything it runs. https://www.npmjs.com/package/akb-mcp
Created by Dnotitia. Published in dnotitia/akb. Licence: Business Source License 1.1.

Usage

AutoGineer’s guidance for this type of brain

Add the server to your AI tool’s MCP configuration (see Set it up); your agent then stores and recalls memories through its tools.

Documentation by Dnotitia

The licence does not allow AutoGineer to copy these files. Read the documentation at the source

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backend/app/services/native_asset_ref_backfill.py (not served here)
backend/app/services/native_derived_worker.py (not served here)
backend/app/services/native_document_assets.py (not served here)
backend/app/services/native_document_service.py (not served here)
backend/app/services/native_file_projection.py (not served here)
backend/app/services/native_payload_verification.py (not served here)
backend/app/services/native_publication_binding.py (not served here)
backend/app/services/native_revision_authority.py (not served here)
backend/app/services/native_revision_backend.py (not served here)
backend/app/services/native_revision_backfill.py (not served here)
backend/app/services/native_revision_cutover.py (not served here)
backend/app/services/native_revision_reconcile.py (not served here)
backend/app/services/native_revision_service.py (not served here)
backend/app/services/native_revision_shadow.py (not served here)
backend/app/services/native_revision_shadow_reader.py (not served here)
backend/app/services/notification_producer.py (not served here)
backend/app/services/notification_service.py (not served here)
backend/app/services/notification_worker.py (not served here)
backend/app/services/okf.py (not served here)
backend/app/services/password_service.py (not served here)
backend/app/services/platform_service_bootstrap.py (not served here)
backend/app/services/platform_service_bootstrap_probe.py (not served here)
backend/app/services/publication_directory.py (not served here)
backend/app/services/publication_rate_limit.py (not served here)
backend/app/services/publication_service.py (not served here)
backend/app/services/queue_rescuer.py (not served here)
backend/app/services/raw_mime_policy.py (not served here)
backend/app/services/recent_cursor.py (not served here)
backend/app/services/recovery_admin_service.py (not served here)
backend/app/services/rerank_service.py (not served here)
backend/app/services/resource_hash.py (not served here)
backend/app/services/resource_integrity.py (not served here)
backend/app/services/revision_backend.py (not served here)
backend/app/services/revision_install_config.py (not served here)
backend/app/services/role_authority.py (not served here)
backend/app/services/role_sync.py (not served here)
backend/app/services/row_query_ast.py (not served here)
backend/app/services/row_query_base.py (not served here)
backend/app/services/row_query_shape.py (not served here)
backend/app/services/row_query_string.py (not served here)
backend/app/services/s3_delete_worker.py (not served here)
backend/app/services/search_capabilities.py (not served here)
backend/app/services/search_degradation_stats.py (not served here)
backend/app/services/search_filters.py (not served here)
backend/app/services/search_service.py (not served here)
backend/app/services/search_update_status.py (not served here)
backend/app/services/service_authority_service.py (not served here)
backend/app/services/skill_policy.py (not served here)
backend/app/services/skill_reservation_backfill.py (not served here)
backend/app/services/sparse_encoder.py (not served here)
backend/app/services/sparse_shapes.py (not served here)
backend/app/services/sso_account_sync.py (not served here)
backend/app/services/sso_browser_session_crypto.py (not served here)
backend/app/services/sso_browser_session_service.py (not served here)
backend/app/services/sso_callback_urls.py (not served here)
backend/app/services/sso_session_epoch.py (not served here)
backend/app/services/standalone_sso_bootstrap.py (not served here)
backend/app/services/standalone_sso_keycloak.py (not served here)
backend/app/services/standalone_sso_receipt.py (not served here)
backend/app/services/table_migration_service.py (not served here)
backend/app/services/table_row_query.py (not served here)
backend/app/services/table_row_write.py (not served here)
backend/app/services/table_schema_service.py (not served here)
backend/app/services/table_service.py (not served here)
backend/app/services/template_registry.py (not served here)
backend/app/services/token_issuer_policy.py (not served here)
backend/app/services/tool_usage.py (not served here)
backend/app/services/uri_service.py (not served here)
backend/app/services/user_avatar_service.py (not served here)
backend/app/services/user_directory.py (not served here)
backend/app/services/user_identity.py (not served here)
backend/app/services/user_sql_executor.py (not served here)
backend/app/services/vault_backfill.py (not served here)
backend/app/services/vault_creation_capabilities.py (not served here)
backend/app/services/vault_skill_service.py (not served here)
backend/app/services/vector_store/__init__.py (not served here)
backend/app/services/vector_store/_grpc/README.md (not served here)
backend/app/services/vector_store/_grpc/proto/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/catalog/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/catalog/v1/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/catalog/v1/catalog.proto (not served here)
backend/app/services/vector_store/_grpc/proto/coral/catalog/v1/catalog_pb2.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/catalog/v1/catalog_pb2_grpc.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/common/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/common/v1/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/common/v1/common.proto (not served here)
backend/app/services/vector_store/_grpc/proto/coral/common/v1/common_pb2.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/common/v1/common_pb2_grpc.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/export/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/export/v1/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/export/v1/export.proto (not served here)
backend/app/services/vector_store/_grpc/proto/coral/health/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/health/v1/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/health/v1/health.proto (not served here)
