OpenLore
Memory server
Created by Clay Good
Published in clay-good/OpenLore. Publisher page
362 GitHub stars
What it is
Persistent architectural memory and structural cognition for AI coding agents.
AutoGineer overview, from the brain’s own files
OpenLore is a memory system designed to solve the amnesia and lack of governance in AI coding agents. By performing a one-time static analysis of a repository, it builds a persistent knowledge graph that encompasses application code, infrastructure-as-code, and architectural decisions. Unlike standard RAG systems, OpenLore operates deterministically without an LLM in the hot path, ensuring consistent answers and providing agents with an 'Epistemic Lease' to warn them when facts have become stale. It serves as both a memory layer for agent orientation and a governance engine that certifies changes, flags breaking API surface modifications, and validates sensitive boundary crossings before they are committed.
How it works
Memory model: Hybrid
AutoGineer overview, from the brain’s own files
OpenLore functions as an MCP server that indexes your repository into a local knowledge graph. Upon installation, it maps code structures, dependencies, and architectural specs. During agent sessions, it injects a compact architecture digest into the agent's context. The agent then uses MCP tools to query this graph for tasks like orienting to a codebase, tracing execution paths, or verifying claims. Governance tools analyze diffs against the graph to provide deterministic verdicts on breaking changes or boundary violations without requiring an LLM.
| Folder | Role | Files |
|---|---|---|
| .claude | agent-config | 1 |
| .github | agent-config | 12 |
| docs | docs | 62 |
| examples | examples | 95 |
| scripts | scripts | 27 |
| skills | agent-instructions | 25 |
| src | source-code | 1284 |
| bench | folder | 15 |
| benchmarks | folder | 1 |
| openspec | folder | 1261 |
| packaging | folder | 2 |
| schemas | folder | 2 |
| stubs | folder | 1 |
The agent reads
- get_style_fingerprint evidence: CLAUDE.md
- get_map evidence: CLAUDE.md
- find_clones evidence: CLAUDE.md
- get_duplicate_report evidence: CLAUDE.md
- get_env_vars evidence: CLAUDE.md
- get_language_support evidence: CLAUDE.md
- search_code evidence: README.md
The agent writes
- record_decision evidence: AGENTS.md
Requirements
Runtimes: Node.js ^22.22.0 || >=23.5.0
Databases: LanceDB
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: 1 script. Review package.json before opening the folder in Claude Code. No step below turns a hook on for you.
package.json:node scripts/postinstall.mjs
- Not scanned by AutoGineerAutoGineer could not scan everything it runs. https://www.npmjs.com/package/openlore
Created by Clay Good. Published in clay-good/OpenLore. Licence: MIT License.
Usage
AutoGineer overview, from the brain’s own files
- Orienting an agent to a new codebase at the start of a task.
- Validating that a proposed code change does not break public API contracts.
- Checking if a diff introduces a path into a sensitive architectural boundary.
- Verifying claims about code safety or dead code before refactoring.
- Maintaining architectural specifications that stay synchronized with code changes.
- Selecting relevant tests to run based on the specific impact of a code modification.
- “Orient me to the user authentication flow in this repository.”
- The agent calls orient() and receives a summary of relevant functions, callers, and specs, allowing it to start the task immediately without manual file exploration.
- “Review my current changes for breaking API surface modifications.”
- The agent uses certify_public_surface to identify changed exports and lists the specific consumers that would be affected by the proposed changes.
- “Verify if the function 'deleteUser' is safe to remove.”
- The agent uses find_dead_code or verify_claim to determine if the function has any remaining callers or dependencies, providing a deterministic verdict.
- “Check if this diff opens a path into the sensitive 'payment-gateway' module.”
- The agent uses change_impact_certificate to confirm whether the new code creates a reachable path into the protected boundary.
Documentation by Clay Good
<h1 align="center">OpenLore</h1>
<p align="center"> <strong>Deterministic, local-first memory and guardrails for AI coding agents — no LLM in the hot path.</strong><br> Install once. From then on it runs in the background, keeping your agent oriented and its changes safe.<br> No API key. Same answer every time. </p>
<p align="center"> <a href="https://www.npmjs.com/package/openlore"><img src="https://img.shields.io/npm/v/openlore?color=2563eb&label=npm&logo=npm&logoColor=white" alt="npm version"></a> <a href="https://github.com/clay-good/OpenLore/actions/workflows/ci.yml"><img src="https://github.com/clay-good/OpenLore/actions/workflows/ci.yml/badge.svg" alt="CI status"></a> <a href="LICENSE"><img src="https://img.shields.io/npm/l/openlore?color=22c55e" alt="MIT License"></a> <img src="https://img.shields.io/node/v/openlore?color=339933&logo=node.js&logoColor=white" alt="Node >=22.22"> <br> <img src="https://img.shields.io/badge/MCP-ready-7c3aed?logo=anthropic&logoColor=white" alt="MCP ready"> <img src="https://img.shields.io/badge/languages-21%20%2B%2013%20IaC-f97316" alt="21 languages + 13 IaC ecosystems"> <img src="https://img.shields.io/badge/tests-5500%2B-success" alt="5500+ tests"> <img src="https://img.shields.io/badge/API_key-not_required-0ea5e9" alt="No API key required"> <a href="https://github.com/clay-good/OpenLore/stargazers"><img src="https://img.shields.io/github/stars/clay-good/OpenLore?style=social" alt="GitHub stars"></a> </p>
<p align="center"> <code>install</code> wires your agent and indexes the repo → <code>orient</code> returns the code a task touches → <code>review</code> catches the change that breaks a contract. All local, no API key. </p>
<p align="center"> <strong><a href="#install-once-then-forget-it">Install</a> · <a href="#what-you-get">What you get</a> · <a href="#value-scorecard--does-it-pay-for-itself">Benchmarks</a> · <a href="#openlore-vs-alternatives">vs. Alternatives</a> · <a href="#documentation">Docs</a></strong> </p>
AI coding agents are amnesiac and ungoverned. Every task restarts by re-reading the same files, long sessions drift onto stale assumptions, and nothing warns the agent when a change is about to break a contract or cross a boundary.
OpenLore fixes both halves, and then gets out of your way. A one-time static analysis builds a live knowledge graph of your repo — call structure, types, tests, decisions, IaC. From then on your agent is already oriented at the start of every task and its changes are certified before they land — automatically, deterministically, with no LLM in the hot path, so the same question returns the same grounded answer and the agent is told when a fact goes stale instead of served a confident guess.
