data-olympus
Memory serverOfficial Knaisoma project
Created by Knaisoma
Published in knaisoma/data-olympus. Publisher page
30 GitHub stars
What it is
Governance-grade, OKF-compatible knowledge-base format with a single-writer MCP server and CLI. Pre-release.
Summary from the brain’s metadata
Governance-grade, OKF-compatible knowledge-base format with a single-writer MCP server and CLI. Pre-release. New here? Start with WHY.md. It is the story behind the project: the problem we kept hitting with coding agents, what data-olympus does differently, how it relates to Google's Open Knowledge Format, and where our benchmarks say it is strong and where it is not. The rest of this README is the technical reference.
How it works
Memory model: Markdown vault
AutoGineer overview, from the brain’s own files
Memory model: Markdown vault. Folders: .github (agent config, 20 files); bin (scripts, 7 files); docs (docs, 47 files); scripts (scripts, 29 files); src (source code, 81 files); tests (tests, 286 files). The agent reads .rules/versioning.md, example-bundle.
| Folder | Role | Files |
|---|---|---|
| .github | agent-config | 20 |
| bin | scripts | 7 |
| docs | docs | 47 |
| scripts | scripts | 29 |
| src | source-code | 81 |
| tests | tests | 286 |
| .rules | folder | 5 |
| benchmarks | folder | 328 |
| deploy | folder | 19 |
| example-bundle | folder | 27 |
| release | folder | 2 |
The agent reads
- .rules/versioning.md evidence: AGENTS.md
- example-bundle evidence: README.md
Requirements
Runtimes: Python >=3.13
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
- Not scanned by AutoGineerIts dependencies are installed by pip or uv when you run it and were not scanned by AutoGineer (5 declared). https://pypi.org/project/data-olympus/
- Not scanned by AutoGineerAutoGineer could not scan everything it runs. https://pypi.org/project/data-olympus/
Created by Knaisoma. Published in knaisoma/data-olympus. Licence: Apache License 2.0.
Usage
From the brain’s own files
- Requires Python 3.13+ and uv.
- Run the stable CLI directly from PyPI:
- Install it persistently when you are ready to create a bundle and run the server:
- An announced candidate remains opt in through its exact PyPI version.
- Replace X.Y.ZrcN with the candidate named on the releases page, if any:
- See release channels for what each channel means, how to verify a candidate before adopting it, and how to roll back.
- See docs/quickstart.md for bundle initialization, server startup, readiness, agent registration, and the contributor source installation.
- See docs/adoption.md for the full bundle authoring guide.
Documentation by Knaisoma
data-olympus
Image: knaisoma/data-olympus MCP server Image: MCP Marketplace
<!-- mcp-name: io.github.knaisoma/data-olympus -->
New here? Start with WHY.md. It is the story behind the project: the problem we kept hitting with coding agents, what data-olympus does differently, how it relates to Google's Open Knowledge Format, and where our benchmarks say it is strong and where it is not. The rest of this README is the technical reference.
data-olympus is a governance-grade knowledge-base format and server for agent workforces. It is readable by Open Knowledge Format (OKF) v0.2 consumers: it inherits OKF's directory structure, frontmatter conventions, reserved filenames, and link model, then layers governance extensions on top (stable id, controlled type/status/tier fields, supersedes chains) plus a single-writer MCP server and a CLI. CI proves two concrete directions against official Google OKF v0.2 commit ad30107c31c06aec8a7d5636e0d1058118604e6f: its reference visualization consumer reads every concept in example-bundle, and data-olympus imports, lints, indexes, searches, and retrieves the pinned official Bitcoin sample. This is fixture-scoped interoperability evidence, not a blanket guarantee for every OKF bundle or future upstream revision. The result is a git-native, version-controlled document graph of engineering standards, architectural decisions, and project knowledge that agents and humans can read, search, and extend without any proprietary service.