backend/app/services/vector_store/_grpc/proto/coral/health/v1/health_pb2.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/health/v1/health_pb2_grpc.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/ingest/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/ingest/v1/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/ingest/v1/ingest.proto (not served here)
backend/app/services/vector_store/_grpc/proto/coral/ingest/v1/ingest_pb2.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/ingest/v1/ingest_pb2_grpc.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/log/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/log/v1/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/log/v1/log.proto (not served here)
backend/app/services/vector_store/_grpc/proto/coral/node/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/node/v1/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/node/v1/node.proto (not served here)
backend/app/services/vector_store/_grpc/proto/coral/query/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/query/v1/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/query/v1/query.proto (not served here)
backend/app/services/vector_store/_grpc/proto/coral/query/v1/query_pb2.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/query/v1/query_pb2_grpc.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/segment/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/segment/v1/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/segment/v1/segment.proto (not served here)
backend/app/services/vector_store/_grpc/proto/coral/segment/v1/segment_pb2.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/segment/v1/segment_pb2_grpc.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/sql/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/sql/v1/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/sql/v1/sql.proto (not served here)
backend/app/services/vector_store/_grpc/proto/coral/storage/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/storage/v1/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/storage/v1/storage.proto (not served here)
backend/app/services/vector_store/_grpc/proto/coral/storage/v1/storage_pb2.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/storage/v1/storage_pb2_grpc.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/table/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/table/v1/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/table/v1/table.proto (not served here)
backend/app/services/vector_store/_grpc/proto/coral/table/v1/table_pb2.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/table/v1/table_pb2_grpc.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/utility/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/utility/v1/__init__.py (not served here)
backend/app/services/vector_store/_grpc/proto/coral/utility/v1/utility.proto (not served here)
backend/app/services/vector_store/_seahorse_common.py (not served here)
backend/app/services/vector_store/base.py (not served here)
backend/app/services/vector_store/factory.py (not served here)
backend/app/services/vector_store/pgvector.py (not served here)
backend/app/services/vector_store/posting_search.py (not served here)
backend/app/services/vector_store/qdrant.py (not served here)
backend/app/services/vector_store/seahorse_cloud.py (not served here)
backend/app/services/vector_store/seahorse_db.py (not served here)
backend/app/services/vector_store/seahorse_db_grpc.py (not served here)
backend/app/services/vector_store/sparse_shape_state.py (not served here)
backend/app/services/workload_identity.py (not served here)
backend/app/services/workspace_summary.py (not served here)
backend/app/services/write_lane.py (not served here)
backend/app/sso/__init__.py (not served here)
backend/app/sso/adopt_prepared_target.py (not served here)
backend/app/sso/brokered_account_guard.py (not served here)
backend/app/sso/callback_evidence.py (not served here)
backend/app/sso/cleanup_prepared_target.py (not served here)
backend/app/sso/identity_migration.py (not served here)
backend/app/sso/identity_operations.py (not served here)
backend/app/sso/keycloak_admin.py (not served here)
backend/app/sso/local_realm.py (not served here)
backend/app/sso/management_targets.py (not served here)
backend/app/sso/models.py (not served here)
backend/app/sso/operation_attempts.py (not served here)
backend/app/sso/operation_request_scope.py (not served here)
backend/app/sso/operation_requests.py (not served here)
backend/app/sso/prepare_target_host.py (not served here)
backend/app/sso/providers/__init__.py (not served here)
backend/app/sso/providers/generic_oidc.py (not served here)
backend/app/sso/providers/keycloak_oidc.py (not served here)
backend/app/sso/realm_residue.py (not served here)
backend/app/sso/registry.py (not served here)
backend/app/sso/runtime_identity.py (not served here)
backend/app/sso/sealing.py (not served here)
backend/app/stats/__init__.py (not served here)
backend/app/stats/golden_v1.json (not served here)
backend/app/stats/golden_v1_unmeasured.json (not served here)
backend/app/stats/listener.py (not served here)
backend/app/stats/sampler.py (not served here)
backend/app/stats/schema_v1.json (not served here)
backend/app/util/__init__.py (not served here)
backend/app/util/errors.py (not served here)
backend/app/util/git_refs.py (not served here)
backend/app/util/text.py (not served here)
backend/app/utils.py (not served here)
backend/app/worker_health.py (not served here)
backend/app/worker_main.py (not served here)
backend/mcp_server/__init__.py (not served here)
backend/mcp_server/help.py (not served here)
backend/mcp_server/http_app.py (not served here)
backend/mcp_server/instructions.py (not served here)
backend/mcp_server/response_projection.py (not served here)
backend/mcp_server/server.py (not served here)
backend/mcp_server/tools.py (not served here)
backend/mcp_server/vault_contract.py (not served here)
backend/pyproject.toml (not served here)
backend/scripts/audit_edge_vault_boundary.py (not served here)
backend/scripts/backfill_bm25_vector.py (not served here)
backend/scripts/backfill_skill_reservation.py (not served here)
backend/scripts/backfill_vault_id.py (not served here)
backend/scripts/benchmark_search_posting.py (not served here)