Install once, then forget it
npm install -g openlore && openlore installThat is the only command most people ever run. It auto-detects your agent (Claude Code, Cursor, Cline, Continue, Pi, AGENTS.md), wires it, registers the MCP server, and builds the index — no API key, no config, no prompts. After that, it's on in the background and you don't think about it:
🔄 Every task starts oriented, automatically — a compact architecture digest is injected into your agent's context at the start of each session, and your agent calls
orient()and the other tools itself over MCP. You don't type anything.🌱 Every repo, not just this one —
installwires your user account too, so each new git repo you open indexes itself in the background on first touch. "Install once" is literal.🩹 Always fresh — a file watcher re-indexes as you edit and converges to a full analysis; anything it can't recompute in time is marked explicitly stale, never silently wrong.
🛡️ Changes get checked before they land — the governance tools (and
openlore reviewon a PR) run deterministically with no API key.
The CLI below exists for humans and CI — prove, review, doctor, features. The everyday path is: install, then let your agent use it.
Zero config. Run
openlore featuresto see every opt-in capability (embeddings, the commit gate, the spec store…), whether it's on, and the one command to enable it.openlore doctorverifies the wiring.
What you get
Two things, both deterministic and local:
🧠 Memory — your agent starts every task already oriented
Orient in one call —
orient(task)returns the relevant functions, callers, specs, tests, and insertion points (~430µs p50 on a 15k-node graph) instead of a dozen exploratory file reads.Survives refactors — anchored notes and decisions carry forward when a symbol is renamed or moved, instead of orphaning.
One graph for everything — application code, Infrastructure-as-Code, and architectural decisions share one graph, so a single query spans all three.
Told when a fact is stale — every response carries a brief, factual freshness note (the Epistemic Lease) once a cached fact has aged or the repo moved, so a long session can't drift onto a confident guess.
🛡️ Governance — guardrails on what the agent changes
Breaking-change verdict —
certify_public_surfaceclassifies every changed exportbreaking / non-breaking / potentially-breakingand names the consumers each break hits. Never silently "safe."Sensitive-boundary check —
change_impact_certificateflags when a diff opens a new path into a boundary you declared (reachable after the change, not before).Grounded claims —
verify_claimreturnsconfirmed / refuted / unverifiablewith a citation, before an agent asserts "X is dead" or "Y is safe to change."One commit gate —
openlore enforceblocks on findings you markblocking. Advisory by default, no API key.
The one line to remember: an agent's expensive failure mode isn't ignorance — it's confidence. A model that doesn't know a function exists will go look. A model that "knows" a stale fact builds on it, and you pay at review time. OpenLore is built so the agent can be told "that fact is stale" and "this change opens a path you said was sensitive" — deterministically, with no second model guessing about the first.
Value Scorecard — does it pay for itself?
OpenLore only earns its place if an agent with it reaches a correct answer for less total cost than the same agent without it. We measure that and publish it — wins and losses. Numbers from the Spec 14 benchmark (claude -p, sonnet, N=4 medians, pinned SHAs), measured 2026-06-01.
| Scenario | Cost Δ | Round-trips Δ | Verdict |
|---|---|---|---|
| Large/unfamiliar repo · deep "how does X flow through Y" (its target) | −7% to −21% | −26% | ✅ helps — and the win grows with repo size |
| Small/familiar repo · shallow "who calls X" | task-dependent (Round 1: +43%) | +38% | ❌ often adds overhead — measure first |
The win scales with codebase size (round-trips without → with):
| Repo (size) | Cost Δ | Round-trips |
|---|---|---|
| excalidraw (~640 files) | −21% | 25 → 16 |
| tokio (~790 files) | −21% | 17 → 13 |
| okhttp | −13% | 13 → 11 |
| django (~3k files) | −7% | 21 → 15 |
| gin (110 files, smallest) | +4% (≈even) | 10 → 9 |
Re-confirmed live 2026-06-03: the deep-task win reproduces (okhttp −13%); the small/familiar case is task-dependent, not a flat loss (chalk −32% win vs. express +59% loss). Don't guess from our repos — run
openlore prove --estimateon yours (seconds, no API key).
Honesty contract. We never publish a savings number the benchmark didn't produce, we always show the losses next to the wins, and every claim traces to a command you can run. Methodology: docs/AGENT-BENCHMARKS.md.
Is OpenLore for you?
| ✅ Strong fit | A codebase too big to hold in your head — and the model's. Private or niche code the model never memorized. Long sessions where stale assumptions compound. Polyglot repos, or code plus the IaC that deploys it. |
| 🤔 Try it, measure | Mid-size repos and mixed workloads. Run openlore prove --estimate (seconds, no key) before you commit. |
| ❌ Probably not | A small repo the model already knows, answering shallow questions — your agent's built-in search is cheaper, and we publish the measurement that says so. Also: OpenLore locates and certifies, it never edits your code. |
What your agent reaches for (you rarely type these)
Once wired, your agent calls these over MCP on its own. The default surface is the substrate preset — 15 tools: the navigation core, the highest-value governance reads (recall, verify_claim, blast_radius), and the spec composites. The lean navigation preset (10 tools) and the full 83 tools (--preset full) are one flag away.
| When the agent needs to… | Tool |
|---|---|
| Start any task | orient(task) — functions, callers, specs, insertion points in one call |
| Find which file/function handles X | search_code |
| Know the blast radius of a change | analyze_impact — risk + up/downstream chain + governing decisions |
| Trace how request X reaches function Y | trace_execution_path |
| Pick the tests a change should run | select_tests — backward reachability to the reaching tests |
| Find dead code / what dies if X is deleted | find_dead_code — cross-language reachability |
| Check a whole diff before commit | blast_radius — callers, tests, specs that drift |
| Tell if a diff opens a sensitive boundary | change_impact_certificate |
| Tell if a change breaks a consumer's API | certify_public_surface — verdict, consumers named |
| Verify a fact before asserting it | verify_claim — deterministic verdict + citation |
| Record an architectural choice | record_decision before writing the code |
Full reference — all 83 tools: docs/mcp-tools.md. Ships as a Claude Code Skill at skills/openlore-orient/.