It governs decisions, not code. When an agent is about to make a choice (a library, a pattern, a migration), data-olympus surfaces the established standard or decision that should govern that choice. It is deliberately not a code-search, reference-finding, or "where is X used" tool: LSP, grep, and Sourcegraph already do that well. The retrieval task it targets is coding-intent to governing-rule, and it helps where current model interaction during vibe-coding is weakest: keeping the model aligned to patterns the team has already established as correct.
Status: pre-1.0 beta. Stable releases are distributed through PyPI and GHCR.
Why
Portable, no lock-in. The entire KB is a directory of markdown files in git. No database, no proprietary schema, no vendor.
Git-native diffs and review. Every change is a commit. Proposed edits go through a pending queue before commit; history is plain git log.
Agent and human readable. Plain markdown with YAML frontmatter. No SDK required to read or author a document.
Governed multi-agent writes. The single-writer MCP pipeline (advisory locks, per-session worktrees, durable push queue) prevents concurrent write races without requiring distributed locking infrastructure.
Queryable by status, tier, and type. Filter by
status: accepted,tier: T1, ortype: decisionwithout post-processing. Thesupersedeschain makes it possible to trace decision history across the graph.Tested with official OKF tooling. CI pins an exact Google OKF revision and proves both consumption directions over committed fixtures. The pin, fixture checksum, and Apache 2.0 license provenance live in
tests/okf/reference.json.
Quickstart
Requires Python 3.13+ and uv. Run the stable CLI
directly from PyPI:
uvx --from data-olympus data-olympus --helpInstall it persistently when you are ready to create a bundle and run the server:
uv tool install data-olympus
data-olympus init my-kb
data-olympus-mcp --helpAn announced candidate remains opt in through its exact PyPI version. Replace
X.Y.ZrcN with the candidate named on the
releases page, if any:
uvx --from 'data-olympus==X.Y.ZrcN' data-olympus --helpSee release channels for what each channel means, how to verify a candidate before adopting it, and how to roll back.
See docs/quickstart.md for bundle initialization, server startup, readiness,
agent registration, and the contributor source installation.
See docs/adoption.md for the full bundle authoring guide.
Documentation
SPEC.md: format specification (bundle layout, frontmatter schema, serving contracts).docs/quickstart.md: verified local-run procedure.docs/adoption.md: bring-your-own-KB guide (author, lint, index, serve, wire an agent).docs/serving.md: single-replica serving model, read-only replicas, git pull loop, health/readiness/liveness split, proxy headers, audit-log rotation.docs/operations.md: production runbook: backup, upgrade, recovery playbooks (degraded/fetch-failed, history rewrite, frozen/demoted push entries, orphaned locks), the health/alerting model, and release channels (stable and candidate, verification, rollback).docs/comparison.md: how data-olympus relates to OKF, enterprise catalogs, markdown KB tools, agent-context conventions, RAG, and ADR tooling.docs/okf-profile.md: field-by-field OKF profile: which governance extensions are stable, which are runtime-only serving fields, and which are experimental candidates.docs/glama.md: Glama registry claim, release, and score-maintenance notes.docs/mcp-registry.md: official MCP Registry notes, whatserver.jsondeclares, and the checklist for publishing.docs/enforcement.md: turning the KB into a mandatory consultation gate (hooks,kb enforce).benchmarks/README.md: retrieval benchmark methodology and how to reproduce the numbers indocs/comparison.md.SECURITY.md: supported versions and how to report a vulnerability.
License
SECURITY.md
Security Policy
Supported versions
data-olympus is pre-release software. Only the latest commit on main receives security fixes. There is no LTS branch and no backport policy yet.
| Version | Supported |
|---|---|
0.x (latest main) | Yes |
| Earlier 0.x commits | No |
Reporting a vulnerability
Do not open a public GitHub issue to report a security vulnerability. Public disclosure before a fix is available puts all users at risk.