Advantages

Local-first: the memory stays in files or a database on your own machine (a rule-derived fact from the brain’s files, evidence: README.md)
Works with 14 MCP clients (a rule-derived fact from the brain’s files, evidence: README.md)
No API key is named in its files (a rule-derived fact from the brain’s files, evidence: README.md)

Limitations

Needs a database (PostgreSQL, Qdrant, Redis) (a rule-derived fact from the brain’s files, evidence: README.md)
Runs code automatically: review what it runs before you open it (a rule-derived fact from the brain’s files)
Link-only: AutoGineer links to the files instead of serving them (a rule-derived fact from the brain’s files)

Security

Risk level: Medium risk

This brain runs

Agent instructions that run or fetch something (30)

.claude/agents/worker.md: Run the check that exercises the change, and return the change, the check's result and any uncertainty.
AGENTS.md: `.codex/` and `.claude/agents/` are rendered from that file by `python scripts/agent-roles.py`;
AGENTS.md: **Verify before saying something passes.** `bash scripts/check.sh` is the static gate CI runs;
AGENTS.md: Also run the checks that exercise what you changed: the frontend gate below for UI work, the suites in `scripts/ci/README.md` for backend behavior.
AGENTS.md: Report what ran and its result, and say so when a check was not run.
AGENTS.md: **Build guard**: `frontend/scripts/design-check.mjs` (`npm run design:check`, also in `build`) fails on raw 6-digit hex in components + the legacy `bg-foreground text-background` slab.
AGENTS.md: **Frontend check gate** (run before committing frontend changes): `cd frontend && npm run design:check && npm run typecheck && npm run lint && npm run test`.
AGENTS.md: Run E2E against the deployed URL: `AKB_URL=https://<your-host> bash backend/tests/test_mcp_e2e.sh`.
AGENTS.md: npm package: `akb-mcp` on npmjs.org.
AGENTS.md: **Backend**: bump `backend/pyproject.toml`, add CHANGELOG entry, PR + merge → `git tag -a backend-vX.Y.Z <merge-commit> -m "..."` → push → `gh release create backend-vX.Y.Z [--latest] --notes "..."` → build the release image from the bumped version.
AGENTS.md: **Proxy**: bump `packages/akb-mcp-client/package.json`, add CHANGELOG entry, PR + merge → for an authorized release, run `cd packages/akb-mcp-client && npm publish --access public` using the verified publishing account → `git tag -a akb-mcp-vX.Y.Z <bump-commit> -m "..."` → push → `gh re …[+54 chars]
AGENTS.md: **Persistent linked worktree** per vault at `/data/vaults/_worktrees/{vault_name}` (created once via `git worktree add`).
plugins/claude/akb-sessions/skills/session-ingest/SKILL.md: # --skip-git-repo-check: the receiver may run in a non-git pwd (delegate
plugins/claude/akb-sessions/skills/session-ingest/SKILL.md: If commits were found, run:
plugins/claude/akb-sessions/skills/session-ingest/SKILL.md: git log --oneline {earliest_commit_hash}^..{latest_commit_hash}
plugins/claude/akb-sessions/skills/session-ingest/SKILL.md: git diff --stat {earliest_commit_hash}^..{latest_commit_hash}
plugins/claude/akb-sessions/skills/session-ingest/SKILL.md: git remote get-url origin
plugins/claude/akb-wiki/skills/akb-ingest/SKILL.md: | Target shape | `<chosen-agent>` | Forwarded flags | |---|---|---| | Local path that exists, or a glob pattern (`*`, `?`, `[`) | `ingest-doc` | `--lang`, `--raw`/`--no-raw` | | `https?://…/…/pull/<n>` on `github.com` | `ingest-pr` | `--repo` | | `https?://…/…/releases/tag/<tag>` on `g …[+742 chars]
plugins/claude/akb-wiki/skills/akb-ingest/SKILL.md: For a GitHub URL the local clone still comes from `--repo` (or cwd), **not** the URL — only the number / tag / SHA is taken from the URL. · uses the network
plugins/claude/akb-wiki/skills/akb-query/SKILL.md: Run only the strategies Phase 1 chose.
plugins/claude/akb-wiki/skills/akb-query/SKILL.md: **Exception:** when the relational strategy is selected but no anchor URI is known yet, that strategy is *not* independent — run the hybrid search first to find the anchor, then issue `akb_relations` / `akb_graph` in a follow-up block.
plugins/codex/akb-sessions/skills/session-ingest/SKILL.md: # --skip-git-repo-check: the receiver may run in a non-git pwd (delegate
plugins/codex/akb-sessions/skills/session-ingest/SKILL.md: If commits were found, run:
plugins/codex/akb-sessions/skills/session-ingest/SKILL.md: git log --oneline {earliest_commit_hash}^..{latest_commit_hash}
plugins/codex/akb-sessions/skills/session-ingest/SKILL.md: git diff --stat {earliest_commit_hash}^..{latest_commit_hash}
plugins/codex/akb-sessions/skills/session-ingest/SKILL.md: git remote get-url origin
plugins/codex/akb-wiki/skills/akb-ingest/SKILL.md: | Target shape | `<chosen-agent>` | Forwarded flags | |---|---|---| | Local path that exists, or a glob pattern (`*`, `?`, `[`) | `ingest-doc` | `--lang`, `--raw`/`--no-raw` | | `https?://…/…/pull/<n>` on `github.com` | `ingest-pr` | `--repo` | | `https?://…/…/releases/tag/<tag>` on `g …[+742 chars]
plugins/codex/akb-wiki/skills/akb-ingest/SKILL.md: For a GitHub URL the local clone still comes from `--repo` (or cwd), **not** the URL — only the number / tag / SHA is taken from the URL. · uses the network
plugins/codex/akb-wiki/skills/akb-query/SKILL.md: Run only the strategies Phase 1 chose.
plugins/codex/akb-wiki/skills/akb-query/SKILL.md: **Exception:** when the relational strategy is selected but no anchor URI is known yet, that strategy is *not* independent — run the hybrid search first to find the anchor, then issue `akb_relations` / `akb_graph` in a follow-up block.

