relay-knowledge
relay-knowledge is a local-first knowledge substrate for graph-backed
retrieval. It stores evidence, graph facts, code-repository structure, derived
indexes, freshness state, diagnostics, worker proposals, audit records, and
agent-facing context packs. It does not try to be a general agent runtime or
final-answer generator.
Quick Start
The default local profile is zero configuration: runtime directories are resolved from platform defaults, SQLite is used locally, and deterministic semantic/vector read models are enabled without external services.
Use JSON output when scripting:
Installing Releases
Stable releases are distributed through GitHub Releases with prebuilt archives
for Linux x64/ARM64, macOS Intel/Apple Silicon, and Windows x64/ARM64. Verify
the downloaded archive with checksums.txt before placing the binary on your
PATH. GitHub artifact attestations cover the same archive digests and can be
verified with gh attestation verify <artifact> -R coolplayagent/relay-knowledge.
Linux GNU archives are built and checked against a glibc 2.31 baseline so they
run on Ubuntu 20.04-class hosts and newer GNU/Linux distributions.
Windows ARM64 archives are produced by the release workflow as
cross-built artifacts until native Windows ARM64 CI runners are available.
Rust users can install the crate from crates.io:
Each GitHub Release also includes
relay-knowledge-cli-skill-<tag>.tar.gz, a ClawHub-compatible skill that
teaches LLM agents to use the relay-knowledge CLI for local graph and
code-repository workflows. The skill package includes Linux x64 and Windows x64
binaries under assets/; agents prefer the matching bundled asset for the
current operating system, CPU, and active command runner when it passes
version --format json, and use PATH only as a fallback, when Linux glibc is
older than 2.31, or when the user explicitly requests the system install.
Windows .exe asset examples stay in PowerShell or cmd.exe instructions, not
bash/POSIX command blocks. The generated SKILL.md metadata
records the same numeric version as Cargo.toml. The skill package also
carries a root-level README.md for registry and package consumers. The
release workflow can publish the same generated skill layout to ClawHub when
CLAWHUB_TOKEN is configured:
This skill-over-CLI path is separate from MCP/ACP protocol access.
Release Readiness Notes
Before tagging a new release, verify that user-facing entry points, installation guidance, release constraints, checksums, generated skill metadata, and version numbers still agree. The release-focused reading path is:
- Documentation Bookshelf
- Installation and Runtime Directories
- Installation, Release, and Upgrade
- Documentation Release Readiness Audit 2026-06-05
This documentation refresh is intentionally documentation-only; it does not change CLI, service, Web, indexing, retrieval, or release workflow behavior.
What Works Today
- Hybrid GraphRAG context packs with BM25, local semantic signatures, local hashed-vector retrieval, graph evidence fallback, schema paths, temporal/community context, freshness metadata, truncation state, and ranking explanations.
- Structured graph facts for evidence, entities, typed relations, claims,
events, source spans, confidence, graph versions, and accepted/proposed grounding status;
domain/graph/{multimodal,mutation,retrieval}/keeps each contract with its direct tests. - Code repository registration, tree-sitter indexing, full/incremental refresh,
worktree overlays, retrieval, context, freshness, scope, impact, and software projection live in named application subdomains;
physical repo-set membership, freshness, refresh, status, and query owners avoid copied base facts, while
interfaces/code_index_mode/shares worktree semantics across CLI/Web; content/language/generated primitives, symbol/reference identity, source snapshots, verified blobs, safe filesystem access, and hashes have physical owners/tests. - Optional monorepo workspace detection for pnpm workspaces, Go workspaces
(
go.work), and Cargo workspace members. WhenCodeIndexRequestenables workspace detection, cross-repository import resolution maps unresolved imports to sibling packages via a workspace package-mapping table, providingtarget_hintmetadata instead of silently dropping cross-repo references. CLI indexing keeps the default disabled, so single-repository indexing paths are completely unaffected. Ecosystem, workspace-format, manifest, package-prefix, and import-statement normalization rules are isolated incode::workspace::ecosystem; automatic set lifecycle/status, package mapping, cross-edge resolution, and target-file selection have paired-test owners; the facade only coordinates their acyclic workflow. - Software global projection for repository-scoped files, documentation topics,
config/code relationships, dependencies, and unresolved SDK/API usage, exposed
through
repo softwarewithout query-time repository scans. Deterministic knowledge-map, documentation, dependency/build manifest, deployment, test, template, configuration, and source classification is isolated in the SQLite softwarefile_roleowner with direct sibling tests. The software root is a declaration-only facade: physicalprojection/,query_scope/, andschema/owners contain refresh/read orchestration, bounded scope/filter SQL, and projection schema lifecycle with direct tests;software::graphseparates file, topic, and relationship materialization/query/mapping into directly tested owners;software::dependency_usage::pythonis declared from its matching physicalpython.rsowner without a production path redirect; thesoftware/lifecycle/directory separates build, infrastructure-as-code, design, indexed-document, and shared syntax owners behind a small orchestration facade. - Local file-location indexing without Everything, Spotlight, Windows Search,
locate, or other external search software: explicitly scan authorized roots;
the physical
file_index/scanner/owner isolates bounded filesystem work and its unit contract, while SQLite/FTS5 serves name, path, extension, and directory queries. - Bounded index refresh queues whose physical SQLite
metadata/,cursor_metadata/,diagnostics/, andtask_queue/owners separate codecs, cursor identity, observability, and lease-fenced transitions with direct tests. - Worker queues, deterministic fallback proposals, manual proposal acceptance, persistent audit events, silent-update operator state, and service definition generation; physical version-check subdomains pair config, cache, SemVer, release aggregation, and notice workflow with direct tests, then use a technology-neutral release-metadata port backed by bounded QoS-aware HTTP transport.
- Service deployment topologies documenting
embedded_cli,resident_single_process,resident_partitioned_sqlite, and future split worker control-plane/data-plane boundaries. - MCP Streamable HTTP and local ACP adapter access through the shared application service, with scope policy, QoS admission, cancellation,
resources/prompts, durable audit metadata, and OTLP-ready agent metrics; the foundational HTTP and QoS owners are physically grouped in
net/http/andnet/qos/, with their unit contracts colocated in each subdomain. - Real OTLP HTTP/protobuf traces and metrics export for resident service mode, with local diagnostics when Collector export fails.
- Static Web diagnostics, categorized agent/model settings, persisted model
provider profiles, and operation composers served by the Rust HTTP service on
the same local port as
/api/*and MCP when enabled. - Setup diagnostics and named setup profiles for local, read-only agent, platform service, and external embedding configurations.
Documentation
- Documentation Bookshelf: book-style entry point for the user guide, implemented capabilities, architecture specs, research, benchmarks, and verification records.
- Book 1, Chapter 0: User Guide: executable local workflows for install/runtime directories, CLI output modes, knowledge graphs, code repository graphs, Web operations, MCP/ACP access, resident services, troubleshooting, and advanced configuration.
- Book 4, Chapter 1: 2026 Industry Capability Snapshot: current GraphRAG, MCP, A2A, hosted retrieval, and graph-agent ecosystem signals, plus relay-knowledge gaps.
- Book 4, Chapter 4: ai-knowledge-graph Reference Analysis: architecture, algorithm, performance, and reliability lessons from an external LLM-extracted knowledge graph project.