Report vulnerabilities privately using GitHub's built-in Security Advisories:
Go to
https://github.com/knaisoma/data-olympus/security/advisories/newFill in the advisory form with a description, reproduction steps, and (if known) a suggested fix.
Submit. Maintainers will acknowledge within 5 business days and coordinate a fix and disclosure timeline with you.
For general questions about hardening or threat modelling, open a public Discussion instead.
Responsible disclosure expectations
We follow coordinated disclosure. Please give maintainers reasonable time (typically 90 days) to investigate and release a fix before public disclosure. We will credit reporters by name (or handle) in the advisory unless you prefer to remain anonymous.
Security-relevant surfaces
Write pipeline
The single-writer write pipeline (propose, pending, resolve) is the primary attack surface for a hosted deployment. Key controls:
Path blocklist. The
KB_WRITE_BLOCK_TIERSandKB_WRITE_BLOCK_PATHSenvironment variables restrict which paths agent-proposed writes may target. Operators should configure these to the minimum surface that agents legitimately need.Structural write rules. Only
.mdfiles under indexed prefixes are accepted. Path traversal sequences (..) and writes under.git/,tools/, or.worktrees/are rejected by the server.Path containment. Every write path resolves its target through a shared
safe_join_under_root()guard and rejects any proposal whose resolved location escapes the per-session worktree (symlink, traversal, or absolute path), before any filesystem side effect. This covers memory propose, edit, resolve, and onboarding bootstrap.Payload size caps.
KB_MAX_TEXT_BYTES(memory text, default 256 KiB),KB_MAX_POSTIMAGE_BYTES(edit/bootstrap file, default 1 MiB), andKB_MAX_BODY_BYTES(REST request body, default 2 MiB) reject oversized proposals before any disk write. The body cap is enforced by reading the request stream incrementally and returning413once the byte count is exceeded, so it bounds chunked orContent-Length-omitting clients, not just honest ones. Set to0to disable a given cap.Aggregate caps. Onboarding bootstrap rejects requests over
KB_MAX_BOOTSTRAP_FILES(default 50). The pending queue is bounded byKB_PENDING_QUEUE_CAP(default 100); enqueue past the cap is rejected rather than growing unbounded on disk.Confidence clamp. Client-supplied
confidenceis advisory. Only a caller whose principal holds theauto_commitcapability may auto-commit; everyone else has their proposals parked as pending regardless of the asserted confidence (see authentication below).Rate limiting. A per-(remote_addr, agent_identity) sliding window (
KB_RATE_LIMIT_PER_HOUR) plus an optional per-IP cap (KB_RATE_LIMIT_PER_IP_PER_HOUR, default disabled) bound write volume. Behind a proxy, setKB_TRUSTED_PROXIESsoremote_addris the real client IP (off by default; see the network-security section).Single writer. The server runs a single writer with advisory locking and a durable push queue. Concurrent write races from multiple agent sessions are serialised rather than silently merged.