OpenLore vs. alternatives
Everyone in this category answers the same first question: how does the agent see the codebase without reading it file by file? LSP toolkits answer with symbols, graph MCP servers with a parsed graph, search platforms with an index. OpenLore answers it too — then keeps going into the second question almost nobody answers: what happens when the agent starts writing? A retrieval layer makes an agent informed; it doesn't make it safe. That second half — governance on the same graph, no LLM in the loop — is what OpenLore is for.
| Agent built-ins | LSP toolkits | Graph MCP | Search platforms | OpenLore | |
|---|---|---|---|---|---|
| Structural context instead of file reads | ❌ grep | ✓ symbols | ✓ graph | ✓ index | ✓ call graph + IaC + decisions on one graph |
| Local, no API key, deterministic | Partial | ✓ | ✓ | ❌ hosted | ✓ no LLM in the hot path |
| Cross-session memory anchored to code | ❌ | Partial | ✓ notes | ❌ | ✓ carried across renames |
| Told when a cached fact goes stale | ❌ | ❌ | ❌ | ❌ | ✓ Epistemic Lease |
| Breaking-change verdict over a diff | ❌ | ❌ | Partial | ❌ | ✓ per export, consumers named |
| "Did this diff open a sensitive path?" | ❌ | ❌ | ❌ | ❌ | ✓ differential, pre-commit |
| Cost effect published with the losses | ❌ | ❌ | ❌ | ❌ | ✓ −26% round-trips on deep tasks |
Use the other tool when it's the right one: symbol-level edits (rename across files) are an LSP toolkit's home turf — OpenLore is deliberately read-only, and the two compose. Org-wide search across hundreds of repos is a search platform. Just-fast-graph-retrieval is a smaller graph MCP server. And a small, familiar repo with shallow questions is cheaper with your agent's built-in search. OpenLore also exports SCIP, so it sits alongside these tools, not against them.
Comparisons reflect each project's publicly documented capabilities as of July 2026; a correction PR is always welcome.
What it costs
Measured on a fresh clone of ripgrep with published [email protected]:
| What it costs | On ripgrep (232 files) |
|---|---|
| One-time index build | 13.6 s, entirely local — no API key, no network |
| Disk | 27 MB under .openlore/ (gitignorable; rebuildable from source) |
| Per-query latency | ~430 µs p50 in-process via the MCP server |
| Your source code | never leaves the machine — no account, no telemetry (opt-in only) |
| Lock-in | none — delete .openlore/ and nothing about your repo has changed |
Large monorepos take minutes rather than seconds, stated plainly in Known limitations. Platform: Linux and Windows are exercised in CI; macOS is supported.
Fully local — nothing phones home. No account, no network call; your source, the index, and every query stay on your machine. The only diagnostics that exist are opt-in and local-only, off by default and never transmitted:
OPENLORE_TELEMETRY=1records tool calls, agent identity, latency, error messages, decision titles, and lease events to the gitignored.openlore/telemetry/directory, andOPENLORE_LLM_LOGS=1stores prompts and responses (after secret redaction) in the gitignored.openlore/logs/directory. → docs/configuration.md
Languages, Infrastructure-as-Code & contracts
Languages: TypeScript · JavaScript · Python · Go · Rust · Ruby · Java · C++ · Swift · C# · Kotlin · PHP · C · Scala · Dart · Lua · Elixir · Bash — call graphs ride the same primitives for every language. → docs/language-support.md
Infrastructure-as-Code: Terraform/HCL · Kubernetes · Helm · CloudFormation · Ansible · Pulumi · AWS CDK · CDKTF · Dockerfile · Docker Compose · GitHub Actions · Azure Bicep · Serverless Framework — IaC resources project onto the same graph as application code, so orient, search_code, and analyze_impact answer "what's the blast radius of changing this security group / IAM role / base image / CI job?" with zero new tooling. → docs/iac.md
Interface contracts: OpenAPI 3.x · Swagger 2.0 — each declared operation projects onto the same graph, bound to the route handler that serves it and the function that calls it, so orient and analyze_impact cross the API boundary. Matching is literal, and everything unbound is disclosed. → docs/contracts.md
Known limitations
We'd rather you know these up front.
Static analysis only. Polymorphic dispatch, event channels, and route→handler bindings are recovered (provenance-labeled
synthesized). What isn't: reflective invocation with a non-literal target (getattr(o, name)()),eval, and DI/plugin registries with no visible binding — silently absent from the graph.LLM spec quality varies. Generated spec prose reflects the model's understanding — review complex business logic. Structure, format, coverage, and drift are checked deterministically.
Keyword (BM25) search answers first; local semantic follows in the background.
orient/search_codework immediately with no key. Background builds then add on-device vectors (CPU-only, ~23 MB model) when the optional package is installed; opt out with"embedding": { "provider": "none" }.Large monorepos analyze one package at a time after the first full build (
openlore analyze --shard <name>); the initial index is still a full analysis.Incremental updates converge or flag, never silently diverge. When a change exceeds the per-save budget, the rest is marked explicitly stale and self-heals on later edits or a background re-analyze.
Documentation
Start here: the documentation index maps every task to the one canonical page that answers it. The essentials:
| I want to… | Doc |
|---|---|
| Install & wire my agent (one command) | install.md |
| Understand why wiring an agent helps | agent-setup.md |
| See all 83 MCP tools + parameters | mcp-tools.md |
| Run the full CLI reference | cli-reference.md |
Configure .openlore/config.json (incl. enforcement.policy) | configuration.md |
| Choose / configure an LLM provider (optional) | providers.md |
| Fix a setup problem | TROUBLESHOOTING.md |
| Read the benchmark methodology + per-task numbers | AGENT-BENCHMARKS.md |
| Search code by meaning (semantic / GraphRAG) | semantic-search.md |
| Pick the tests a change should run | test-impact-selection.md |
| Find dead code / coverage gaps | reachability-dead-code.md · coverage-gaps.md |
| Detect spec ↔ code drift | drift-detection.md |
| Enforce architecture / import rules | architecture-invariants.md |
| Gate commits / wire CI & PR review | ci-cd.md · preflight.md |
| Understand IaC & cross-domain impact | iac.md · cross-domain-impact.md |
| See declared API contracts in the graph | contracts.md |
| Query across repos (federation) | federation.md |
| Share the index as a bundle | shareable-bundle.md |
| Export to Sourcegraph / SCIP tools | scip-export.md |
| Read the internals | ARCHITECTURE.md · ALGORITHMS.md · PHILOSOPHY.md |
Development
npm install
npm run build
npm run test:run # 5500+ unit tests, one-shot (npm test is watch mode)
npm run typecheckNew contributor? See CONTRIBUTING.md for setup, MCP wiring, and the commit gate. Please also read our Code of Conduct; to report a vulnerability, see SECURITY.md.
Community
If OpenLore saves your agents from re-reading the same files — or catches one risky change before it lands — star the repo. It's the signal that tells us to keep building, and it helps other engineers find it.
⭐ Star to follow along: github.com/clay-good/OpenLore
🐛 Bug or idea? Open an issue.
🤝 Contribute? Start with CONTRIBUTING.md.
Links
docs/spec-link-index.md
Spec link index — deterministic requirement→code mapping
OpenLore derives requirement→code links from anchors you write in your specs, resolved against the current analysis graph. There is no LLM call, no embedding lookup, and no name-similarity guess anywhere in this path: coverage is an observation, not an inference.