- Book 4, Chapter 8: Competitive, High-Performance, and Local File Retrieval Research: broader paper and industry-system references for GraphRAG, hybrid search, vector indexes, code search, fast local file retrieval, graph storage, and SRE.
- Book 4, Chapter 9: GitNexus Feature and UI Implementation Research: GitNexus CLI/MCP/HTTP backend, code graph, Web graph UI, agent workflows, and product improvement points for relay-knowledge.
- Book 2, Chapter 1: Capability Overview: foundational behaviors and competitive differentiators.
- Book 2, Chapter 4: Query and Context Pack Basics: query metadata, context items, budgets, truncation, and source spans.
- Book 2, Chapter 5: Hybrid Retrieval Advantage: BM25, semantic, vector, graph evidence, code graph, RRF, and ranking explanations.
- Book 2, Chapter 9: Code Graph Competitive Features: symbols, references, calls, imports, chunks, identities, and edge diagnostics.
- Book 2, Chapter 13: Agent Access Capabilities: MCP Streamable HTTP, resources, prompts, ACP session access, scope policy, and audit.
- Appendix A.5: Competitive and High-Performance Benchmark Targets: metric targets for graph, code, local file, indexing, and worker performance gates.
- Appendix B.1: Documentation Refresh Audits: dated verification records for documentation freshness and implemented capability closures.
- Appendix B.11: Documentation Release Readiness Audit 2026-06-05: latest release-navigation, inventory, and link-check record for this documentation-only refresh.
Key specs:
- Book 3, Chapter 1: Architecture Vision and Algorithm Map
- Book 3, Chapter 2: Engineering Hard Constraints
- Book 3, Chapter 9: Hybrid Retrieval and Context Packing
- Book 3, Chapter 13: Code Retrieval Ranking and Impact Analysis
- Book 3, Chapter 15: Resident Agent Graph Access Protocol
- Book 3, Chapter 19: Installation, Release, and Upgrade
- Book 3, Chapter 20: Multi-Repository Code Graph Overlay
Development
Use the repository scripts by responsibility:
The reusable domain model keeps its public domain::* facade while physical
ownership follows five acyclic domain directories. domain/operations/runtime/
owns worker, proposal, audit, service-operator, and lifecycle contracts with direct
tests; software/ groups request, dependency, graph, lifecycle, projection, and
validation owners behind the operations facade. Shared API operation contracts
live under api/operations, while stable request, response, status, and streaming
contracts live under api/contracts; both roots only re-export named subdomains.
The code domain likewise groups call-target policy, context, dependencies, graph records, repository contracts, index state, repository sets, staleness, views, and workspaces into directly tested physical owners instead of sharing flat implementation or test files.
Self-Iteration Harness
For unattended code and semantic/vector retrieval optimization experiments, start the independent Rust self-iteration harness documented in tools/self_iteration through the stable launcher:
The launcher auto-builds the harness binary when needed. It stores v2 run
history, progressive memory, reports, patches, and score curves under
.git/relay-knowledge-self-iteration/ and only commits candidates that improve
the configured score.
The research judge supports OpenAI-compatible HTTP or an open coding-agent CLI,
defaulting to opencode when no backend is configured. The semantic/vector
fixture inherits the same RELAY_KNOWLEDGE_* embedding environment as normal
runtime commands and does not persist secrets in benchmark cases.
The unattended-layered strategy is tuned for 1-2 day runs. It performs short
smoke-level Codex explores, validates promising candidates with the fast
profile, persists resume state in
.git/relay-knowledge-self-iteration/unattended-state-v2.json, and escalates to
longer competitive-capability macro exploration when short attempts stall.
External repositories in the self-iteration evaluation set are pinned to documented commits. C/C++ adds tree-sitter-oriented generated syntax fixtures, and multilingual generated fixtures extend the same evaluation set. See Book 5, Chapter 6: C/C++ Syntax Self-Iteration Evaluation Set and Book 5, Chapter 7: Multilingual Syntax Self-Iteration Evaluation Set. The elastic long-budget model for large repository indexing, including the historical 180-second baseline, throughput calculation, and cap, is documented in Book 5, Chapter 12: Elastic Index Budgets.
Quality Gates
The underlying quality gates are:
CI installs the current stable Rust toolchain. Update local stable before the
final Clippy gate so newly stabilized lints cannot pass locally and fail only
after the branch is pushed.
OpenTelemetry dependencies are upgraded as one compatibility family:
opentelemetry, opentelemetry_sdk, and opentelemetry-otlp stay on the same
minor release, while tracing-opentelemetry uses the matching integration
release. A partial family update is not release-ready because it can introduce
duplicate telemetry traits and incompatible provider types.
The self-iteration harness runs its own product and harness quality checks in
parallel dependency stages and defaults --jobs auto to the local CPU count.
The default fast profile also includes targeted code_index_recovery_cases,
code_index_sqlite_lock_cases, and code_index_health_isolation_cases, plus a
registration-language guardrail. These keep expired code-index leases, stale
worker completions, dead-letter recovery, checkpoint lease renewal,
duplicate-process SQLite lock avoidance, service health liveness, concurrent
code-index task claiming, committed-scope code queries, and mixed-language
registration safety from regressing without exhaustive large-repository
workloads.
Runtime and Storage
The binary starts a Tokio runtime, and the shared application service exposes
async entrypoints from the CLI boundary inward. application::runtime::status owns runtime/API diagnostic projection with direct sibling tests. Physical storage/contracts/ owners separate async errors, topology, graph, search, health, index, operational requests, code graph, canvas, repository code, and file-index contracts behind the stable root facade.
SQLite storage is opened through that boundary; sqlite::store owns schema-aware connection lifecycle and bounded blocking workers, while the physical sqlite::graph/ domain assigns graph-fact transactions/evidence invariants to mutation, inspection/version reads to its mod.rs facade, and commit-time validity normalization to version, each with a directly paired test owner.
Their direct sibling tests protect worker contention, mutation validation, state defaults, and stable evidence identities; sqlite/{evidence_identity,mutation_log,scope_filters,table_stats,store}/ are physical owners, storage-port mappings live under store/implementations.rs, and cross-owner persistence scenarios live under sqlite/tests/. The physical sqlite/schema/ module owns columns, initialization, compatibility markers, and migration without root path redirects, while sqlite/mod.rs only composes named adapter owners. The net::http::outbound owner contains client construction plus bounded raw JSON transport and response validation, while qos_client retains reqwest permit/body accounting; both attach direct sibling tests and the HTTP facade keeps configuration, server runtime, and cross-boundary integration contracts.
Physical application-service subdomains separate health, retrieval, service status,
storage diagnostics/provider, watcher, and lifecycle workflows. Retrieval owns
source-scope validation, freshness reconciliation, bounded search/rerank, and
response budgets; the service facade retains construction and cross-owner composition.
The domain graph::retrieval facade separately owns policy, backend status,
diagnostics, evidence, hits, traversal provenance, and context-pack contracts.