Hooks (4)

plugins/claude/akb-claude-code/hooks/hooks.json (SessionStart): "${CLAUDE_PLUGIN_ROOT}/hooks/session-start.sh"
plugins/claude/akb-claude-code/hooks/hooks.json (UserPromptSubmit): "${CLAUDE_PLUGIN_ROOT}/hooks/user-prompt-submit.sh"
plugins/claude/akb-claude-code/hooks/hooks.json (PreCompact): "${CLAUDE_PLUGIN_ROOT}/hooks/pre-compact.sh"
plugins/claude/akb-claude-code/hooks/hooks.json (SessionEnd): "${CLAUDE_PLUGIN_ROOT}/hooks/session-end.sh"

MCP servers (2)

plugins/claude/akb-wiki/.mcp.json (akb): npx akb-mcp --insecure
plugins/codex/akb-wiki/.mcp.json (akb): npx akb-mcp --insecure

Medium risk: runs-mcp-server-unpinned-runner (plugins/claude/akb-wiki/.mcp.json)
Medium risk: runs-instruction-instruction-network (plugins/claude/akb-wiki/skills/akb-ingest/SKILL.md:71)
Medium risk: runs-mcp-server-unpinned-runner (plugins/codex/akb-wiki/.mcp.json)
Medium risk: runs-instruction-instruction-network (plugins/codex/akb-wiki/skills/akb-ingest/SKILL.md:69)
Low risk: scripts-present (backend/tests/test_mcp_e2e.sh)
Low risk: scripts-present (plugins/claude/akb-claude-code/hooks/pre-compact.sh)
Low risk: scripts-present (plugins/claude/akb-claude-code/hooks/session-end.sh)
Low risk: scripts-present (plugins/claude/akb-claude-code/hooks/session-start.sh)
Low risk: scripts-present (plugins/claude/akb-claude-code/hooks/user-prompt-submit.sh)
Low risk: scripts-present (scripts/agent-roles.py)
Low risk: scripts-present (scripts/check.sh)
Low risk: scripts-present (scripts/ci/e2e_suite_runner.py)

Attribution and licence

Created by: Dnotitia
Publisher: Dnotitia (Official Dnotitia project)
Source: dnotitia/akb · commit 230e3ee
Licence: Business Source License 1.1 (The licence does not allow AutoGineer to copy these files.)
Synced: 2026-11-12

AutoGineer is not affiliated with or endorsed by Dnotitia.

Install from source

The licence does not allow AutoGineer to copy these files. dnotitia/akb at 230e3ee