Reviewer suggested an evaluation footprint that lands "the smallest substrate any caller-LLM can use", with 5 files and ~200 LOC ceiling in $HOME. This commit ships that profile. Files installed in $HOME by `./install.sh --profile=outcome-only`: 1. ~/.claude/hooks/agent-outcome-backfill.sh (PostToolUse:Agent) 2. ~/.claude/hooks/error-spike-detector.sh (PostToolUse:Bash, rolling 20-call window) 3. ~/.claude/agents/ledger.sqlite (full v9 schema via kei-ledger init, or sqlite3-fallback DDL) 4. ~/.claude/CLAUDE.md (1-line STATUS-TRUTH MARKER instruction appended) 5. ~/.claude/settings.json (jq-merge of 2 hook entries) Plus optional 6th: kei-model-router binary built from _primitives/_rust if cargo on PATH; deferred otherwise (warning printed, install continues). Files added to repo: - install/lib-profile-outcome-only.sh (145 LOC) — profile orchestrator with --dry-run support; sources lib-log/lib-backup/lib-hooks helpers; exits before heavy install phases when --profile=outcome-only - install/sql/outcome-only-schema.sql (69 LOC) — flattened v9-equivalent SQLite DDL (agents + skill_invocations + indexes), used by sqlite3 fallback when kei-ledger CLI is unavailable - docs/PROFILE-OUTCOME-ONLY.md (97 LOC) — reviewer-facing doc: 5-file install table, what is NOT installed, kei-model-router activation explanation, privacy posture (no telemetry), 4-line uninstall paste Files modified: - install.sh (+12 LOC) — sources outcome-only lib, adds short-circuit before menu when --profile=outcome-only, accepts in profile validator - install/lib-args.sh (+9 LOC) — registers --dry-run flag (sets OUTCOME_DRY_RUN=1), adds outcome-only + --dry-run lines to --help - README.md (+7 LOC) — adds Outcome-only Quick-start section pointing to PROFILE-OUTCOME-ONLY.md Verification: - bash -n clean on all 3 modified shell files - Dry-run produces exactly 5 numbered $HOME paths (verified end-to-end: HOME=/tmp/kei-fake-home bash install.sh --profile=outcome-only --dry-run) - Real install against fake $HOME succeeds (5 files present, ledger init via kei-ledger binary, router build correctly skipped on toolchain absence with warning) - Ledger schema includes agents + skill_invocations tables + 3 indexes + 2 triggers via real migration path (not the SQL fallback) [FROM-JOURNAL: end-to-end install dry-run + real-run measured at ~/.claude/memory/time-metrics/sessions.jsonl this session, both <2s wall] Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> |
||
|---|---|---|
| .claude/agents/_merge/kei-memory-2026-05-01 | ||
| .claude-plugin | ||
| .forgejo | ||
| .github | ||
| _assembler | ||
| _blocks | ||
| _bridges | ||
| _capabilities | ||
| _generated | ||
| _manifests | ||
| _primitives | ||
| _roles | ||
| _schemas/fragments | ||
| _templates | ||
| _ts_packages | ||
| bin | ||
| docs | ||
| hooks | ||
| install | ||
| scripts | ||
| skills | ||
| tasks | ||
| tests | ||
| tools | ||
| .dockerignore | ||
| .gitignore | ||
| BACKUP-INDEX.md | ||
| bootstrap.sh | ||
| DECISIONS.md | ||
| HERMES-MIGRATION-PLAN.md | ||
| install.sh | ||
| kei-architect.md | ||
| kei-code-implementer.md | ||
| kei-cost-guardian.md | ||
| kei-critic.md | ||
| kei-fal-ai-runner.md | ||
| kei-infra-implementer.md | ||
| kei-ml-implementer.md | ||
| kei-ml-researcher.md | ||
| kei-modal-runner.md | ||
| kei-researcher.md | ||
| kei-security-auditor.md | ||
| kei-validator.md | ||
| LICENSE | ||
| NOTICE | ||
| PLUGIN.md | ||
| README.md | ||
| settings-snippet.json | ||
KeiSeiKit
A multi-LLM substrate that gives any agentic coding tool persistent memory, deterministic agent identity, and self-maintaining orchestration. Works first-class with Claude Code; MCP-compatible bridges generate context for Cursor / Continue / Zed / Aider / Windsurf / Cline / OpenClaw / Kimi from the same source-of-truth.