The default storage topology is single_sqlite; application::runtime::storage exclusively validates this selection. Set
RELAY_KNOWLEDGE_STORAGE_TOPOLOGY=partitioned_sqlite keeps global control state
in the main database while repository, catalog, routing, diagnostics, status,
totals, and checkpoint/file/lifecycle/retention indexing owners coordinate shards
under the runtime data directory. Repository-set overlay refresh still requires
single_sqlite until cross-shard import/export aggregation is implemented.
After partitioned shard catalog rows become active, startup with
single_sqlite fails fast; keep the partitioned topology enabled or perform an
explicit rollback that clears the shard catalog and files.
Shard routes are resolved from the current runtime data directory, so backups
and restores must keep the main database and stores/repositories/ together.
The control plane continues to own task leases, audit, operator state, topology
catalogs, and diagnostics; data-plane shards only execute reads and writes
authorized and budgeted by shared application services. See
Service Deployment, Control Plane, and Data Plane
for the full contract.
The storage contract includes the v1 code graph data surface for tree-sitter
output. SQLite code_graph keeps a declaration-only facade over physical batch/,
schema/, query/, and tests/ directories. schema owns DDL, batch owns
transactional replacement, while its query owners keep bounded reads and direct tests.
SQLite writes stay on a single writer lane. Code queries, reports, graph reads, file queries, and health diagnostics use bounded read-only connections where SQLite WAL permits concurrent committed-snapshot reads.
After bulk code-index snapshot apply or checkpointed finalize, SQLite storage
runs best-effort PRAGMA optimize and PRAGMA wal_checkpoint(PASSIVE).
health --format json and graph inspection expose graph.sqlite diagnostics
with journal mode, WAL size, last maintenance time, and any maintenance error.
Maintenance timestamps and errors are persisted in SQLite so service restarts
and one-shot worker exits do not erase the last attempt. Under
partitioned_sqlite, those fields aggregate the control database and all active
repository shard databases through read-only shard diagnostics. If any active
shard cannot be inspected, the aggregate keeps the shard error and reports an
unknown WAL size instead of presenting a partial total.
Public health is a liveness-safe read. It does not enqueue index refresh work,
and under storage pressure it returns stale/degraded storage_busy diagnostics
instead of waiting for indexing to finish.
Code Indexing
Code repository indexing currently parses Rust, Python, JavaScript/JSX,
TypeScript/TSX, Go, Java, Kotlin, Scala, C, C++, C#, Ruby, PHP, Swift, Bash,
SQL, Markdown, XML, Bazel/Starlark, Make, CMake, Dockerfile/Containerfile, Java
properties, TOML, INI, YAML, JSON, Go module files, Ninja, Jinja2, and Go
templates with tree-sitter grammars. Physical code::index subdomains separate filesystem delta, full/incremental snapshots, planning, impact paths, and deleted symbols; worktree overlays further separate change recording, directories, scope, plan, snapshot, and untracked policy with direct tests. The code::parser root contains only its facade, cross-domain tests, and named physical subdomains; shared chunks, manual extraction, node/range primitives, record materialization, syntax capture, and text validation each have a dedicated owner. Its languages root keeps C-family references, configuration definitions, enum members, and Markdown imports in physical, directly tested shared domains beside language-specific directories. Structured configuration parsing keeps call aggregation, language detection, key/value facts, knowledge-map facts, normalized records, and source-line primitives in directly tested physical code::config_files owners. code::parser::file separates shared parse contracts, parse-status diagnostics, text-only topics, route projection, and feature-flag projection into direct-tested owners; feature-flag comment shielding, boolean configuration scanning, and extractors likewise live in named, directly tested subdomains.
The file facade retains parsing orchestration; unsupported or degraded files fall back to text chunks.
SQL files contribute schema object symbols such as tables, views and materialized views, functions and procedures, triggers, and types, plus SQL object references and function/procedure-call edges.
Same-scope local file, template, and build-target references are resolved during finalize when unambiguous. External or ambiguous configuration relationships stay unresolved metadata.
Registration rejects language filters so mixed-language repositories keep their
full language surface; use query-time --language to narrow results.
C/C++ macro-heavy files can be conservatively recovered as parsed when errors
are isolated to macro expansions, typedef-style external-header declarations
such as Nginx/Kong module tables, GCC/Clang-style declaration attributes and
inline extensions such as __attribute__((always_inline)),
attribute((always_inline)), and __always_inline, bounded preprocessor
directives, or recognized decorator-bearing declarations with
declaration-shaped bodies. Recovery still requires reliable structured facts
such as symbols, references, or imports.
C/C++ recovery keeps declaration-head token/type/qualifier recognition separate
from function-signature, parameter, operator, method-suffix, postfix-attribute,
and recovery-decorator recognition. The signature owner depends one-way on the
lower declaration and literal-aware scan owners, and both carry direct sibling tests; the C-language adapter keeps declaration symbols, GCC recovery, lexical predicates, macro functions, node kinds, and preprocessor lifecycle in physical, directly tested owner directories, with parser-wide C/GCC scenarios under languages/c/tests/; the C++ adapter keeps deterministic tree-sitter classification in directly tested node_kinds/, and manual head rules, decorated type recovery, and structured/GCC-decorated function recovery in directly tested manual::{lexical,type_definitions,function_definitions} owners, while manual header recovery delegates byte-stable text, top-level scans,
class/member name recognition, and nested member collection to directly tested cpp_header_recovery::{source_text,top_level_scan,declarators,member_collection} owners. These owners are real directory modules with direct sibling contracts, not facade files plus production path redirects.
Full Git repository indexing first discovers the tracked source layout; source/layout/discovery owns bounded root inference and effective filters, source/layout/path_scope owns normalized intersection and submodule-child projection, source/layout/selection owns Git/filesystem admission reasons, source/layout/scoped_snapshot owns source resolution, selected entries, effective filters, content hashes, and filesystem-ref consistency, source/layout/preview owns bounded exclusion/largest-file samples and preview counts, and source/layout/impact_partition owns stable in/out-of-scope change partitioning. SQLite snapshot persistence keeps repository attachment, metadata/scope import, and its direct legacy regression in code/snapshot/repository_import, while scope_tables owns the table-copy contract shared with incremental scope cloning. It then
uses resource-bounded SQLite batches with durable checkpoints and a finalize
phase for cross-batch references, includes, and call edges, so large scopes
expose indexing progress without replacing the previous fresh scope until
finalization succeeds.
Non-Git batch plans and delta snapshots recheck planned file content hashes before accepting live bytes, so a live edit cannot be committed under an older filesystem synthetic snapshot.
Non-Git source directories use filesystem synthetic snapshots. When no path
filter is supplied, they default to source/config/documentation whitelisted
roots and do not walk unrelated directories. Explicit path filters opt into
matching broad build, cache, and dependency directories, and --path . opts
into the whole root.
Incremental updates use the same source-layout policy when new files appear
outside src/.
A cold full repo index queues a durable code-index task through storage::sqlite::code::tasks::queue and returns a task
handle immediately. The CLI starts a bounded single-shot worker,
non-interactive agents can call
repo index-worker --task-id <id> --format json for one explicit drain attempt,
and service run drains the same queue with a bounded code-index worker pool;
application::runtime::worker owns endpoint validation and concurrency from
RELAY_KNOWLEDGE_CODE_INDEX_MAX_IN_FLIGHT, plus one set-overlay refresh worker.
