OpenChronicle
MCP serverDatabases & dataMemory database for LLM agents — persistent semantic + keyword memory, project namespacing, served o
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From the project's README
As published by carldog/openchronicle-mcp in README.md.
· claude-fable-5 · 2026-08-30 · details
A memory database for LLM agents. Persistent semantic + keyword memory, project namespacing, git-onboard, served over HTTP REST and MCP from a single ASGI process. Runs on your hardware.
What it does
- Persistent memory across sessions. Save decisions, milestones, and rejected approaches that survive context compression and new conversations. Retrieve them with hybrid full-text and semantic search via Reciprocal Rank Fusion.
- Project namespacing. Memory is scoped to projects, so context for one workstream doesn't leak into another.
- Git onboarding. Clone a repo, cluster commits by relatedness, return summaries ready for memory ingestion. Seeds long-term memory with the WHY behind existing code.
- One process, two transports. FastAPI hosts both the REST surface
(
/api/v1/*) and the MCP streamable-HTTP transport (/mcp) on the same port. Single container, single port mapping, single healthcheck. - Embedding-failure degradation. When the embedding provider goes
down, search degrades cleanly to FTS5-only and surfaces the
degraded state via
/api/v1/healthand the MCPhealthtool. Backfill catches up when the provider returns; the static/healthendpoint remains a minimal liveness probe. - Optional operational metrics (unreleased). Development and benchmark
builds include the bounded Prometheus recorder and guarded
/metricsendpoint; the released v3.3.0 image does not. Release and enabled collection remain subject to the performance gates. Eligible builds opt in withOC_METRICS_ENABLED=true; the default stays off. See the metrics configuration and the optional local monitoring runbook. - Schema migration framework. Versioned
.sqlmigrations with savepoint atomicity. Re-runs are idempotent. Future schema changes drop in asNNN_<slug>.sqlfiles. - Atomic online backups. Uses SQLite's online backup API. Backup-before-destructive policy: vacuum runs a backup first as part of the same job. Integrity-check failures trigger emergency backups.
What it isn't
- Not a conversation engine. v3 has no LLM. Use Claude Code, Goose, Open WebUI, etc. via the MCP server.
- Not multi-tenant. Single user. Bearer-token auth via
OC_API_KEYis supported but optional — disabled by default for trusted-LAN deployments. Seedocs/configuration/security_posture.mdfor the when-to-enable guidance. - Not a cloud sync layer. The DB lives on your hardware. Backups go
to a directory next to it. Cross-device sync isn't built in; a
backup-only Dropbox design is documented but not implemented in
docs/design/0001-cloud-backup.md.
By design.
Install
From source:
pip install -e ".[mcp,openai]"
oc init
oc serve
The default oc serve binds 127.0.0.1:8000. Override with
--host/--port or OC_API_HOST/OC_API_PORT.
Docker (single container, NAS-friendly):
docker run --rm \
-p 8000:8000 \
-e OC_API_HOST=0.0.0.0 \
-v $(pwd)/data:/app/data \
-v $(pwd)/config:/app/config \
ghcr.io/carldog/openchronicle-mcp:latest
OC_API_HOST=0.0.0.0 is required in a container — the app default
binds container-loopback, which the port mapping can't reach. To call
the server by anything other than localhost (a NAS hostname, a LAN
IP), also set OC_MCP_ALLOWED_HOSTS=your-host:* or every request gets
a 421 (see
env_vars.md).
For a Portainer stack on a NAS, use the docker-compose.nas.yml at
the repo root.
Quickstart
# Bootstrap the runtime tree
oc init
# Create a project
PROJECT_ID=$(oc init-project "my-project")
# Save your first memory
oc memory add "Decision: SQLite for storage; AGPL for license" \
--project-id $PROJECT_ID --tags decision
# Search it
oc memory search "storage decision" --project-id $PROJECT_ID
Or do the same via MCP — register the server with Claude Code:
claude mcp add --scope user --transport http openchronicle \
http://127.0.0.1:8000/mcp
Then ask Claude to call memory_save and memory_search.
Architecture
Hexagonal: domain/ (pure types + ports) → application/ (use cases,
services) → infrastructure/ (SQLite, embedding adapters, the
maintenance loop). Driver-side adapters in interfaces/ host the
HTTP, MCP, and CLI surfaces.
See docs/architecture/ARCHITECTURE.md for the full layout.
Documentation
docs/architecture/ARCHITECTURE.md— layout, schema, ASGI designdocs/architecture/MAINTENANCE.md— maintenance loop + degradation policydocs/cli/commands.md—ocsubcommand referencedocs/configuration/env_vars.md— environment variablesdocs/configuration/config_files.md—core.jsonschemadocs/configuration/security_posture.md— security modeldocs/integrations/mcp_client_setup.md— register the MCP serverdocs/integrations/mcp_server_spec.md— MCP tool surfacedocs/api/STABILITY.md— versioning + deprecation policydocs/design/README.md— proposed designs and comparative repository reviews
Development
pip install -e ".[dev,mcp,openai,ollama]"
pre-commit install
pytest
The architecture is enforced by tests:
tests/test_hexagonal_boundaries.py— domain/application/infrastructure layeringtests/test_architectural_posture.py— core agnostic of MCP SDKtests/test_no_secrets_committed.py,tests/test_no_soft_deprecation.py— repo hygiene
License
Copyright (C) 2025-2026 CarlDog
AGPL-3.0. This program is free software: you can redistribute it and/or modify it under the terms of the GNU Affero General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version. It is distributed WITHOUT ANY WARRANTY; see the license for details.
The copyright line lives here rather than inside LICENSE: that file is
the AGPL text verbatim, and the <year> <name of author> placeholders in
its closing appendix are the license's own instructions for what to put
in your source files — not blanks to fill in. Editing them would modify
the license text itself.
Signals
- GitHub stars
- 16
- Forks
- 1
- Last commit
- Sep 2026
ahel review
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published under csoai's namespace; repository belongs to carldog
Automated review, not a security audit. Ruleset v1.
Advanced
- Delivery
- openchronicle-mcp MCP server → your ahel gateway (mcp.ahel.ai) → every connected AI client.
- Catalog kind
- mcp-server
- Gateway key
io-github-csoai-org-openchronicle-mcp- Source
- github.com/carldog/openchronicle-mcp