This replaced the previous LLM-pipeline-owned mapping.json, whose links came
from a probabilistic matcher and whose absence made spec Repair unusable until
you had first paid for a full generation run.
Writing an anchor
Put one implementation anchor under each requirement:
### Requirement: Sessions Expire After Inactivity
The system SHALL invalidate a session after 30 minutes of inactivity.
- **Implementation**: `expireSession::src/auth/session.ts`Accepted forms:
| Form | Meaning |
|---|---|
symbolName::path/to/file.ts | The house name::path convention used by the navigation tools |
path/to/file.ts#symbolName | The familiar document-fragment form |
symbolName | Exact symbol name, resolved graph-wide |
Class.method | A dotted member identity — shaped exactly like utils.py, so it links only when the graph holds that exact name; otherwise it stays file-footprint evidence |
path/to/file.ts | File only — domain-footprint evidence, never function coverage |
Anchors are read only from an - **Implementation**: line inside a requirement
block (and its indented continuation lines). Prose and scenario code spans are
never treated as anchors, so narrative can never invent coverage.
Link states
| State | Meaning |
|---|---|
linked | Every exact anchor resolved to exactly one symbol in the graph |
ambiguous | An anchor matched several symbols — candidates are disclosed, none is selected |
stale | An anchor names a symbol that no longer exists — same-name symbols elsewhere are disclosed as candidates, not auto-selected |
type-only (anchor state) | The anchored name exists but is a type. Types are outside what coverage measures, so no coverage is claimed — but nothing is missing either, and the type's location is disclosed. A requirement anchored only to types is unmapped, never stale |
unmapped | The requirement carries no exact symbol anchor at all |
A file-only anchor contributes to the domain footprint and to nothing else:
citing src/auth/session.ts does not make every function in that file covered.
mapping.json is a cache, not a prerequisite
openlore mapping refresh persists the index to .openlore/analysis/mapping.json
with provenance binding the analysis generation and a digest of the parsed
specs. Any of these makes the cache unusable, and none of them is fatal:
the file is absent
it is a legacy (v1/v2) probabilistic artifact
it is not valid JSON
a spec was edited, or the analysis was rebuilt
In every case audit and prepare_spec_repair re-derive the index in memory
and report where the evidence came from:
"mappingCoverage": { "state": "available", "source": "derived", "cacheReason": "mapping-not-generated" }Coverage availability is binary
mappingCoverage.state is available or unavailable. When it is unavailable,
every mapping-dependent metric is null:
"summary": {
"totalFunctions": 812,
"coveredFunctions": null,
"coveragePct": null,
"uncoveredCount": null
}null means "not established". Numeric zero means an observed count of zero.
Branch on state before doing arithmetic — this is a deliberate schema change,
because the previous behavior reported unusable evidence as 0, which dashboards
and agents read as a real measurement.
Stable reasons: mapping-not-generated, invalid-json, incompatible-provenance,
fingerprint-mismatch, scoped-artifact, analysis-unavailable, specs-unavailable.
Coverage is unavailable only when an input is missing — no analysis, or no specs. An unusable cache alone never costs availability.
Commands
openlore mapping refresh # rebuild and persist the index
openlore mapping refresh --json # full index as JSON
openlore mapping refresh --strict-ambiguity # exit nonzero if any anchor is ambiguous
openlore audit # coverage gaps from that indexmapping refresh exits 0 for any honest index — including one full of unmapped
requirements, which is a finding, not a failure. It exits nonzero only for an
unusable input, or under --strict-ambiguity.
Migration from a v1/v2 artifact
Old mapping.json files are safe to delete. They are never converted: their links
came from LLM, semantic, and name-similarity matching that this schema refuses to
treat as coverage. They are reported as incompatible-provenance and rebuilt.
Legacy specs with only file-level > Source files: headers will report as
unmapped rather than covered. That is the honest answer — add per-requirement
anchors to establish real coverage. The bundled openlore-generate and
openlore-repair skills write them automatically for anything they author.
Legacy per-requirement hints such as
> Implementation: \expireSession` in `src/auth/session.ts` · confidence: reviewedare consumed automatically when their confidence isreviewedorllm. Lower-confidence semantic or heuristic hints remain file-footprint evidence only. Run openlore mapping refreshto see the bounded list of requirements that still need an exactsymbol::path` anchor; refresh never guesses a replacement for a stale anchor.
Unassessable citations
The generator writes each anchor below the requirement's The system SHALL … line, so the
verifier's description is the normative text rather than the anchor. Requirements are indexed at the
### Requirement: level only — the level OpenSpec counts.
A cited symbol that is absent from the export inventory is stale only where that absence is
evidence. When the cited file is one the analysis cannot vouch for, the anchor and its requirement
are not-assessed, with the boundary named:
| Boundary | Meaning |
|---|---|
language-not-extracted | exports are never extracted for the file's language (only TS/JS, Python and Java are) |
file-not-analyzed | the file exists but the analysis did not cover it |
A boundary is named only for a file that is analyzed or exists as a regular file, resolved to its real
path; an anchor with no file, or naming a file that exists nowhere, stays stale. not-assessed
requirements are counted in stats.notAssessed, listed by openlore mapping refresh, and never
reported as orphans. A cached mapping.json is re-assessed before it is served, because the working tree is
not part of its key. Parse health is not a boundary: it records tree-sitter regions, and exports
come from the import parser. The artifact schema is version 7 (change:
ground-generated-specs-in-the-graph).