Local CLIs can query a deployed resident service with --remote <base-url> or
RELAY_KNOWLEDGE_REMOTE_BASE_URL. Remote repository index commands submit
durable tasks to the service and return task/status/checkpoint JSON; the remote
service run --web worker pool drains those tasks rather than the local CLI
running repo index-worker. Remote read-only repository graph commands
(repo list, repo query, repo context, repo feature-flags, repo impact,
repo report, repo software, and repo view) read service-host index state and preserve their CLI --kind
arguments. Remote maintenance commands such as
repo index --reset and repo index-worker are rejected by a remote-selected
CLI and must be run on the service host; storage::sqlite::code::tasks::reset owns the atomic local reset. Remote dispatch validates the remote
URL and outbound network settings before HTTP; unrelated local runtime and
retrieval settings are validated only when a command falls back to local state.
Distinct task fingerprints are queued and leased independently, while identical full-index fingerprints reuse the active task.
repo query, repo context, and repo feature-flags with allow-stale continue serving the
latest compatible completed scope when the requested ref and filters are still
being indexed, marking the response stale rather than blocking behind the
writer.
repo status reports active_task, checkpoint counters, and scope retention; storage::sqlite::code::tasks::status owns task lookup and the bounded queue projection, while checkpoint owns scope and latest-progress reads.
repo list returns the stable status inventory of repositories with at least one completed indexed scope and omits registrations that have never completed indexing.
Successful background tasks retain the active scope, the two latest completed
scopes, and unfinished task scopes while pruning older repository scopes; storage::sqlite::code::tasks::retention owns that plan and its transactional cleanup.
Code-index task leases are attempt-scoped, with claim, renewal, listing, and bounded recovery owned by storage::sqlite::code::tasks::lease. Expired running leases are recovered
to retry or dead-letter before claim/status paths report them; storage::sqlite::code::tasks::completion owns the lease-checked success, retry, and dead-letter transitions. Stale workers
cannot complete or fail a reclaimed task, and active workers renew the lease
before expensive batch parsing, after each committed checkpoint batch, around
finalization, and before task completion.
Stores that do not implement the optional lease recovery/renewal hooks keep
status and indexing reads compatible by treating those hooks as no-ops.
Checkpoints expose updated_at_ms in JSON status so operators can distinguish
slow progress from a stuck task.
Source Scopes and Overlays
Repository source scope is not limited to a top-level src/ layout. Index
planning inspects tracked paths before parsing, so real source under
external_deps/, packages/, modules/, plugins/, extensions/,
Sources/, lib/, and nested JVM source roots is indexed by default.
Clean Git snapshots treat the tracked tree as the directory authority inside
the registered and requested path scope. Tracked .cloudbuild/, .cid/,
.build_config/, build/, dist/, vendor/, and third_party/ paths are
eligible instead of being rejected by name.
Non-Git source directories do not have a tracked tree authority, so the default
scan is whitelist based. Root-level supported source/config/docs files and
source-like roots such as src/, include/, lib/, Sources/, packages/,
modules/, plugins/, extensions/, docs/, and config/ are eligible,
while build/, dist/, target/, node_modules/, vendor/, third_party/,
cache, virtualenv, and coverage directories require explicit path opt-in.
That opt-in is path-specific: --path src must not hash node_modules/ or
target/, while --path build or --path build/generated.rs opts into the
matching broad directory and --path . opts into the whole root.
--path is the CLI flag for a path filter. Use it during repo register to
store the indexed scope, and during repo query or repo feature-flags to
narrow reads inside that scope. repo index does not accept --path; it
indexes the registered scope for the selected --ref.
Default non-Git scans descend only into directories that can contribute
whitelist content. Filtered non-Git scans descend only into requested paths and
bounded discoverable source roots, so unrelated siblings such as private/ are
skipped instead of being read before selector filtering.
Git probe failures on a directory with Git metadata, such as unsafe ownership
or corrupt .git, fail loudly instead of falling back to non-Git filesystem
indexing.
A default --path src registration is expanded for discovered source roots
during indexing, while precise selector path filters still narrow queries and
avoid widening into unrelated dependency trees.
Non-Git filesystem: snapshot ids are computed from the effective indexed
scope after discovery, so unindexed file edits do not move the scoped ref.
Queued synthetic refs, full-index batch reads, and incremental delta bytes are
verified before live bytes are accepted, and incremental deletes still remove
files from previously discovered roots.
Non-Git moving-ref resolution uses the effective path and language filters for
the indexed scope. Non-Git impact path collection uses the same effective
indexed filesystem filters, including explicit broad-directory opt-ins.
For the normal non-Git workflow, register with the desired --path filter,
then use repo index <alias> --ref HEAD and query --ref HEAD; the indexed
commit recorded in status is the resulting filesystem:<hash> snapshot.
Git ref normalization for query/status paths uses cheap ref/tree resolution instead of walking the full tracked tree. Git branch, tag, and worktree selectors resolve to scoped commit/tree snapshots; indexed scopes remain queryable by explicit ref, rebase or force-moved heads require a new index before query, and same-tree branches reuse the same scope while preserving requested-ref audit metadata.
Worktree overlays use Git status for Git repositories. Their narrow worktree_overlay::mod facade delegates identity/snapshot assembly to snapshot, regular path classification and recording to change_recording, and bounded submodule transitions to the physical gitlinks/ subdomain.
.gitignore-ignored untracked files are skipped, broad directories require explicit path opt-in, and every overlay behavior owner carries direct same-level unit tests.
The physical code/source root separates change-status parsing, bounded declaration fallback, non-Git filesystem policy, filter constants, Git execution, ref/snapshot resolution, and source-root candidates into directly tested owner directories. Tracked-entry admission lives in changes/scope; bounded recursive tree enumeration and submodule-state reporting live in paired-test changes/tracked_entries; validated name-status loading lives in paired-test changes/diff; changes/submodule_repository owns safe worktree/gitdir resolution.
Gitlink and submodule source access is grouped under code/source/gitlink/.
Tree commit detection, child-filtered entry discovery, initialized or
deinitialized submodule blob reads, and worktree-root validation share a
dedicated entries owner with direct unit tests; incremental and worktree
overlay paths reuse that boundary. Two-sided submodule change classification,
bounded nested-gitlink recursion, worktree/git-dir diff fallback, scoped entry
expansion, and budget enforcement live in a separate diff owner. Impact
orchestration, two-sided fallback merging, stable deduplication, and final
budget validation live in the paired-test impact owner; gitlink::mod
remains a declaration and re-export facade.
Registering the same repository root with an additional alias preserves prior
aliases and resolves all aliases to the same repository id.
repo remove <alias> deletes that repository's runtime registration, aliases,
index scopes, tasks, repository-set membership and overlays, and software
projections without deleting source files on disk; after removal, the same path
or alias can be registered again.
Code Retrieval
Code graph v1 responses distinguish stable canonical_symbol_id values from
snapshot-bound symbol_snapshot_id values. Reference, call, import, and SBOM
dependency hits expose target_hint, resolution_state, confidence basis
points, and confidence tier so unresolved, ambiguous, declared, or locked edges
are visible instead of being reported as certain calls.
Import resolution covers local same-repository imports for every tree-sitter language listed above, including JavaScript/JSX, Kotlin, Scala, C#, PHP, Rust, and Swift. Package-manager or SDK imports without authorized indexed source remain unresolved edge metadata rather than parser degradation.