Secret-scanning gate (issue #71). Every commit path (
kb_propose_memory/kb_propose_editauto-commit,kb_resolve_pendingapprove, including an edited postimage, and onboarding bootstrap) scans the final postimage for credential-shaped content (PEM private-key blocks, GitHub/Slack tokens, AWS access key ids, genericpassword=/secret=assignments including env-style prefixed keys likeDB_PASSWORD=, and connection strings with an inline password) BEFORE the content-validation gate and before anything is written to disk or committed, so a validation-error message can never echo a credential value. A match on an auto-commit or bootstrap path rejects the writerejected_secret_detected. The gate also covers the fields AROUND the postimage: a credential-shapedtarget_path(filename) is rejected on edit/bootstrap/resolve without ever echoing the path back; a flagged editreasonis replaced with a redacted note before it reaches pending meta, push metadata, or audit events; a flagged memory tag is stored redacted in pending meta. A low-confidence proposal containing a secret still enters pending (so the operator keeps the override workflow below), but the scan runs at propose time too: the response never echoes the raw text (only the pattern name), and the pending entry is taggedsecret_scan_flagged/matching_pattern(names only) sokb pendingsurfaces the warning without exposing the value; a memory proposal's filename falls back to a neutral slug instead of embedding flagged text. Only the pattern name and an approximate line number are ever surfaced anywhere, never the matched value. Operators can extend the pattern set withKB_SECRET_SCAN_EXTRA_PATTERNS(a JSON array of regexes, or comma-separated with commas inside{...}and[...]kept in their pattern; it is validated at startup, and an invalid regex, or one with the classic nested-quantifier ReDoS shape, fails startup naming the entry number). Custom patterns execute through theregexengine with a hard 1-second match timeout, so even a catastrophic-backtracking pattern the load-time heuristic misses cannot hang the single-writer write path; a timed-out pattern is logged and skipped for that scan. A human resolving a pending entry may passoverride_secret_scan: true(kb resolve --override-secret-scanon the CLI) to consciously commit content the scanner flagged as a false positive; the override is recorded in the audit event and is not available on any auto-commit or bootstrap path (an agent cannot self-authorize past the gate).
Governed-lane write protection: propose vs promote (issue #112)
Forged authority is the residual hole after the write-pipeline controls above:
under allow-by-default, a high-confidence kb_propose_edit could commit a
postimage claiming status: accepted straight into an indexed prefix, or an
edit to an already-accepted doc could change its governing content while
keeping the accepted status -- and rules propagate to the whole team via
git pull + index refresh, so one poisoned write spreads fast.
The model: agents can propose, only humans can promote. Behind
KB_GOVERNED_LANE_PROTECTION (default ON; off restores the exact
pre-#112 behavior), three mechanisms compose at the tool-function layer
(never inside the shared commit primitives, so the maintenance-ledger
system write path and the operator resolve path are untouched):
Status clamp. A non-operator-confirmed write whose postimage sets or changes
statusINTO the in-force class (active/accepted/approved) is demoted to a pending entry, never committed and never rejected.Governed-target edit demotion. An edit whose target document is CURRENTLY in force (status class AND validity window AND not-inbox AND not-graph-excluded -- the same composed predicate every other in-force surface uses) is always demoted to pending, regardless of confidence. An expired or superseded-out target is not protected (it does not currently govern anything). The in-force lookup FAILS CLOSED: when it cannot be completed (no index, or an index read failure), the edit is demoted with the distinct reason
governed_target_unverifiedinstead of auto-committing -- an unhealthy index cannot be leveraged to bypass this rule. An authoritative in-worktree backstop re-judges the target's CURRENT bytes on the refreshed commit base inside the serialized commit section (after the hard gates), consulting nothing from the index (a stale graph-exclusion edge could otherwise remove protection the base's own bytes assert), so an in-force doc that exists in git but is not yet re-indexed is still demoted -- index lag cannot bypass the rule in either direction.Injection-pattern annotation. Advisory only: a postimage matching an agent-directed injection heuristic (imperative instruction-override phrasing, exfiltration-shaped URLs, base64-looking blobs, "do not tell the operator", ...) is tagged on the pending entry for the reviewer, but never blocks or demotes by itself.
Ordering: the issue #71 secret-scanning gate and the content-validation / duplicate-id gate always run FIRST. A postimage that would be rejected outright by either is rejected, never silently demoted -- a demotion cannot be used to smuggle a secret or a corrupt document past those gates by disguising it as a governance question.
Forging a governing rule now requires getting a human to approve it in
pending review, where provenance (agent identity, session, confidence,
commit trailers, the tamper-evident audit chain) is already in front of
them. The feedback loop makes a demotion hard to miss: every demotion
response carries pending_id + demotion_reason + an instruction to
inform the operator; kb_session_recap / kb session-recap / GET /api/v1/session-recap reports the committed/demoted/rejected tally for a
session; kb_consult's pending_actions envelope surfaces open demotions
for the calling session; and bin/kb-session-recap-hook is a ready-to-wire
SessionEnd/Stop hook. See docs/serving.md for the env var and demotion
semantics and docs/operations.md for the recap tooling and hook wiring.