Apache 2.0 — explicit patent grant + retaliation clause. 102 Rust
crates (~132K LOC), 67 skills, 35 hooks, 37 agent manifests, 82
substrate blocks, 18 capability bundles, 7 substrate roles. Self-
indexing via kei-registry SQLite (currently 495 active DNAs across the
public substrate). Three-phase nightly consolidation. Foreign-project
ingestion runtime (kei-import <repo-url>).
Maturity matrix
The substrate ships as a layered set of components at different maturity levels. Read this before relying on any single piece for production work.
| Component | Status | Notes |
|---|---|---|
| 24+ Rust primitives | varies (alpha → beta → concept) | Inspect each crate's Cargo.toml package.metadata.keisei.maturity if declared; otherwise treat as alpha unless you've personally exercised it. Most primitives are alpha — they build, type-check, and have unit tests, but have not been hardened against adversarial input or run at scale. |
Cortex daemon (kei-cortex HTTP + WS) |
alpha | CLI-driven daemon works in author's daily use; HTTP REST + WS endpoints + 8-tool /chat agentic loop build clean. Browser app (cortex-ui) and VSCode extension (@keisei/vscode-cortex) are concept-level — scaffolds present, not production paths. |
MCP server (@keisei/mcp-server) |
alpha (unpublished) | Not yet on npm. Install via local dist build (see Quick start below). |
| Sleep layer (Phase A / B / C) | alpha | Phase A queue (/sleep-on-it → cloud agent) + Phase B markdown morning report work. Auto-codification of rules from sleep insights is not yet wired — codification path is manual via /escalate-recurrence. Phase C deep-sleep refactor proposals run on a 7-day cadence and write plan-only markdown by default. |
| Hooks (35 shipped) | beta | Tested in author's daily use (4–8 parallel Claude Code terminals). Pipeline hooks (assemble-agents, no-hand-edit-agents) are load-bearing; advisory hooks (RULE 0.12 / 0.13 / 0.14) are non-blocking. |
| Skills + manifests + assembler | beta | Structured + assembler-validate gate runs on every git commit inside ~/.claude. Schema is locked (see docs/AGENT-SCHEMA-LOCKED.md). |
What it does
| Persistent memory | SQLite ledger + content-addressable memory store, session-spanning context, cross-machine sync via memory-repo |
| Agent DNA | Deterministic 80-char identity per invocation: <role>::<caps>::<scope-sha8>::<body-sha8>-<nonce>. Same task → same prefix → "did this run before?" via SQL, no embeddings |
| Constructor Pattern for prompts | Agent .md files composed from manifests + blocks + capability bundles + rule fragments. Edit a block → all agents using it recompose. Single source of truth |
| kei-fork | Atomic git triplet (branch + worktree + ledger row) for parallel agent runs. Atomic rollback. No main-branch collisions across 4-8 simultaneous Claude sessions |
| Three-phase sleep | Phase A incubation (queued tasks) → Phase B REM consolidation (analyzes last 30 sessions, writes morning markdown report) → Phase C NREM deep-sleep (every 7 days, conflict scan + refactor proposals). No feedback loop — outputs are markdown, you decide what to keep |
| Auto self-indexing | Every substrate file edit triggers registry update + agent regeneration + DNA-INDEX.md refresh + keimd graph reindex |
| Foreign-project ingestion | kei-import <repo> walks → matches against 12 runtime traits → extracts skills from README/docs → generates migration plan → produces per-phase agent prompts |
| Cross-tool bridges | One rule-set, 11 target formats (.cursorrules, .windsurf/rules/main.md, .github/copilot-instructions.md, AGENTS.md, GEMINI.md, etc) |
| npm-style publishing path | Publish your agents / skills / hooks as scoped packages. The author runs an opt-in mirror at keigit.com (public Forgejo + npm registry, OAuth, per-user PAT) — this is an author-operated mirror (KeiSei84 / private Forgejo), not a neutral community service. The substrate is remote-agnostic; use any git remote and any npm registry you trust. See docs/PUBLISHING.md |
Why it exists
The author runs 4-8 parallel Claude Code terminals daily. Without
substrate, every session loses context, every parallel agent collides
on main, every "did we already solve this?" requires manual grep.
With substrate, identity carries — agents know what ran before,
results converge through the ledger, fork-as-triplet prevents
collisions, three-phase sleep produces overnight consolidation.
This is a tool first, not a product. If it solves your problem, fork it.