Python type-reference parsing separates literal-aware function-signature
annotation scanning from tree-sitter node classification. The
languages/python/annotations owner handles wrapped parameter and return
annotations, default-expression boundaries, and file-local type parameters,
with direct sibling tests; the Python module facade retains node-context and
local-type-reference resolution.
Web route detection groups Express orchestration, import/factory and
application/router alias discovery, call/path syntax, argument/handler parsing,
bounded multiline statement aggregation, direct and chained registration
recording, mount discovery, and mount materialization under one
detect/express/ subdomain with direct unit tests for each owner. The physical
detect/lexical/ boundary keeps Python static route strings and JavaScript
comment/string/regex lexical state in separate language owner modules rather than a
generic shared implementation across language boundaries. Spring annotation and
Java type-scope detection is grouped under its own detect/spring/ subdomain;
Java comment/text-block filtering and declaration recognition have a dedicated
owner, while annotation path/method attribute parsing has another dedicated
owner. Bounded multiline annotation aggregation is isolated from both, and
mapping-kind and RequestMapping semantics have their own owner; every owner
carries direct unit tests. Class-prefix derivation, method combination, URL
joining, and route-fact deduplication are isolated in Spring materialization.
Flask/FastAPI decorators, router mounts, and Python route materialization are
grouped under detect/flask/; Python triple-quoted-string and comment lexical
state, bounded multiline statement aggregation, and call-argument parsing each
have dedicated owners with direct unit tests. Argument parsing owns top-level
boundaries, keyword values, route paths, method collections, named handlers,
router identifiers, and static-versus-dynamic mount prefixes. Router declaration,
late-merge, include/register mount recording, and framework resolution share a
separate router-state owner. Receiver URL expansion, mount-prefix joining,
dynamic-prefix filtering, route-fact creation, and deduplication live in a
dedicated materialization owner. Route decorators, add_url_rule, methods
overrides, receiver/handler recognition, and Python-function binding share a
registration owner.
Call graph retrieval resolves static same-repository cross-language edges for
C/C++, Go cgo C.*, and Rust FFI/bindings paths. This is code-graph evidence,
not full build-system or linker analysis.
Code repository lexical retrieval uses a SQLite FTS candidate table for
symbols, references, calls, imports, SBOM dependencies, and chunks. Effective
path filters apply before bounded scoring and graph-edge candidates use BM25.
FTS planning is split across public plan, hybrid recall, normalized terms, and
bounded compound-identifier owners with direct tests and one-way dependencies.
Fuzzy symbol recall remains broad while typed graph edges stay narrow; scoring
recognizes identifier parts, call direction, and declaration-shaped API chunks. SQLite code-store persistence is one physical storage::sqlite::code tree: batch, feature_flags, generated, impact, lifecycle, query, routes, schema, search, set, snapshot, symbols, tasks, tests, views, and workspace are named directories; behavior owners mount direct tests, cross-owner fixtures and regressions live under tests/, and the facade retains only composition and port implementation. The impact facade coordinates bounded retrieval while seed, evidence, and path_selection separately own graph seeds, SQLite evidence/hit mapping, and changed-path/language admission with paired tests. query::{hits,prepare}, tasks::worktree, set::refresh_tasks, and lifecycle::{cleanup,removal,report,status} belong to their real parents without production path redirects or duplicate file loading.
Call retrieval is a real code::query::calls module tree: mod.rs only declares owners and re-exports the query entry point, search coordinates bounded identity/FTS paths, row_store owns SQL and decoding, identity_query owns directional exact gates, hit_projection owns scoring and hit conversion, execution_order owns call-site ordering, and display owns caller labels. Named children continue to own ambiguous targets, caller counts, direction filters, indirect binding recovery, site/context scoring, and target ranking without root path aliases; focused owners carry direct same-level tests. Cross-cutting ranking likewise uses the real code::query::scoring tree, whose directly declared API-sequence, chunk-path, initializer, flow, inline-usage, interface, lifecycle, local-callable, path-ranking, and proximity owners attach their same-level regressions without root aliases. Hybrid planning uses the real code::query::hybrid tree: chunk/direct gates, exact-path decisions, and bounded planning are direct owners, while shared hybrid regressions are assembled through a physical tests::hybrid module. Import retrieval is a real code::query::imports tree: its facade only coordinates layered fallback, row_store owns bounded direct/identifier/FTS SQL and decoding, hit_projection owns enrichment/ranking/hit conversion, scoring owns ranking signals, path_context owns path/target classification, binding_terms owns named-binding and usage-term extraction, and targets owns target-symbol and usage context; focused owners carry direct tests and dependencies stay one-way toward primitives. Reference retrieval is a directly declared physical code::query::references domain, not a root alias: identifier_text owns identifier scans, identity_gate bounds exact admission, call_shape owns call recognition, same_name_path owns source-file demotion, and type_context owns parameter/type affinity; all carry direct regressions. The sibling chunks owner keeps exact definition/reference fallback admission, declaration scoring, and canonical-leaf matching, while chunks::search owns layered FTS planning, SQL/value binding, row mapping, and chunk scoring. The code-query facade also declares symbols directly rather than through code_query_symbols; symbol retrieval keeps orchestration, exact/API identity admission, FTS planning, row decoding, ranking, bounded direct recovery, and typed function-value interpretation in named owners, each with direct tests. The code-query root contains only accuracy, api_identities, calls, chunks, conversion_terms, excerpts, hits, hybrid, identifiers, imports, line_ranges, prepare, references, relevance, routes, rows, sbom, scoring, symbols, and tests directories plus its facade. Cross-domain primitives are directory owners, behavior tests live beside their owner, and consumers use real module identities instead of flat siblings, code_query_* aliases, or root #[path] redirects.
The shared code-query test root likewise contains only calls, field_filters, generated, hybrid, identity, line_context, ranking, score, and unit domains plus its declaration facade; the query-test facade declares each domain directly, and the code-store facade does not remount individual query regressions through cross-layer path attributes.
Graph retrieval keeps deterministic token signatures, local hashed vectors,
semantic overlap, cosine similarity, and identifier-aware lexical overlap in local_model/; aliases/, bm25/, bm25_fallback/, and
the context, derived, label-trigram, and ranking directories own their named behavior and direct tests. The shared retrieval::terms owner exposes only normalized terms used by reranking.
The physical read_model/ subdomain assigns DDL/retry to schema, rebuilds
to migration, document writes to documents, shared candidates/BM25 mapping
to candidate/bm25_hit, and retrieval orchestration to search; the sibling advanced/ subdomain separates relation/claim/event path assembly in path, temporal parsing and filtering in temporal, scoped summaries in community, shared event reads in event, and evidence grouping in support. SQLite graph-canvas projection likewise assigns request state/budgeting to context, stable node formatting to nodes, evidence/entity reads to knowledge, relation/claim/event reads to facts, and code facts to code, with owner-local tests and a validation-only facade.