Explicit non-goals. This is not protection against a malicious human reviewer (the operator-resolve path is, by design, the trusted promotion step) or against a git push to the remote outside this server's MCP/REST surface (branch protection and commit signing on the remote are ops-level controls, out of scope here).
Audit log
Every write and enforcement decision is appended to a JSONL audit log. The log is tamper-evident: each event carries an event_id, the prev_hash of the previous event, and its own hash over the canonical event body (SHA-256, or keyed HMAC-SHA256 when KB_AUDIT_HMAC_KEY is set). Any later edit, deletion, or reordering breaks the chain; recompute it with GET /api/v1/audit/verify or kb audit --verify.
Secrets handling
deploy/k8s/secret.template.yamlis a placeholder template only. It must never contain real keys or credentials and must never be committed with real values substituted in.Secrets (deploy keys, API tokens) are operator-supplied at deploy time via SOPS-encrypted Kubernetes Secrets or equivalent. The codebase itself contains no credentials.
Viewer (bundle visualizer)
The data-olympus visualize command produces an HTML bundle graph. User-authored markdown content that ends up in the rendered output is sanitized with DOMPurify before insertion into the DOM, which mitigates stored-XSS risks from malicious frontmatter or document bodies.
Network exposure
The MCP server is a single-writer internal service designed for operator-controlled deployment (local network or private Kubernetes cluster).
Bearer-token authentication and capabilities (KB_AUTH_TOKEN / KB_AUTH_PRINCIPALS)
Authentication is resolved from the Authorization: Bearer <token> header against a registry of principals, each holding a set of capabilities: read, propose, auto_commit, resolve, bootstrap, record_event.
KB_AUTH_TOKEN=<secret>registers a single full-capability principal namedoperator(back-compatible).KB_AUTH_PRINCIPALS=<json>optionally registers per-agent tokens with explicit capabilities, e.g.:[{"name": "codex", "token": "<secret>", "capabilities": ["read", "propose"]}]A principal with
proposebut notauto_commitmay propose, but its proposals are always parked as pending (the confidence clamp).A set but malformed value (invalid JSON, not a list, an empty list, or any entry that is not an object with a non-empty string
token) fails startup with an error namingKB_AUTH_PRINCIPALS, without repeating the value.Breaking change in v0.3.0: a
KB_AUTH_PRINCIPALSentry that omits thecapabilitiesfield now defaults to least privilege ({read, propose}) instead of all capabilities; grantresolve,auto_commit,bootstrap, orrecord_eventby listing them explicitly. This prevents an agent token from silently gaining self-approval (resolve+auto_commit).
Tokens are compared with hmac.compare_digest (constant time).
Coverage is REST and MCP. Unlike earlier releases where the token guarded REST routes only, an MCP-transport middleware enforces the same capabilities on the MCP write tools (kb_propose_*, kb_resolve_pending, kb_bootstrap_project, kb_record_event). The observability/enforcement tools (kb_list_pending, kb_audit, kb_consult, kb_gate_check, kb_compliance) likewise require an authenticated principal over MCP when auth is configured, matching the REST gating. A token-less MCP client can no longer call write or observability tools when auth is configured.
When auth is configured, the following require a capable principal (else 401 for an anonymous/invalid token, 403 for an authenticated principal missing the capability):
| Route / MCP tool | Capability |
|---|---|
POST /api/v1/propose/memory, /propose/edit · kb_propose_memory, kb_propose_edit | propose (+ auto_commit to skip pending) |
POST /api/v1/resolve/{pending_id} · kb_resolve_pending | resolve |
POST /api/v1/onboarding/bootstrap · kb_bootstrap_project | bootstrap |
POST /api/v1/audit/event · kb_record_event | record_event |
POST /api/v1/consult, /gate/check | any authenticated principal |
GET /api/v1/pending, /audit, /audit/verify | any authenticated principal |
Read routes (/api/v1/search, /get, /list, /outline, /health) remain open regardless of auth.
The bin/kb CLI includes Authorization: Bearer $KB_AUTH_TOKEN on write and observability subcommands when the variable is set.
When neither KB_AUTH_TOKEN nor KB_AUTH_PRINCIPALS is set (the default), every caller is the fully-trusted local principal and all routes are open. This is the trusted-agent assumption: only safe on a trusted private network.
Authentication is not a substitute for network-level access control. Read routes stay open, so for strict confidentiality of the knowledge base you still MUST:
Deploy on a trusted private network, or behind an authenticating reverse proxy (terminate TLS there).
NOT expose the server to untrusted networks.
The default kubectl apply -k deploy/k8s/ does NOT create the Ingress (it would publish the write routes to the LAN with auth unset by default); it is opt-in after KB_AUTH_TOKEN is set. The Docker Compose file binds 127.0.0.1:8080 so the local demo is not LAN-exposed. See deploy/k8s/README.md.
Proxy headers. Behind a reverse proxy, set KB_TRUSTED_PROXIES to the proxy address(es) so the rate limiter sees the real client IP via X-Forwarded-For. It is off by default (X-Forwarded-For ignored), which prevents a direct client from spoofing its address to evade the per-IP cap. See docs/serving.md.
Container hardening
The Kubernetes pod runs fully rootless: the prepare-git initContainer (deploy-key staging + first-boot clone) and the main container both run as uid 65534 with runAsNonRoot: true, all Linux capabilities dropped, allowPrivilegeEscalation: false, and a read-only root filesystem. The old root+gosu entrypoint phase has been removed. The base image is digest-pinned in deploy/docker/Dockerfile. Readiness targets /readyz (index loaded, independent of data staleness); /api/v1/health keeps its 503-on-degraded contract for the CLI --no-stale flag and should be alerted on, not probed. Operational runbook: docs/operations.md.
License
This project is licensed under the Apache License 2.0. Security notices do not change the license terms.
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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)
- Plain markdown memory that you can read and edit yourself (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)
- Open licence (Apache-2.0) (a rule-derived fact from the brain’s files)
Limitations
- No ZIP download: install it from its source (a rule-derived fact from the brain’s files)
Security
Risk level: Low risk
This brain runs
Agent instructions that run or fetch something (5)
AGENTS.md:`uv run pytest` on its own is not equivalent.AGENTS.md:`tests/test_server_cli.py` and `tests/test_smoke.py` spawn a subprocess with `sys.executable` and read installed distribution metadata, so without the editable install they fail with `No module named data_olympus.server` and a stale version assertion.AGENTS.md:Anything that gates on `uv run pytest` without the editable install (a release routine, a scheduled job) will block on a false failure.AGENTS.md:Run the linter before the tests.tests/importer-fixtures/.cursorrules:Run the type checker in CI and treat type errors as build failures rather than warnings.
- Low risk: network-instructions (AGENTS.md:75)
- Low risk: scripts-present (scripts/check_benchmark_docs.py)
- Low risk: scripts-present (scripts/okf_conformance.py)
Attribution and licence
- Created by
- Knaisoma
- Declared authors
- knaisoma (declared in pyproject.toml)
- Publisher
- Knaisoma (Official Knaisoma project)
- Source
- knaisoma/data-olympus · commit 6d46033
- Licence
- Apache License 2.0 (files served here)
- ATTRIBUTION.md (written by AutoGineer)
- Synced
AutoGineer is not affiliated with or endorsed by Knaisoma.
Install from source
486 of its files are not served here, so there is no ZIP. knaisoma/data-olympus at 6d46033