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Advantages
- Deterministic, local-first operation with no LLM in the hot path ensures consistent, grounded answers. evidence: README.md
- Provides governance guardrails that flag breaking changes and sensitive boundary violations before code is committed. evidence: README.md
- Maintains persistent memory across sessions that survives code renames and refactors. evidence: README.md
- Reduces agent round-trips and costs by providing structural context instead of relying on exploratory file reads. evidence: README.md
Limitations
- Static analysis cannot recover reflective invocations, eval, or dynamic DI/plugin registries with no visible bindings. evidence: README.md
- Small, familiar repositories may experience overhead compared to native agent search. evidence: README.md
- Large monorepos require incremental analysis strategies after the initial full build. evidence: README.md
Security
Risk level: Low risk
This brain runs
Agent instructions that run or fetch something (169)
.claude/commands/first-run-hardening.md:Your job: find and fix the bugs that break a NEW USER's first-run experience — the way earlier passes found "unknown command 'orient'", "--no-embed kills BM25", "watcher EMFILE on target/", and "install never builds the index"..claude/commands/first-run-hardening.md:BUILD FIRST so you test current code, not the published version: `npm run build` → drive `node dist/cli/index.js`, never bare `openlore`/`npx openlore` (those resolve the OLD published version)..claude/commands/first-run-hardening.md:When comparing to published behavior, do it explicitly with `npx --yes openlore@latest` and label it..claude/commands/first-run-hardening.md:Run the REAL first-run flow as a user would, end to end, checking exit codes AND actual output of each step: openlore install # the one-command path.claude/commands/first-run-hardening.md:Also exercise: init → analyze → analyze --no-embed → analyze --force → orient (no task / with task / bad --limit) → install --no-analyze → install --dry-run → install --uninstall → mcp server over stdio (initialize → tools/call orient)..claude/commands/first-run-hardening.md:Idempotency / re-runs: running install or analyze twice must be a clean no-op, not a duplicate or a clobber..claude/commands/first-run-hardening.md:Treat other people's repos as READ-ONLY fixtures: after each dogfood run, remove ALL openlore artifacts (.openlore, openspec/, CLAUDE.md, ARCHITECTURE.md) and `git checkout` any modified .gitignore / settings.json..claude/commands/first-run-hardening.md:Verify the repo is clean (`git status`) before moving on..claude/commands/first-run-hardening.md:Verify honestly: run `npm run typecheck` and `npm run test:run` and report the REAL counts..claude/commands/first-run-hardening.md:confirm with `git rev-list --left-right --count origin/main...main` (want `0 0`) before and after..claude/commands/first-run-hardening.md:Branch pruning: only delete branches already merged into origin/main (verify with `git branch -r --merged origin/main`);AGENTS.md:Before committing code (pre-commit hook via `openlore drift --install-hook`)AGENTS.md:openlore drift --install-hook # Install as git pre-commit hookAGENTS.md:[ ] No spec drift — run `openlore drift` to verify specs match codeAGENTS.md:- Run `openspec validate --all` to verify structureAGENTS.md:- Run `openlore drift --install-hook` to catch future driftAGENTS.md:Always run `openlore analyze` first.AGENTS.md:Or install the Vibe skill (creates `.vibe/skills/openlore.md` as a `/openlore` slash command):AGENTS.md:Because the output limit is 4 096 tokens (vs 16 000 for Claude), generation produces **shorter specs per run**.AGENTS.md:**One domain at a time** — run `openlore generate` with `--domain <name>` so each invocation focuses on a single domain and stays within the output budget.AGENTS.md:**Use the analysis artifacts** — always run `openlore analyze` first;AGENTS.md:**Expect multi-pass generation** — large codebases may require multiple `generate` runs (one per domain) rather than a single all-domains run.AGENTS.md:Then run `openlore decisions --sync` and retry `git commit`.AGENTS.md:**`reason: "approved_not_synced"` — decisions approved but not written to specs:** Run `openlore decisions --sync` then retry `git commit`.AGENTS.md:If yes: run `openlore decisions --consolidate --gate` and handle the result.AGENTS.md:If no: retry with `git commit --no-verify` to skip the gate.AGENTS.md:If yes: run `openlore decisions --consolidate --gate` and handle the result.AGENTS.md:If no: retry with `git commit --no-verify` to skip the gate.CLAUDE.md:CLI: `openlore coverage-gaps` | | "What's the blast radius of my diff before I commit?" | `blast_radius` — one advisory briefing: callers/layers, tests to run, anchored memories/decisions that will drift, stale specs | | "Post a deterministic structural review on a PR" (CLI, no MCP/agen …[+99 chars]CLAUDE.md:Call `orient "<task description>"` (via the openlore MCP server, or `npx openlore orient --json`) **before touching a module you have not yet read in this session**, and when a task spans several modules.CLAUDE.md:re-run `openlore install --preset <name>` to change it and regenerate these instructions.examples/mistral-vibe/skills/openlore-analyze-codebase/SKILL.md:Suggest running `/openlore-plan-refactor` once the user has enough context to act, then `/openlore-execute-refactor` to apply the planexamples/mistral-vibe/skills/openlore-analyze-codebase/SKILL.md:To activate `search_specs`, run `openlore analyze --embed` or `openlore analyze --reindex-specs`.examples/mistral-vibe/skills/openlore-brainstorm/SKILL.md:Using Domain Sketch — structural analysis will be available after `openlore analyze` is run on the first implementation."examples/mistral-vibe/skills/openlore-brainstorm/SKILL.md:- First implementation — run `openlore analyze && openlore generate` afterexamples/mistral-vibe/skills/openlore-debug/SKILL.md:**Prerequisite**: openlore analysis must exist (`openlore analyze` has been run).examples/mistral-vibe/skills/openlore-debug/SKILL.md:If `orient` returns `"error": "no cache"` → run `analyze_codebase` first, then retry.examples/mistral-vibe/skills/openlore-debug/SKILL.md:Run it.examples/mistral-vibe/skills/openlore-debug/SKILL.md:**Apply the fix**, then run the test again.examples/mistral-vibe/skills/openlore-debug/SKILL.md:Run the full test suite.examples/mistral-vibe/skills/openlore-debug/SKILL.md:If the domain spec does not exist yet (`uncovered` from Step 8), note the invariant in the story/issue instead and flag it for the next `openlore generate` run.examples/mistral-vibe/skills/openlore-execute-refactor/SKILL.md:"execute the planned refactoring"examples/mistral-vibe/skills/openlore-execute-refactor/SKILL.md:explicit command `/openlore-execute-refactor`examples/mistral-vibe/skills/openlore-execute-refactor/SKILL.md:**Prerequisite**: the `openlore-plan-refactor` skill must have been run and the plan confirmed.examples/mistral-vibe/skills/openlore-execute-refactor/SKILL.md:If a coverage tool is available, run it on the target file and compare against the coverage baseline in the plan.examples/mistral-vibe/skills/openlore-execute-refactor/SKILL.md:git status # must show: nothing to commit, working tree cleanexamples/mistral-vibe/skills/openlore-execute-refactor/SKILL.md:git log --oneline -1 # note this commit hash — your restore pointexamples/mistral-vibe/skills/openlore-execute-refactor/SKILL.md:For **each change** in the plan, execute the full mini-development cycle below.examples/mistral-vibe/skills/openlore-execute-refactor/SKILL.md:**4 — TEST** Run the test gate from the plan entry.examples/mistral-vibe/skills/openlore-execute-refactor/SKILL.md:Run the full test suite one final time to confirm the refactored state is clean.examples/mistral-vibe/skills/openlore-execute-refactor/SKILL.md:Apply renames one file at a time, run tests after each, and respect the ≤ 50-line edit constraint.**examples/mistral-vibe/skills/openlore-generate/SKILL.md:OpenLore does not validate OpenSpec structure, so run the `openspec validate` follow-up the receipt names.examples/mistral-vibe/skills/openlore-generate/SKILL.md:**If validation cannot run — the CLI is missing, broken, or fails for any reason — say so explicitly and report the spec as NOT validated.** Never present an unvalidated spec as complete;examples/mistral-vibe/skills/openlore-generate/SKILL.md:Finalize: after validation, run `openlore mapping refresh` when shell access is available so the persisted link index matches the spec you wrote.examples/mistral-vibe/skills/openlore-generate/SKILL.md:If you cannot run it, say so explicitly — correctness is unaffected, because audit and Repair re-derive the index in memory, and only the cache is stale.examples/mistral-vibe/skills/openlore-implement-story/SKILL.md:**Prerequisite**: openlore analysis must exist (`openlore analyze` has been run).examples/mistral-vibe/skills/openlore-implement-story/SKILL.md:If `orient` returns `"error": "no cache"` → run `analyze_codebase` first, then retry.examples/mistral-vibe/skills/openlore-implement-story/SKILL.md:| Situation | Approach | |---|---| | `risk_context` present, risk 🟢 < 40 | Skip to Step 3 — use insertion point from context | | `risk_context` present, risk 🟡 40–69 | Run Step 2 impact check, then proceed | | `risk_context` present, risk 🔴 ≥ 70 | Stop — a blocking refactor story mus …[+81 chars]examples/mistral-vibe/skills/openlore-implement-story/SKILL.md:Run `/openlore-execute-refactor` on the blocking function first, or create a blocking refactor task and return to this story once the risk is resolved.examples/mistral-vibe/skills/openlore-implement-story/SKILL.md:Run the `openlore-repair` host skill before implementing.examples/mistral-vibe/skills/openlore-implement-story/SKILL.md:Only run once tests are green.examples/mistral-vibe/skills/openlore-implement-story/SKILL.md:| Drift type | Resolution | |---|---| | `uncovered` on new files | Note it — propose `openlore generate` post-sprint | | `gap` on existing domain | Run the `openlore-repair` host skill | | `stale` | Fix the reference | | No drift | Done |examples/mistral-vibe/skills/openlore-plan-refactor/SKILL.md:To apply the plan, use the `openlore-execute-refactor` skill.examples/mistral-vibe/skills/openlore-plan-refactor/SKILL.md:Each change = one atomic edit → one diff verification → one full test run → ✅ or rollback.examples/mistral-vibe/skills/openlore-plan-refactor/SKILL.md:If a recent analysis already exists, skip unless the user explicitly requests a fresh run.examples/mistral-vibe/skills/openlore-plan-refactor/SKILL.md:| Ecosystem | Command | |---|---| | Node.js | `npm test -- --coverage --collectCoverageFrom="<files>"` | | Python | `pytest --cov=<module> --cov-report=term-missing` | | Rust | `cargo tarpaulin --include-files <files>` | | Go | `go test -cover ./...` |examples/mistral-vibe/skills/openlore-plan-refactor/SKILL.md:**Test gate**: exact test command to run after this changeexamples/mistral-vibe/skills/openlore-plan-refactor/SKILL.md:Workflow: /openlore-plan-refactor → /openlore-execute-refactorexamples/mistral-vibe/skills/openlore-plan-refactor/SKILL.md:- `git diff --stat` shows only the expected filesexamples/mistral-vibe/skills/openlore-plan-refactor/SKILL.md:Hash: <to be filled by the execute workflow>examples/mistral-vibe/skills/openlore-write-tests/SKILL.md:**Prerequisite**: openlore analysis must exist (`openlore analyze` has been run).examples/mistral-vibe/skills/openlore-write-tests/SKILL.md:If `orient` returns `"error": "no cache"` → run `openlore analyze` first, then retry.examples/mistral-vibe/skills/openlore-write-tests/SKILL.md:| File found | Framework | |---|---| | `vitest.config.*`, `vitest.config.ts` | Vitest — runner: `npx vitest run <file>` | | `jest.config.*` | Jest — runner: `npx jest <file>` | | `pytest.ini`, `pyproject.toml` (with `[tool.pytest]`), `setup.cfg` | pytest — runner: `pytest <file> -v` | …[+147 chars]examples/mistral-vibe/skills/openlore-write-tests/SKILL.md:Run the test file with `$TEST_RUNNER`.examples/opencode-skills/openlore-analyze-codebase/SKILL.md:Suggest running `/openlore-plan-refactor` once the user has enough context to act, then `/openlore-execute-refactor` to apply the planexamples/opencode-skills/openlore-analyze-codebase/SKILL.md:To activate `search_specs`, run `openlore analyze --embed` or `openlore analyze --reindex-specs`.examples/opencode-skills/openlore-brainstorm/SKILL.md:Using Domain Sketch — structural analysis will be available after `openlore analyze` is run on the first implementation."examples/opencode-skills/openlore-brainstorm/SKILL.md:- First implementation — run `openlore analyze && openlore generate` afterexamples/opencode-skills/openlore-debug/SKILL.md:**Prerequisite**: openlore analysis must exist (`openlore analyze` has been run).examples/opencode-skills/openlore-debug/SKILL.md:If `orient` returns `"error": "no cache"` → run `analyze_codebase` first, then retry.examples/opencode-skills/openlore-debug/SKILL.md:Run it.examples/opencode-skills/openlore-debug/SKILL.md:**Apply the fix**, then run the test again.examples/opencode-skills/openlore-debug/SKILL.md:Run the full test suite.examples/opencode-skills/openlore-debug/SKILL.md:If the domain spec does not exist yet (`uncovered` from Step 8), note the invariant in the story/issue instead and flag it for the next `openlore generate` run.examples/opencode-skills/openlore-execute-refactor/SKILL.md:"execute the planned refactoring"examples/opencode-skills/openlore-execute-refactor/SKILL.md:explicit command `/openlore-execute-refactor`examples/opencode-skills/openlore-execute-refactor/SKILL.md:**Prerequisite**: the `openlore-plan-refactor` skill must have been run and the plan confirmed.examples/opencode-skills/openlore-execute-refactor/SKILL.md:If a coverage tool is available, run it on the target file and compare against the coverage baseline in the plan.examples/opencode-skills/openlore-execute-refactor/SKILL.md:git status # must show: nothing to commit, working tree cleanexamples/opencode-skills/openlore-execute-refactor/SKILL.md:git log --oneline -1 # note this commit hash — your restore pointexamples/opencode-skills/openlore-execute-refactor/SKILL.md:For **each change** in the plan, execute the full mini-development cycle below.examples/opencode-skills/openlore-execute-refactor/SKILL.md:**4 — TEST** Run the test gate from the plan entry.examples/opencode-skills/openlore-execute-refactor/SKILL.md:Run the full test suite one final time to confirm the refactored state is clean.examples/opencode-skills/openlore-execute-refactor/SKILL.md:Apply renames one file at a time, run tests after each, and respect the ≤ 50-line edit constraint.**examples/opencode-skills/openlore-generate/SKILL.md:OpenLore does not validate OpenSpec structure, so run the `openspec validate` follow-up the receipt names.examples/opencode-skills/openlore-generate/SKILL.md:**If validation cannot run — the CLI is missing, broken, or fails for any reason — say so explicitly and report the spec as NOT validated.** Never present an unvalidated spec as complete;examples/opencode-skills/openlore-generate/SKILL.md:Finalize: after validation, run `openlore mapping refresh` when shell access is available so the persisted link index matches the spec you wrote.examples/opencode-skills/openlore-generate/SKILL.md:If you cannot run it, say so explicitly — correctness is unaffected, because audit and Repair re-derive the index in memory, and only the cache is stale.examples/opencode-skills/openlore-implement-story/SKILL.md:**Prerequisite**: openlore analysis must exist (`openlore analyze` has been run).examples/opencode-skills/openlore-implement-story/SKILL.md:If `orient` returns `"error": "no cache"` → run `analyze_codebase` first, then retry.examples/opencode-skills/openlore-implement-story/SKILL.md:| Situation | Approach | |---|---| | `risk_context` present, risk 🟢 < 40 | Skip to Step 3 — use insertion point from context | | `risk_context` present, risk 🟡 40–69 | Run Step 2 impact check, then proceed | | `risk_context` present, risk 🔴 ≥ 70 | Stop — a blocking refactor story mus …[+81 chars]examples/opencode-skills/openlore-implement-story/SKILL.md:Run `/openlore-execute-refactor` on the blocking function first, or create a blocking refactor task and return to this story once the risk is resolved.examples/opencode-skills/openlore-implement-story/SKILL.md:Run the `openlore-repair` host skill before implementing.examples/opencode-skills/openlore-implement-story/SKILL.md:Only run once tests are green.examples/opencode-skills/openlore-implement-story/SKILL.md:| Drift type | Resolution | |---|---| | `uncovered` on new files | Note it — propose `openlore generate` post-sprint | | `gap` on existing domain | Run the `openlore-repair` host skill | | `stale` | Fix the reference | | No drift | Done |examples/opencode-skills/openlore-plan-refactor/SKILL.md:To apply the plan, use the `openlore-execute-refactor` skill.examples/opencode-skills/openlore-plan-refactor/SKILL.md:Each change = one atomic edit → one diff verification → one full test run → ✅ or rollback.examples/opencode-skills/openlore-plan-refactor/SKILL.md:If a recent analysis already exists, skip unless the user explicitly requests a fresh run.examples/opencode-skills/openlore-plan-refactor/SKILL.md:| Ecosystem | Command | |---|---| | Node.js | `npm test -- --coverage --collectCoverageFrom="<files>"` | | Python | `pytest --cov=<module> --cov-report=term-missing` | | Rust | `cargo tarpaulin --include-files <files>` | | Go | `go test -cover ./...` |examples/opencode-skills/openlore-plan-refactor/SKILL.md:**Test gate**: exact test command to run after this changeexamples/opencode-skills/openlore-plan-refactor/SKILL.md:Workflow: /openlore-plan-refactor → /openlore-execute-refactorexamples/opencode-skills/openlore-plan-refactor/SKILL.md:- `git diff --stat` shows only the expected filesexamples/opencode-skills/openlore-plan-refactor/SKILL.md:Hash: <to be filled by the execute workflow>examples/opencode-skills/openlore-write-tests/SKILL.md:**Prerequisite**: openlore analysis must exist (`openlore analyze` has been run).examples/opencode-skills/openlore-write-tests/SKILL.md:If `orient` returns `"error": "no cache"` → run `openlore analyze` first, then retry.examples/opencode-skills/openlore-write-tests/SKILL.md:| File found | Framework | |---|---| | `vitest.config.*`, `vitest.config.ts` | Vitest — runner: `npx vitest run <file>` | | `jest.config.*` | Jest — runner: `npx jest <file>` | | `pytest.ini`, `pyproject.toml` (with `[tool.pytest]`), `setup.cfg` | pytest — runner: `pytest <file> -v` | …[+147 chars]examples/opencode-skills/openlore-write-tests/SKILL.md:Run the test file with `$TEST_RUNNER`.skills/openlore-analyze-codebase/SKILL.md:Suggest running `/openlore-plan-refactor` once the user has enough context to act, then `/openlore-execute-refactor` to apply the planskills/openlore-analyze-codebase/SKILL.md:To activate `search_specs`, run `openlore analyze --embed` or `openlore analyze --reindex-specs`.skills/openlore-brainstorm/SKILL.md:Using Domain Sketch — structural analysis will be available after `openlore analyze` is run on the first implementation."skills/openlore-brainstorm/SKILL.md:- First implementation — run `openlore analyze && openlore generate` afterskills/openlore-debug/SKILL.md:**Prerequisite**: openlore analysis must exist (`openlore analyze` has been run).skills/openlore-debug/SKILL.md:If `orient` returns `"error": "no cache"` → run `analyze_codebase` first, then retry.skills/openlore-debug/SKILL.md:Run it.skills/openlore-debug/SKILL.md:**Apply the fix**, then run the test again.skills/openlore-debug/SKILL.md:Run the full test suite.skills/openlore-debug/SKILL.md:If the domain spec does not exist yet (`uncovered` from Step 8), note the invariant in the story/issue instead and flag it for the next `openlore generate` run.skills/openlore-execute-refactor/SKILL.md:"execute the planned refactoring"skills/openlore-execute-refactor/SKILL.md:explicit command `/openlore-execute-refactor`skills/openlore-execute-refactor/SKILL.md:**Prerequisite**: the `openlore-plan-refactor` skill must have been run and the plan confirmed.skills/openlore-execute-refactor/SKILL.md:If a coverage tool is available, run it on the target file and compare against the coverage baseline in the plan.skills/openlore-execute-refactor/SKILL.md:git status # must show: nothing to commit, working tree cleanskills/openlore-execute-refactor/SKILL.md:git log --oneline -1 # note this commit hash — your restore pointskills/openlore-execute-refactor/SKILL.md:For **each change** in the plan, execute the full mini-development cycle below.skills/openlore-execute-refactor/SKILL.md:**4 — TEST** Run the test gate from the plan entry.skills/openlore-execute-refactor/SKILL.md:Run the full test suite one final time to confirm the refactored state is clean.skills/openlore-execute-refactor/SKILL.md:Apply renames one file at a time, run tests after each, and respect the ≤ 50-line edit constraint.**skills/openlore-generate/SKILL.md:OpenLore does not validate OpenSpec structure, so run the `openspec validate` follow-up the receipt names.skills/openlore-generate/SKILL.md:**If validation cannot run — the CLI is missing, broken, or fails for any reason — say so explicitly and report the spec as NOT validated.** Never present an unvalidated spec as complete;skills/openlore-generate/SKILL.md:Finalize: after validation, run `openlore mapping refresh` when shell access is available so the persisted link index matches the spec you wrote.skills/openlore-generate/SKILL.md:If you cannot run it, say so explicitly — correctness is unaffected, because audit and Repair re-derive the index in memory, and only the cache is stale.skills/openlore-implement-story/SKILL.md:**Prerequisite**: openlore analysis must exist (`openlore analyze` has been run).skills/openlore-implement-story/SKILL.md:If `orient` returns `"error": "no cache"` → run `analyze_codebase` first, then retry.skills/openlore-implement-story/SKILL.md:| Situation | Approach | |---|---| | `risk_context` present, risk 🟢 < 40 | Skip to Step 3 — use insertion point from context | | `risk_context` present, risk 🟡 40–69 | Run Step 2 impact check, then proceed | | `risk_context` present, risk 🔴 ≥ 70 | Stop — a blocking refactor story mus …[+81 chars]skills/openlore-implement-story/SKILL.md:Run `/openlore-execute-refactor` on the blocking function first, or create a blocking refactor task and return to this story once the risk is resolved.skills/openlore-implement-story/SKILL.md:Run the `openlore-repair` host skill before implementing.skills/openlore-implement-story/SKILL.md:Only run once tests are green.skills/openlore-implement-story/SKILL.md:| Drift type | Resolution | |---|---| | `uncovered` on new files | Note it — propose `openlore generate` post-sprint | | `gap` on existing domain | Run the `openlore-repair` host skill | | `stale` | Fix the reference | | No drift | Done |skills/openlore-orient/SKILL.md:This is the lowest-latency path and gives the model access to whatever tool surface the server was wired with — the lean 10-tool `navigation` preset by default (`openlore install --preset full` wires all 62), not just `orient`.skills/openlore-orient/SKILL.md:bash scripts/orient.sh "<task description>"skills/openlore-orient/SKILL.md:The wrapper tries the direct CLI subcommand first (`npx --yes openlore orient --json --task "<task>"`) and falls back to driving the `openlore mcp` server over stdio JSON-RPC via the sibling `orient-via-mcp.mjs` helper on older openlore versions that predate the CLI subcommand.skills/openlore-orient/SKILL.md:Run `npx openlore analyze` once to seed the graph, then retry.skills/openlore-orient/SKILL.md:Re-run `npx openlore analyze` to rebuild.skills/openlore-plan-refactor/SKILL.md:To apply the plan, use the `openlore-execute-refactor` skill.skills/openlore-plan-refactor/SKILL.md:Each change = one atomic edit → one diff verification → one full test run → ✅ or rollback.skills/openlore-plan-refactor/SKILL.md:If a recent analysis already exists, skip unless the user explicitly requests a fresh run.skills/openlore-plan-refactor/SKILL.md:| Ecosystem | Command | |---|---| | Node.js | `npm test -- --coverage --collectCoverageFrom="<files>"` | | Python | `pytest --cov=<module> --cov-report=term-missing` | | Rust | `cargo tarpaulin --include-files <files>` | | Go | `go test -cover ./...` |skills/openlore-plan-refactor/SKILL.md:**Test gate**: exact test command to run after this changeskills/openlore-plan-refactor/SKILL.md:Workflow: /openlore-plan-refactor → /openlore-execute-refactorskills/openlore-plan-refactor/SKILL.md:- `git diff --stat` shows only the expected filesskills/openlore-plan-refactor/SKILL.md:Hash: <to be filled by the execute workflow>skills/openlore-repair/SKILL.md:OpenLore does not validate OpenSpec structure, so run the `openspec validate` follow-up the receipt names.skills/openlore-repair/SKILL.md:**If validation cannot run — the CLI is missing, broken, or fails for any reason — say so explicitly and report the spec as NOT validated.** Never present an unvalidated edit as complete;skills/openlore-repair/SKILL.md:Finalize: after validation, run `openlore mapping refresh` when shell access is available so the persisted link index matches the spec you edited.skills/openlore-repair/SKILL.md:If you cannot run it, say so explicitly — correctness is unaffected, because audit and Repair re-derive the index in memory, and only the cache is stale.skills/openlore-write-tests/SKILL.md:**Prerequisite**: openlore analysis must exist (`openlore analyze` has been run).skills/openlore-write-tests/SKILL.md:If `orient` returns `"error": "no cache"` → run `openlore analyze` first, then retry.skills/openlore-write-tests/SKILL.md:| File found | Framework | |---|---| | `vitest.config.*`, `vitest.config.ts` | Vitest — runner: `npx vitest run <file>` | | `jest.config.*` | Jest — runner: `npx jest <file>` | | `pytest.ini`, `pyproject.toml` (with `[tool.pytest]`), `setup.cfg` | pytest — runner: `pytest <file> -v` | …[+147 chars]skills/openlore-write-tests/SKILL.md:Run the test file with `$TEST_RUNNER`.
Package scripts (1)
package.json(postinstall):node scripts/postinstall.mjs
- Low risk: network-instructions (.claude/commands/first-run-hardening.md:21)
- Low risk: scripts-present (bench/retrieval/run.ts)
- Low risk: scripts-present (bench/run.ts)
- Low risk: autonomy-phrase (examples/mistral-vibe/skills/openlore-execute-refactor/SKILL.md:240)
- Low risk: autonomy-phrase (examples/opencode-skills/openlore-execute-refactor/SKILL.md:240)
- Low risk: scripts-present (scripts/api-consumer-smoke.mjs)
- Low risk: scripts-present (scripts/copy-assets.mjs)
- Low risk: scripts-present (scripts/postinstall.mjs)
- Low risk: autonomy-phrase (skills/openlore-execute-refactor/SKILL.md:240)
- Low risk: network-instructions (skills/openlore-orient/SKILL.md:37)
- Low risk: scripts-present (skills/openlore-orient/scripts/orient.sh)
Attribution and licence
- Created by
- Clay Good
- Declared authors
- Clay Good (declared in package.json)
- Publisher
- Clay Good (Community)
- Source
- clay-good/OpenLore · commit c45c2ca
- Licence
- MIT License (files served here)
- ATTRIBUTION.md (written by AutoGineer)
- Synced
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Install from source
450 of its files are not served here, so there is no ZIP. clay-good/OpenLore at c45c2ca