Feature-flag extraction separates source-key rules, SDK receiver/call tracking, and shared literal-aware lexical primitives; each owner has direct sibling tests and the extractor facade only re-exports the stable internal surface. Repository-set orchestration assigns membership APIs to membership, moving-ref and fact-version freshness to status, set-specific storage errors to errors, and synchronous plus leased overlay rebuilds to refresh; the physical query/ domain separates pure overlay ranking in mod.rs, async member/fallback coordination in workflow, dependency API planning in plan, and ranking signals in domain_affinity and identity_coverage, with directly paired tests. SQLite repository-set persistence likewise separates member lifecycle/status mapping in code::set::membership from overlay status, refresh, import/export matching, and cross-edge reads in code::set::overlay; the code::set facade only re-exports their narrow entry points. Its paired-test manifest/ domain separates database coordination, Go workspaces, pnpm/package exports, module-key expansion, and bounded path/glob rules.
The physical code::set root contains only manifest, membership, overlay, refresh_tasks, and tests directories plus its facade. The three behavior owners carry direct mod_tests.rs; cross-owner workspace coverage and fixtures are isolated under tests/, so flat implementation or test siblings cannot return beside manifest/.
Code-index schema initialization keeps only ordering, legacy-column
compatibility, and migration orchestration in the code::schema facade.
Repository facts, durable index tasks, repository-set/workspace state, and FTS/retrieval
indexes have separate schema owners with direct sibling contract tests. The search_backfill owner isolates one-time FTS document
materialization for symbols, references, imports, dependencies, feature flags,
calls, routes, and chunks, plus search-metadata synchronization and
transactional call-document rebuilding after signature upgrades. Checkpointed
indexing gives code::batch/{checkpoint,dependencies,persistence,session}/ physical owner directories with direct mod_tests.rs,
and finalization similarly groups call targets/edges, files, imported/ordinary references, phases, search documents, and symbols into directly tested owners while cross-owner TypeScript cases live in finalize/tests; its imports/{module_paths,specifier,symbol_targets}/ owners pair bounded normalization/extraction/matching with direct mod_tests.rs beside the existing language subtree. Both facades retain only declarations and stable re-exports; shared code-identity import resolution separates
context/module paths, symbol matching, and outcome mapping with direct sibling tests. SQLite index lifecycle keeps
schema, cursor status, refresh diagnostics, metadata codecs, and durable task
queue behavior in separate owners; its facade contains only direct re-exports.
repo query --kind sbom returns dependency inventory facts extracted during
indexing from Cargo, npm, Go, Python, Maven effective pom.xml/BOM, Gradle,
and Conan manifest or lock files. It does not execute package managers, contact
registries, or provide vulnerability/license analysis.
Maven effective POM handling gives physical pom_path/, property_interpolation/,
and xml/ owners direct tests; model/ separates coordinate aliases, dependency management, and plugin/execution inheritance into paired-test owners while its facade composes parent/profile/BOM resolution.
Cross-owner review regressions remain under tests/, and all resolution uses indexed evidence only.
Call excerpts use a source_scope + symbol_snapshot_id chunk lookup and line
containment so high fan-out caller/callee queries do not multiply one call edge
across unrelated chunks.
Code repository queries also use bounded internal exact-text source fallback. The
code::search::candidate_scope owner applies safe-path validation, deduplication,
generated-path exclusion, path/language filters, and the 256-file budget before
materialization. materialization owns commit re-verification, byte/read budgets, and
temporary-tree lifecycle; scanner owns bounded excerpts and result ordering.
For non-Git filesystem commits, fallback first verifies that the current
synthetic snapshot still equals the indexed filesystem: commit. If it has
moved, fallback reports degradation instead of reading live files from a
different snapshot.
Definition fallback chooses the last identifier-like query target, so command words in natural-language prompts are not searched as symbols.
If the FTS read model is unavailable, candidate-path lookup first uses indexed path and chunk terms to keep source fallback query-aware. When no query-aware candidates can be produced, it reports the read-model degradation instead of scanning lexicographic file prefixes.
Only source-plannable definition, reference, and single-identifier hybrid queries may return empty indexed results for source fallback. Import, symbol, caller, callee, and non-plannable hybrid queries surface the read-model error instead of silently returning false negatives.
When earlier lexical layers already produced usable hits, later FTS-layer outages preserve those partial hits and mark them degraded instead of clearing them or hiding the outage.
Missing external dependency source is reported as unresolved edge coverage
metadata, not as degraded_reason. External dependency fallback searches use
the unresolved target hint rather than arbitrary user query text, stay below
structured import-graph evidence in ranking, and are marked with
text_fallback so agents treat them as current-repository source evidence, not
dependency-library graph evidence.
Candidate lookup, candidate-file, materialized-byte, and line-length budget failures degrade only the fallback layer. Structured code graph results remain available and report diagnostics.
For manual agent or maintainer inspection, prefer rg. If it is not installed,
use bounded grep -RIn searches with VCS and build directories excluded rather
than stopping source analysis.
GraphRAG, Workers, and Recovery
Hybrid retrieval uses SQLite-backed BM25, local semantic token signatures, local hashed-vector ANN, configurable external semantic/vector backend metadata, graph evidence fallback, schema-guided path traversal, temporal event retrieval, community summaries, and code graph documents.
It fuses candidates with reciprocal-rank fusion, applies a deterministic local rerank before final truncation, and returns a context pack with retriever sources, ranking and rerank explanations, entities, source spans, structured graph facts, direct graph path evidence, code artifacts, backend availability, freshness, truncation, and budget metadata. The BM25 read model indexes generated lexical aliases for entity labels and code symbols without returning those aliases as canonical labels.
Evidence can carry multimodal extraction metadata for text spans, image assets,
OCR text, captions, image embeddings, tables, and layout regions. Derived
OCR/caption/image evidence references a parent evidence item, retrieval groups
those hits by parent to avoid duplicate context items, and background or
maintenance workers commit OCR/caption/table/layout outputs through
commit_multimodal_extraction rather than query hot paths.
Operational productization uses storage::sqlite::operations::schema to initialize and compatibly upgrade worker-task, proposal, audit, and operator tables; operations::worker_tasks, proposals, and audit_events separately own worker queues, proposal/conflict lifecycle, and audit writes/queries, while service_operator owns silent-update operator state and JSON row mapping.
Multimodal ingest queues
embedding/OCR/vision/extractor work; worker run-once calls a configured HTTP
endpoint when available or creates a deterministic fallback proposal;
proposal accept commits through the same graph mutation path; and service
manager commands now expose staged install, upgrade, rollback, and uninstall
lifecycle plans. Plan assembly, forward/rollback steps, checkpoint files, bounded process execution, step policy, and platform definitions use directly tested owners. Dry-run
is the default; explicit service lifecycle ... --execute runs local file steps and platform service-manager commands with
rollback steps if a later stage fails; failures return the failed step id.
The evaluation module provides a pure GraphRAG harness plus a CI fixture gate
for exact fact, multi-hop, temporal, negative rejection, stale index, ambiguous
entity, and code impact observations.
Graph commits also persist Phase 2 index recovery metadata. Mutation log entries record affected scopes, entity ids, evidence ids, and source hashes, including scope moves and structured-fact evidence references. Scoped index cursors track kind/scope/modality freshness plus source hash, backend cursor, and optional model name/dimension metadata for semantic/vector workers.
application::knowledge/{ingest,multimodal,file_freshness,index_refresh,map}/
owns each workflow and direct UT; their callers share the bounded refresh queue. Its physical task_queue/
owners separate planning, enqueue/upsert, lease recovery, completion, failure,
and persisted record identity/decoding. All transitions remain lease-fenced,
bounded, observable, and recovery-safe. index_refresh.stale_reasons explains
index-family and scoped-cursor lag or failure by kind, scope, modality, lag
versions, and last error.