Quick start
# Claude Code (primary target — full hook + agent integration)
/plugin marketplace add KeiSei84/KeiSeiKit
/plugin install keisei@keisei-marketplace
# Any MCP-compatible client (Cursor / Continue / Zed / Aider / etc)
git clone https://github.com/KeiSei84/KeiSeiKit-1.0
cd KeiSeiKit-1.0
./install.sh --profile=minimal
37 agents + 67 skills + 35 hooks + nightly consolidation wired in
60 seconds. Eleven install profiles (minimal → core → full +
MCP-only / Cortex / Cursor / Continue / Zed / Aider / Docker / Nix)
documented in docs/INSTALL.md.
Outcome-only — try just the outcome loop (5 files, ~200 LOC)
If you want to try only the outcome-tracking primitive without
committing to the full kit (no daemon, no Forgejo, no launchd, no 100
crates), run ./install.sh --profile=outcome-only. Installs 2 hooks +
a SQLite ledger + one line in ~/.claude/CLAUDE.md; uninstalls in
four lines. See docs/PROFILE-OUTCOME-ONLY.md.
Self-maintaining
After install, the substrate maintains itself. Every edit cascades:
edit any rule .md → kei-decompose registers fragments
edit any manifest .toml → assembler regenerates one agent .md
edit any block .md → assembler regenerates ALL agents
edit any skill SKILL.md → kei-registry updates
edit any hook .sh → kei-registry updates
edit any primitive src/ → kei-import-project register updates
ANY substrate edit → DNA-INDEX.md auto-refreshes
ANY substrate edit → keimd graph auto-reindexes
nightly:
Phase A (incubation) → process queued tasks
Phase B (REM consolidation) → analyze last 30 sessions → morning report
Phase C (NREM, every 7d) → conflict scan + refactor proposals
No automatic feedback loop into agent state. All consolidation outputs are human-readable markdown. You read, you decide what merges.
Honest limits
- Phase 5 executor (
kei-import-project) generates per-phase agent prompts as JSON; the actualAgent({...})spawn happens orchestrator-side (Claude Code Agent tool, MCP wrapper, or a thin shell loop). A first-class JS/TS wrapper that auto-spawns + tracks is future work. - Phase 9 Path A (model-router assembler-time rebake) —
37 agent manifests currently declare
model: opusin frontmatter. Bayesian posterior router activates per-task-class when ≥100 outcome rows accumulate (currently 3). Until then, routing happens via orchestrator discipline plus advisor-hook stderr nudges. - Cortex stack (
kei-cortex/kei-tty/kei-mcp) ships as alpha (CLI/daemon track) — downgraded from "beta" because two of the three intended frontends are not yet shipping. Local HTTP daemon + ratatui TUI + MCP stdio JSON-RPC build clean and run in the author's daily use. Browser app (cortex-ui) and VSCode extension (@keisei/vscode-cortex) are concept-level only — scaffolds exist, no production wiring. Treat the daemon + CLI as the supported surface; treat the GUI frontends as roadmap. @keisei/mcp-servernpm package — not yet published to npm. Install via the local dist build:
Then point your MCP-aware client at the localcd _ts_packages bun install # or: npm install bun run -r build # or: npm run -r build # mcp-server output lands in _ts_packages/packages/mcp-server/dist/dist/entry point. Single-binary builds viabun build --compileare documented in_ts_packages/packages/mcp-server/BUILD.md(5-target matrix, ~85–95 MB per binary). Do not assume npm-registry install will work until v1.0.- Non-Claude clients integrate via MCP + bridges, not native hooks. PreToolUse / PostToolUse / UserPromptSubmit / Stop semantics are Claude Code primitives. Other clients get capability exposure but not the hook wire-up.
What it's NOT
- Not a Claude Code replacement — runs alongside, not instead-of
- Not a SaaS — local-first by default; hosted offering under consideration if community demand emerges (see Roadmap)
- Not enterprise — solo-maintained, no SLA, no dedicated support
- Not a framework — substrate. You compose; it doesn't dictate workflow
Roadmap
The substrate is functionally complete for solo-developer use. What might be valuable as a hosted service if there's demand:
- Cross-machine memory sync — DNA-indexed memory available across laptop + desktop + cloud Claude session
- Hosted Phase B/C nightly — traces consolidated by a remote agent, morning report delivered to inbox
- Encyclopedia search-as-API — query team substrate by DNA / role / capability across multiple agents
These are considered, not committed. Open an issue with your use-case if any of these would solve real pain. Until then: fork, run locally, file PRs.
Hermes — proof of foreign-architecture ingest
Ten phases of Nous Research's Hermes (MIT, Python agent framework) ingested into KeiSeiKit substrate through April 2026. Each Hermes concept lives as a KeiSeiKit primitive:
| Hermes phase | KeiSeiKit landing |
|---|---|
| ShareGPT trajectory export | kei-export-trajectories crate |
| OpenAI-compat HTTP server | kei-llm-router providers + chat handler |
| Daytona sandbox backend | kei-backend-daytona (with toolbox proxy URL split) |
| Injection-guard on memory writes | wired through kei-memory::ingest + kei-pet::memory |
| Memory-nudge invoker | Invoker trait + MemoryStore Arc plumbed |
SKILL.md skill format |
kei-skills::SkillRegistry, consumed by kei-mcp |
| Skill-invocation aggregation | kei-ledger schema v8 + aggregate-skills CLI |
| Multi-platform gateway | kei-gateway (Telegram / Discord / Slack / CLI) |
| Cron / scheduler | kei-cron-scheduler parser+job+runner |
The kei-import umbrella runs the same pipeline (decompose → match
→ extract-skills → plan → execute) on any Rust / TS / Python / Go
repo. Hermes was the validation case; the runtime works on others.
Frontend design — anti-AI-slop philosophy
The frontend-design skill is a deliberate counter-position to the
same-shape output of v0 / Lovable / Bolt:
- 10 archetypes — Editorial / Swiss / Brutalist / Minimal / Maximalist / Retro-Futuristic / Organic / Industrial / Art Deco / Lo-Fi. Each declares typography pairing + color palette + layout language + motion style.
- OKLCH color system — one
--brand-huecontrols the full palette, perceptually uniform. - Phase Gate (mandatory before any code): purpose, archetype, the one differentiator, three anti-references, design tokens. Skip the gate = skip the skill.
- Hard bans: Inter / Roboto / Space Grotesk, purple gradients on
white, centered card grids as default, hero → cards → testimonials
template,
lineareasing on UI transitions. - Diverge-Kill-Mutate loop when output feels generic.
- The Blur Test: at 20% visibility, layout silhouette must be distinguishable from anti-references.
Orchestrator skill landing-page composes 11 skills across 6 recipes
(apple-product / saas / portfolio / ecommerce / agency / startup).
Architecture
Stack: Rust core (102 crates, ≤2 MB each, 12-trait runtime + plugin registry) + TypeScript glue (6 adapters: gmail / grok / recall / telegram / youtube / mcp-server). Backend impls cover:
| Trait | Impls |
|---|---|
| ComputeProvider | bare-metal SSH, DigitalOcean, Linode, Vultr |
| GitProvider | Forgejo, Gitea, GitLab, Bitbucket |
| MemoryBackend | SQLite, Sled, Postgres, Redis |
| AuthProvider | Google OIDC, Apple Sign-In, WebAuthn passkeys, magic-link |
| NotifyChannel | Telegram, Discord, Slack, SMS (Twilio) |
| NetworkMode | WireGuard, OpenVPN, IPsec |
| LlmBackend | Anthropic, OpenAI, Kimi (Moonshot), MLX, llama.cpp, Ollama |
| ServiceManager | systemd |
Declare which impl to use in ~/.keisei/config.toml; runtime resolves
at startup. See docs/ARCHITECTURE.md,
docs/PHILOSOPHY.md,
docs/SUBSTRATE-SCHEMA.md,
docs/IMPORT-RUNTIME.md,
docs/PUBLISHING.md,
docs/RULES-AS-BLOCKS.md,
docs/DNA-INDEX.md.
License
Apache 2.0. Use, fork, ship, modify. Explicit patent grant + retaliation clause: contributors who sue any user over patents covered by their contributions lose their license to the work. Pre-2026-04-30 versions remain available under their original MIT terms (irrevocable). See LICENSE and NOTICE.
Author & collaboration
Built by Denis Parfionovich (parfionovich@keilab.io) running
4–8 parallel Claude Code terminals per day. Solo-maintained.
Apache 2.0 makes the bus factor manageable: any AI-assisted
developer (you, your Claude, your Cursor, your Aider) can read
this codebase and continue it.
Forks welcome. PRs welcome. Issues welcome.
Open to collaboration. If you have:
- a use-case this substrate would solve and you can't see how — open a discussion
- ideas for the SaaS roadmap (cross-machine memory sync, hosted nightly consolidation, encyclopedia-as-API) — email or open an issue
- a related project you're building (agent infra, MCP servers, cross-tool bridges, prompt-engineering substrates) and want to cross-pollinate — reach out
- want to integrate KeiSeiKit primitives into your product or research — Apache 2.0 already permits it; happy to help you wire it
Email reaches the author directly. No marketing list, no funnel.