Competitor Comparison
July 31, 2026 · View on GitHub
Superseded by the current competitor comparison (2026-07-31). This snapshot predates openwiki's OKF and Personal-mode expansion and predates the completed
agent-knowledgeskills and Janet CLI.
A feature-by-feature read of the two most direct OKF-native competitors — okf-skills (scaccogatto) and openknowledge (openknowledge-sh) — against what we plan to build, based on reading their actual skill files, templates, and validation matrices (not just their READMEs). Goal: build only the differentiated parts.
At a glance
| okf-skills | openknowledge | ours (planned) | |
|---|---|---|---|
| Form factor | Claude Code plugin + skills.sh skills | Standalone Go CLI (+ Codex skill) | Portable agent skills |
| Runtime / deps | Agent + uv/python for validator | Native Go binary (installer) | Agent-only, no runtime dep |
| Cross-agent | ✅ 20+ agents via skills.sh | Agent-agnostic (CLI); ships a Codex skill | ✅ (target Claude Code first) |
| Author/produce | ✅ produce mode | ✅ new + agent setup prompt | ◐ via ingest |
| Maintain-in-sync | ✅ maintain mode (code/docs changed) | ◐ maintenance-loop guidance in skill | ✅ core |
| Ingest from raw sources | ✗ (authors from code/docs) | ✗ (scaffolds, human edits md) | ✅ core differentiator |
| Consume/query | ✅ consume mode | ✅ use (prints entrypoint/excerpt) | ✅ |
| Deterministic validation | ✅ okf_validate.py (§9) | ✅ Go validator + compliance matrix + tests | ◐ reuse, don't rebuild |
| Visualize | ✅ viz.html (Cytoscape) | ✅ to html/json/graph/tar exporters | ✗ (reuse theirs) |
| Multi-bundle / registry | ✗ | ✅ registry (local/published/archive/Git) | ◐ (OKF-native-agent-style multi-kb) |
| Publish to web | ✗ | ✅ static site + llms.txt + manifest | ✗ (hand off to kiso/openknowledge) |
| Trust model (append-only / supersede / conflicts) | ✗ (**Deprecation** note only) | ✗ (changelog page) | ✅ core differentiator |
| Domain portability seam (schema layer) | ◐ (pick a layout by domain) | ◐ (setup tailors to use case) | ✅ explicit |
| Spec pinning | ✅ vendored verbatim SPEC.md | ✅ embedded, version-selectable | ✅ (vendor verbatim) |
| Dogfoods itself in OKF | ✅ .okf/ + CI validation | ✅ Wiki/ + decisions/workflows | ✅ knowledge/ (this bundle) |
Legend: ✅ strong / ◐ partial / ✗ absent.
What both already do well (don't rebuild)
- Deterministic §9 conformance validation. okf-skills ships a
self-contained
okf_validate.py; openknowledge has a Go validator with a full hard-rule compliance matrix backed by tests. Reinventing this is pure waste — we should reuse okf-skills' validator (MIT,uv run, zero-config) as our lint's conformance pass and spend our effort on the drift checks it doesn't do. - Visualization / export. Both render a bundle to a self-contained graph; openknowledge also
exports json/tar/graph and a static site. We should not build a visualizer — point users at
okf:visualizeoropenknowledge to html. - Spec-pinning discipline. Both vendor the spec verbatim as the skill's source of truth. We do
this too (
references/okf_spec.mdpoints at it); worth vendoring the literal file into any skill we ship.
Where the competitors are thin (our opening)
- Ingest from raw, messy sources. Both are authoring tools: okf-skills
produces concepts from code/docs/manual input; openknowledgenewscaffolds an empty bundle a human then edits. Neither has the LLM-Wiki ingest loop — drop a transcript / email / PDF / screenshot, extract entities and signals, integrate across many concepts, move the source to processed. This is the personal work wiki workflow and our clearest differentiator. - A real trust / truth-maintenance model. okf-skills' maintain mode says "update the body and
timestamp, add a**Deprecation**note" — it edits claims in place. Neither implements the OKF-native agent's append-only-on-meaning, supersede-with- provenance,conflicts_with, events-are-additive model — which is exactly the fix the ecosystem's top critique demands. Making that the default maintenance behavior is a genuine, defensible difference. - The schema-layer portability seam. Both
"pick a layout by domain," but the domain knowledge is improvised per-run. Neither has a
first-class, per-project config that declares the taxonomy,
typevocabulary, and workflow so the same generic skills fit a work wiki, a book companion, or a research corpus with no skill edits.
What to borrow outright
- Dual distribution (plugin + skills.sh, scripts via
${CLAUDE_SKILL_DIR}) — okf-skills' answer to "ship portable skills." Adopt wholesale. setupprints an agent prompt (openknowledge) — deterministic scaffold + agent judgment for the use-case-specific parts. A great shape for ourinitskill.useprints an entrypoint (openknowledge) — a path-light way for an agent to load the right knowledge on demand; better than hardcodingindex.mdreads.- Positioning table (okf-skills) — OKF vs.
CLAUDE.mdvs. auto-memory vs. wiki. Adopt for our docs. - CI-validated self-dogfooding (both) — add a CI conformance check on
knowledge/. - Agent-maintenance footer
<!-- okf-footer: agent-maintenance -->(openknowledge) — a tidy convention for keeping source-anchors/update-notes out of prominent headings. Worth stealing for our concept template. - Delegate bounded maintenance to focused low-reasoning subagents (openknowledge) — a concrete answer to the token-cost critique.
Recommended scope for our skills
Build three skills, thin where the field is saturated and thick where it's empty:
okf-init— scaffoldknowledge/+ a per-project schema-layer config; borrow openknowledge's print-a-prompt setup. Vendor the spec.okf-ingest— the differentiated core: raw source → integrated concepts, with the trust model (append-only / supersede / conflicts) as default. Wraps the ingest + query operations.okf-lint— drift + health checks (lint), delegating the deterministic §9 pass to okf-skills' validator rather than reimplementing it.
Do not build: a visualizer, an exporter/publisher, or another from-scratch conformance checker — reuse okf-skills and openknowledge/kiso for those.
Citations
- okf-skills (scaccogatto) — SKILL.md files, templates, validator
- openknowledge (openknowledge-sh) — skill, tooling-model & spec-compliance docs
- Critiques & Open Problems