CLI Contract
Current CLI commands use the compiled relay-knowledge binary with git-style
subcommands:
The adapter groups global option/token parsing and command-family dispatch in the
paired-test interfaces::cli::command::parse owner; shared flag-value and
freshness validation live in command::values. CLI errors, grammar diagnostics,
exit-code classification, and stderr encoding live in command::diagnostics;
the root only re-exports these contracts and retains the process facade. Every command, files, grammar, knowledge, map, operations, remote, render, repo, repo_set, runtime, service, setup, spec, and version owner is a physical directory; behavior owners mount direct mod_tests.rs contracts, while the CLI root contains only those named domains, tests/, and mod.rs, without *_cli aliases or production path redirects. The
repository family keeps command data in repo::mod, grammar and validation in
paired-test repo::parser, and async service execution/rendering in paired-test
repo::runner; repo::view owns the nested view contract and workflow instead of appearing as a CLI-root sibling. Machine-readable command metadata uses the physical
spec::{data,files,repo,repo_set} module tree; repo::{lifecycle,indexing,retrieval} own repository builders and paired tests while data::{core,map,operations,service} own aggregation families. Process-free dispatch stays in runtime::dispatch; explicit versus environment remote selection and eligibility stay in runtime::selection.
RELAY_KNOWLEDGE_FILE_INDEX_ROOTS=/opt/docs
RELAY_KNOWLEDGE_MCP_ALLOWED_SCOPES=docs
repo-set refresh rebuilds cross-repository import overlay edges from the
indexed member snapshots. The overlay understands Go workspace/module manifests
(go.work, go.mod) and pnpm workspaces (pnpm-workspace.yaml plus package
package.json names, entry points, and exports). Nested go.work files only
scope go.mod filtering to their own directory tree, pnpm package globs only
match paths under the workspace root, and package keys are parsed from complete
workspace/package manifest content retained during indexing. pnpm root packages
are always included, a workspace without packages includes only the root
package, and exports takes precedence over main/module entry aliases.
Declared package exports entries also bind package subpath keys: conditional export
objects select a single preferred runtime target, wildcard subpath exports map
matching file patterns, and private files outside declared exports do not receive
synthetic package subpath aliases.
Imports that still cannot be matched to a member package are retained as
unresolved cross edges with target hint evidence.
Kind Reference
--kind values are command-local. Do not reuse a value from one command family
in another command just because the flag name is the same:
repo query --kindandrepo-set query --kindselect code retrieval intent:hybrid,symbol,definition,references,callers,callees,imports, orsbom. Userepo impactfor impact analysis andrepo feature-flagsfor feature flags instead of inventing query kinds.repo software --kindselects repository-wide software graph slices:dependencies,sdks,files,topics,relationships,build,iac,design, orall.index refresh --kindselects derived retrieval index families:bm25,semantic, orvector. Omitting--kindrequests every supported index family.worker status|run-once --kindselects background worker families:embedding,ocr,vision, orextractor.map source add|update --kindlabels knowledge-map source categories:repo,file,doc,config,db,ci,runtime,wiki, ormonitoring.
Knowledge-map commands that read or write .knowledge/knowledge-map.yaml
discover the repository root from the process start directory. Discovery walks
up to the first .git or .knowledge marker and falls back to the nearest
AGENTS.md for compatibility. If no repository marker is found, the command
fails with a stable error instead of writing runtime state into the current
directory. map agent-snippet does not require repository-root discovery.
CLI parameter meaning is part of the public contract. Skills and other LLM tools
should inspect relay-knowledge help --format json before issuing commands. It
describes each command path, operation, read/write effect, required parameters,
defaults, allowed values, repeatability, examples, and notes.
Local file indexing roots must be absolute and present in RELAY_KNOWLEDGE_FILE_INDEX_ROOTS;
application::runtime::file_index owns root normalization, stable root IDs,
authorization and scan/query budgets before scanning. The application file_index subtree separates async APIs from the bounded scanner;
its physical content/ domain assigns read-byte accounting, extraction/chunking, and capability-root reads to budget, extract, and read, each with a directly paired test.
RELAY_KNOWLEDGE_FILE_INDEX_SCAN_TIMEOUT_MS sets the per-root timeout.
files query --format json returns freshness, cursor, lag, bounded-rescan, and
direct-source-read diagnostics; --freshness wait-until-fresh suppresses
pending, degraded, or overflowed answers until a bounded scan completes.
SQLite file_index keeps metadata schema, transactional root updates, retirement, path FTS search, diagnostics, content, and cross-owner tests in physical directory owners; its facade only re-exports stable store boundaries.
The nested content domain separately owns schema, identity, persistence, bounded FTS search, and fact-candidate extraction with paired tests;
the store adapter retains the stable file_index::content::search boundary, while production and test files never mix beside root subdirectories.
File Watcher (fs.watch)
The resident service run process starts the file watcher for registered code
repositories and pushes source-code changes into the durable code-index task
queue automatically. It is enabled by default on supported platforms.
RELAY_KNOWLEDGE_WATCHER_ENABLED=true
RELAY_KNOWLEDGE_WATCHER_DEBOUNCE_MS=3000
RELAY_KNOWLEDGE_WATCHER_MAX_WATCH_DIRS=1024
RELAY_KNOWLEDGE_WATCHER_HASH_CACHE_CAPACITY=4096
The watcher root keeps config/, event_filter/, hash_cache/, and task_seed/
as directly tested owners; engine/ separates handles, the notify event loop,
repository registration, task projection, and diagnostics. Events remain debounced,
hash/path-filtered, and queued through existing leases, retry, and dead-letter handling.
Diagnostics (state, watched repositories, event/drop and queued-task counts,
degraded reason) appear in service status --format json.
Semantic and Vector Backends
Semantic/vector read-model metadata enters only through the env boundary;
application::runtime::retrieval exclusively owns typed backend, rerank, and
remote-embedding validation. Defaults are local; external metadata uses:
RELAY_KNOWLEDGE_SEMANTIC_BACKEND=external
RELAY_KNOWLEDGE_VECTOR_BACKEND=external
RELAY_KNOWLEDGE_LLM_PROVIDER=openai_compatible
RELAY_KNOWLEDGE_EMBEDDING_BASE_URL=https://api.example.com/v1
RELAY_KNOWLEDGE_EMBEDDING_API_KEY=...
RELAY_KNOWLEDGE_TEXT_EMBEDDING_MODEL=text-embed-3-small
RELAY_KNOWLEDGE_IMAGE_EMBEDDING_MODEL=clip-vit-b32
RELAY_KNOWLEDGE_EMBEDDING_DIMENSION=1536
RELAY_KNOWLEDGE_SEMANTIC_BACKEND and
RELAY_KNOWLEDGE_VECTOR_BACKEND also accept local and disabled. Disabled
read-model backends are excluded from semantic/vector retrieval execution and
refresh scheduling; blank embedding model names fail during runtime
configuration.
Settings and Graph Facts
The Web Settings page groups agent interoperability, retrieval defaults, and model providers. Agent/retrieval settings read the same redacted runtime and service diagnostics to prepare MCP exposure, scope policy, audit, and external model environment variables, including the configured MCP origin allow-list.
Model provider settings manage named chat/completion profiles, fallback
policies, catalog refresh from models.dev, endpoint probes, and model
discovery through /api/configs/model/*; model_provider::profiles owns profile CRUD, secret
preservation and runtime-profile resolution; model_provider::profile owns public profile contracts, persisted shapes, and redacted projection; profile_config owns normalization and validation; model_provider::fallback owns fallback types, defaults, validation, and persistence; model_provider::catalog owns catalog contracts, cache fallback, refresh, and payload parsing; model_provider::connectivity owns probe/discovery contracts, QoS HTTP workflows, redaction, and diagnostics. Profile and fallback files live under the resolved config directory as model-profiles.json and
model-fallback.json; the public catalog cache lives under the resolved cache
directory as model-catalog-cache.json. Secret values are accepted only on save
and are returned to the browser as configured booleans or redacted headers.
Profile updates preserve redacted stored header secrets unless a replacement
value is supplied, and API callers can set clear_api_key=true to explicitly
remove a stored API key during header-only migrations.
The CLI ingest command writes evidence plus entity labels. The shared API also
accepts richer Phase 1 graph facts for adapters: evidence source_path, source
span, confidence, lifecycle status, typed relations, claims, and events that
reference evidence ids. Structured facts must cite supporting evidence, supplied
confidence, span, and version-range fields are revalidated after deserialization,
and retrieval only uses accepted or proposed evidence as context. Context
pack items now expose direct graph_paths derived from those structured facts
so agent callers can cite one-hop relation, claim, or event paths alongside raw
fact provenance.
Web, MCP, and ACP
service run --web --mcp streamable-http starts the same-port Web diagnostics,
/api/*, and resident MCP Streamable HTTP adapters on the configured local HTTP
bind, defaulting to http://127.0.0.1:8791/ and
http://127.0.0.1:8791/mcp. MCP is disabled unless requested by the command or
RELAY_KNOWLEDGE_MCP_STREAMABLE_HTTP_ENABLED=true; graph tools require
RELAY_KNOWLEDGE_MCP_ALLOWED_SCOPES unless
RELAY_KNOWLEDGE_MCP_ALLOW_UNSPECIFIED_SCOPE=true is explicitly configured or the requested scope matches a code repository alias already registered in this runtime. The physical Web adapter keeps assets/, files/, model_config/, operation_request/, and code/ as named subdomains with directly paired tests; web/mod.rs only composes their routes and shared response/error boundary, while assembled-router file integration coverage remains facade-owned. The code/ domain assigns versioned repository routes to mod.rs, CLI-shaped index payload mapping to index_request, and code-view payload mapping to view_request, without flat feature siblings or production #[path] redirects. The physical MCP root groups audit, HTTP, JSON-RPC, metrics, notifications, prompts, resources, scope authorization, session state, tool contracts, and the tool registry into directly tested owner directories, while assembled protocol/tool scenarios and fixtures live under mcp/tests/. Its runtime/ subtree gives shared server state, HTTP transport lifecycle, JSON-RPC dispatch, cancellable tool execution, built-in read-only tools, and method-error mapping to runtime::{server,transport,dispatch,tool_runtime,builtin_tools,method_error}; code-tool schemas, requests, retrieval, and insights remain under focused code_tools owners.
application::runtime::agent owns these endpoint, origin, scope,
request-budget, and audit-queue settings. Registered repository aliases are
promoted into a process-local MCP allow-list on first use; unknown scopes are still rejected with the missing
scope and the exact RELAY_KNOWLEDGE_MCP_ALLOWED_SCOPES=<scope> repair hint.
The adapter validates initialize params, then issues an unpredictable
Mcp-Session-Id. Clients must send notifications/initialized, then include
that session header and MCP-Protocol-Version on later calls so ping, tool
requests and notifications/cancelled stay bound to the issued session.
Missing session headers are rejected with HTTP 400; unknown or evicted session
IDs are rejected with HTTP 404.
MCP discovery is storage-cold: initialize, notifications/initialized, and
tools/list register and return static schemas without opening SQLite. Storage
opens lazily on the first storage-backed tool call, and the first tools/list
per session records an initialize-to-tools-list cold-start metric. Code query
tools return an explore_budget based on indexed file count, cap oversized
result sets for agent context, reject free-text queries over 10,000 characters
and path filters over 4,096 characters, and return compact outlines for
container types when include_code=true.
The MCP tool surface includes graph retrieval, graph inspection, health,
service status, index status, authorized code graph queries, one-call codegraph
context packs, authorized
software global-model queries, repository-set code graph queries, and
authorized code impact analysis. Agent-facing kind selection reuses existing
product kinds: relay_code_query handles code graph kinds,
relay_codegraph_context composes bounded hybrid/definition/symbol entry
queries with references, callers, callees, imports, snippets, budget, freshness,
and truncation diagnostics,
relay_software_query handles software global-model kinds, and
relay_code_feature_flags handles configuration-driven feature flags. Common
agent aliases such as dependency, configuration, and models normalize to
the existing dependencies, relationships, and design kinds instead of
creating duplicate kinds. MCP does not expose index refresh or repository indexing;
run relay-knowledge repo index, relay-knowledge repo update, or
relay-knowledge index refresh from an explicit CLI/Web workflow before MCP
queries depend on fresh indexes.
The MCP server also advertises resources and prompts: resources expose service
status, health, index status, and Prometheus text metrics; the graph-wide
summary resource is advertised only when
RELAY_KNOWLEDGE_MCP_ALLOW_UNSPECIFIED_SCOPE=true. Prompts provide retrieval
and code-impact planning templates. /mcp/metrics exports a
small Prometheus-compatible snapshot for graph version, index refresh backlog,
dead letters, QoS request counts, and per-index stale state.
Agent requests write bounded in-process audit events with runtime identity,
scope, freshness, QoS decision, budget, truncation, result count, and status; the
physical interfaces/agent/audit/ owns the log and JSONL sink; policy/ owns shared validation and authorization policy, and both keep direct tests.
Set RELAY_KNOWLEDGE_AGENT_AUDIT_SINK_ENABLED=true to mirror those events to
the path-owned JSONL file logs/agent-audit.jsonl; its bounded async queue is
controlled by RELAY_KNOWLEDGE_AGENT_AUDIT_QUEUE_DEPTH and capped at 65536 entries.
The local ACP session adapter exposes the same retrieval contract for agent-client sessions, including progress updates, cancellation, and context artifacts. Foreground service startup runs a recovery pass that refreshes stale index cursors before accepting resident adapter work.
Browser Checks
Web diagnostics, operation workspace, and browser integration checks:
The static workspace exposes health, GraphRAG, graph canvas, index, worker, and
operation-composer diagnostics through the same bounded Rust HTTP service.
See Web Workspace Capabilities
for user workflows and
Engineering Hard Constraints
for the operation_request and assets ownership and sibling-test contracts.
Optional Hooks
Optional local hooks: