Gormes

Swarm Feature Parity Audit

Swarm Feature Parity Audit

This page records the 2026-04-28 sub-agent swarm audit for the question: how do we know all Hermes and Honcho features are mapped into Gormes?

The answer has three layers:

  1. Source-class coverage is executable. Upstream Coverage Ledger plus go test ./docs -run TestUpstreamCoverageLedgerMatchesSourceClasses -count=1 proves every feature-like top-level upstream source class is represented or explicitly ignored as repo hygiene.
  2. Raw feature-level gaps are recorded here. Five read-only parity agents audited separate Hermes/Honcho surfaces and found broad map coverage plus missing or vague feature-level rows. Those gaps are mapped below to Go targets and progress actions.
  3. Second-wave reconciliation is canonical. Hermes/Honcho To Gormes Go Runtime Plan classifies every broad subsystem as mapped-by-symbol, mapped-by-contract, owned, excluded, or still row-backed. No subsystem-level unknown/gap remains after that pass.

Do not claim implementation parity from this page. You may claim feature mapping completeness only when the source-class test passes, the runtime plan has no unknown/gap subsystem, and TestNestedUpstreamFeatureCoverage passes against available sibling upstream checkouts.

2026-04-27 Seven-Agent Pass

A second overnight reconciliation re-ran the audit as seven independent specialists (Hermes mapper, Honcho mapper, Go architecture planner, runtime/contracts auditor, test matrix planner, docs/register maintainer, gap classifier). Each specialist worked independently and reported back; the findings landed verbatim into the surfaces below. The five-lane register beneath this section is the lane-level view of the same investigation.

SpecialistScopeOutputs landed inVerdict
Hermes mapper (#1)Full Hermes feature inventory of run_agent.py, agent/**, agent/transports/**, tools/**, environments/**, gateway/**, cron/**, hermes_cli/**, mcp_serve.py, acp_adapter/**, plugins/**, skills/**, optional-skills/**, tui_gateway/**, web/**, website/**, packagingfeature map provider/tool/gateway rows, this register, runtime plan nested matrix200-feature taxonomy with 11 hidden risks (notably environments/ vs tools/environments/ name collision, gateway/restart.py exit-code-75 contract, gateway/whatsapp_identity.py JID collapse, cli-config.yaml.example 51 KB schema, dashboard plugin SPA contract, skills/index-cache/*.json four third-party indexes, gateway/builtin_hooks/boot_md.py agent-spawning startup hook).
Honcho mapper (#2)Full Honcho feature inventory of src/**, migrations/**, database/**, docs/v1..v3/**, sdks/**, mcp/**, honcho-cli/**, examples/**, tests/**, deploy/config filesfeature map Goncho rows, this register, runtime plan nested matrix169-feature taxonomy plus a 30-tool MCP catalog, full v3 endpoint matrix (44 endpoints), 25-migration timeline, dreamer surprisal-tree taxonomy (rptree/kdtree/balltree/covertree/lsh/graph/prototype), and explicit database/init.sql (CREATE EXTENSION vector) deploy divergence.
Go architecture planner (#3)Go-native package boundaries and deep-module interfaces for 30 subsystemsfeature map Go architecture target table, runtime plan classificationsDeep-module score per subsystem; flagged eight risk-of-shallow areas (provider transport, prompt builder, operator tools, channel adapters, API server, plugins SDK, observability, packaging) with widening recommendations.
Runtime/contracts auditor (#4)Six-bucket classification of every internal/**, cmd/**, www.gormes.ai/** packageruntime plan classification column, this register’s classification column50+ packages classified; flagged duplicate internal/discord vs internal/channels/discord (both target gateway/platforms/discord.py), dormant internal/pybridge, thin internal/telemetry vs Honcho’s multi-file src/telemetry/**, and missing operator-tool symbols in Phase 5.N.
Test matrix planner (#5)Nested feature-level coverage test matrix and fixture donor mapTestNestedUpstreamFeatureCoverage matrix, fixture donor recommendationsIdentified 18 nested-glob registries needed; ~150 missing Goncho coverage rows (router endpoints × success/empty/auth/pagination, CRUD invariants, MCP tools, SDK matrices, honcho-cli commands); 3 missing Go channel packages (matrix, mattermost, yuanbao); top-10 broad-glob risk register.
Docs/register maintainer (#6)Edit plan for the six target planning docs (this page, feature map, ledger, parity-map, progress-row contract, upstream coverage test)this section, ledger rows for cli-config.yaml.example/constraints-termux.txt/tinker-atropos/database/init.sql, test extensions for .sql/.txt/.example source detection, assets/ ignored entriesSeven new ledger entries; test source-extension expansion landed; six runtime-plan classifications stay accurate after detection extends.
Gap classifier (#7)Seven-bucket classification of every Hermes/Honcho subsystem and every progress.json subphase, plus phase countsthis register’s classification, runtime plan splits, Row Split Candidates From Swarm table337 complete · 146 planned · 31 porting · 2 owned · 2 converged across progress.json; 33 enumerated unknown/gap items each with sub-agent task brief; 10 builder-ready row proposals; ~16 umbrella rows still need splitting (3 in Phase 4, 13 in Phase 5).

The seven-agent pass re-confirmed the 2026-04-28 verdict at higher resolution: source-class coverage stays executable, no subsystem-level unknown/gap remains, and the feature-level gap register below carries the remaining row-split work into existing phase anchors.

2026-04-28 Swarm Lanes (Five Lanes)

LaneUpstream scopeVerdict
Hermes runtime/providersrun_agent.py, agent/**, environments/agent_loop.py, trajectory_compressor.pySource-class covered; feature-level transport, trajectory, Moonshot, OAuth, compression, prompt, and credential rows need sharper anchors.
Hermes tools/security/pluginstools/**, plugins/**, skills/**, optional-skills/**, acp_adapter/**, mcp_serve.pySource-class covered; ACP/MCP/plugins/skills/sandbox/browser/security/operator-tool coverage is too broad.
Hermes gateway/CLI/releasegateway/**, cron/**, hermes_cli/**, tui_gateway/**, web/**, website/**, packaging/deploy filesSource-class covered; gateway operator, dashboard management, CLI umbrella, channel bootstrap, and release rows need splits.
Honcho core/Gonchosrc/**, migrations, routers, CRUD, dialectic, deriver, dreamer, vector, telemetry, webhooksSource-class covered; API, CRUD invariants, queue, document tree, dialectic/dream execution, webhooks, telemetry, and divergence rows are missing or vague.
Honcho SDK/docs/MCP/CLI/deploydocs/**, sdks/**, mcp/**, honcho-cli/**, examples/**, tests/**, deploy/config filesSource-class covered; SDK refs are stale and OpenAPI/MCP/CLI/deploy/example/test fixture rows are missing.

Canonical Surfaces And Ownership

SurfaceCanonical fileClassification
Source-class inventoryUpstream Coverage Ledgermapped-by-symbol at top-level source-class granularity
Feature-family mapHermes And Honcho Feature Mapmapped-by-contract
Reconciled implementation planHermes/Honcho To Gormes Go Runtime Planowned planning surface for Go package targets, classifications, dependency order, and row split candidates
Executable nested coverage gatedocs/upstream_coverage_test.go::TestNestedUpstreamFeatureCoveragemapped-by-symbol for representative nested upstream paths
Implementation backlogdocs/content/building-gormes/architecture_plan/progress.jsonowned canonical register; no side backlog

Feature-Level Gap Register

Every gap below must resolve to one of three states before implementation:

  1. an exact builder-ready progress.json row;
  2. an owned or excluded decision in the runtime plan with replacement proof;
  3. a nested coverage matrix entry that keeps the gap visible until split.

Hermes Feature-Level Gaps

GapUpstream refsGo targetClassification / progress action
Provider transport abstraction../hermes-agent/agent/transports/{base,types,chat_completions,codex,anthropic,bedrock}.pyinternal/hermes transport interfaces and stream/event fixturescomplete in Phase 4.A row Provider interface + stream fixture harness; internal/hermes/provider_transport_contract_test.go proves ProviderTransport request building and fixture replay for chat_completions, anthropic_messages, bedrock_converse, and codex_responses. Remaining provider-specific live auth/routing/error features stay row-backed under their adapter rows.
Trajectory compressor../hermes-agent/trajectory_compressor.pyinternal/transcript, internal/audit, internal/telemetry, internal/hermesPhase 4.E row Trajectory compressor + compressed-evidence lineage now ports the pure protected-region compression metrics and redacted audit lineage; provider selection, async directory processing, and CLI/batch IO remain future row-backed work.
Moonshot/Kimi schema sanitizer../hermes-agent/agent/moonshot_schema.py, ../hermes-agent/tests/agent/test_moonshot_schema.py, ../hermes-agent/tests/agent/transports/test_chat_completions.pyinternal/hermes schema sanitizercomplete in Phase 4.A row Moonshot/Kimi tool-schema sanitizer; internal/hermes/moonshot_schema_test.go covers sanitize_moonshot_tool_parameters, sanitize_moonshot_tools, is_moonshot_model, and request-boundary aggregator routing.
Google/Gemini OAuth correction../hermes-agent/agent/google_oauth.py, Gemini auth callersinternal/config, internal/cli, internal/hermesstill row-backed by Phase 4.G; fix feature-map ownership so Google OAuth belongs to Gemini/Google provider auth, not Codex OAuth.
Codex OAuth refs../hermes-agent/hermes_cli/auth.py, ../hermes-agent/agent/auxiliary_client.py, ../hermes-agent/run_agent.pyinternal/config, internal/cli, internal/hermesUpdate Phase 4.A/4.G refs so Codex auth uses Codex/ChatGPT credentials and stale-token refresh evidence.
Context compression internalscontext_compressor.py, manual_compression_feedback.py, context_references.pyinternal/hermes, internal/kernel, internal/transcriptPhase 4.B row Context references stable-handle parser now ports typed @ reference parsing and pending handle storage; expansion/injection, sensitive-path filtering, URL/git execution, manual feedback, and remaining compression internals stay row-backed.
Prompt builder internalsprompt_builder.py, skill_preprocessing.py, skill_commands.pyinternal/hermes, internal/skills, internal/cliAdd source refs and acceptance to Phase 4.C rows for context-file scan, HERMES.md discovery, frontmatter stripping, skill manifest, and skill system prompt.
Credential/rate/cache helperscredential_pool.py, credential_sources.py, prompt_caching.py, rate_limit_tracker.py, nous_rate_guard.pyinternal/config, internal/hermes, internal/telemetrystill row-backed by Phase 4.G/4.H; convert note rows into builder-ready credential, rate, and prompt-cache slices.
Raw tool-call parser matrix../hermes-agent/environments/tool_call_parsers/*.pyinternal/hermes parser/repair fixtures or dedicated parser packagestill row-backed by Phase 4.A/5.M; add parser fixture matrix before claiming raw model-output parity.
Telegram fallback transport../hermes-agent/gateway/platforms/telegram_network.pyinternal/channels/telegram, internal/configstill row-backed by Phase 2.B/7; add fallback network transport parity row if Telegram runtime needs upstream-compatible proxy behavior.
Hermes state/config migration../hermes-agent/hermes_constants.py, hermes_state.py, hermes_cli/config.pycmd/gormes, internal/config, internal/session, internal/memoryowned config layout plus row-backed migration path; add explicit migration command before claiming legacy state import parity.

Hermes Tooling And Operations Gaps

GapUpstream refsGo targetClassification / progress action
Yuanbao tool drift../hermes-agent/tools/yuanbao_tools.py, toolsets.py, model_tools.pyinternal/tools/testdata/upstream_tool_parity_manifest.jsonstill row-backed by Phase 5.A/7.E; refresh manifest for Hermes audit commit and include yb_query_group_info, yb_query_group_members, yb_send_dm, yb_search_sticker, yb_send_sticker.
ACP adapter slices../hermes-agent/acp_adapter/{auth,entry,events,permissions,server,session,tools}.pyfuture internal/acp or internal/plugins + internal/apiserverSplit Phase 5.H into registry/stdio launch, session lifecycle, event rendering, tool rendering, permission bridge, and model/slash-command state rows.
MCP server/runtime../hermes-agent/mcp_serve.py, tools/mcp_tool.py, tools/managed_tool_gateway.pyinternal/plugins, internal/tools, internal/apiserverSplit Phase 5.G rows for conversation bridge, resource/prompt wrappers, sampling runtime, prompt-injection scan, and OSV checks.
Plugin inventory../hermes-agent/plugins/**internal/plugins, internal/tools, internal/gonchoAdd Phase 5.I rows for disk cleanup, image generation plugins, and memory plugins beyond Honcho.
Skill catalog parity../hermes-agent/skills/**, ../hermes-agent/optional-skills/**internal/skills, docs/development-skills, cmd/gormesAdd Phase 5.F/6.C inventory rows for bundled and optional skill catalogs, provenance, enablement, and prompt snapshots.
Sandbox environment detailstools/environments/**, environments/**, tools/credential_files.py, tools/env_passthrough.pyinternal/tools, internal/cmdrunner, internal/configSplit Phase 5.B into local env scrubbing, SSH, managed Modal, file sync checksum/delete, credential mounts, and env passthrough.
Browser/media/security surfacesbrowser_*, browser_providers/**, tts_tool.py, voice_mode.py, transcription_tools.py, tirith_security.py, website_policy.py, url_safety.pyinternal/tools, internal/doctor, future browser/media packagesSplit Phase 5.C/5.E/5.J rows by CDP/dialog/snapshot/provider routing, voice state, TTS/transcription, URL/site/tool-output security.
Operator toolstodo_tool.py, clarify_tool.py, debug_helpers.py, send_message_tool.py, interrupt.py, memory_tool.py, rl_training_tool.py, mixture_of_agents_tool.pyinternal/tools, internal/gateway, internal/sessionsearchtool, internal/subagentAdd Phase 5.N rows for each operator-visible contract before handler ports.
Supply-chain and skills-index workflow parity.github/workflows/supply-chain-audit.yml, .github/workflows/skills-index.ymldocs/CI contract or cmd/repoctlstill row-backed by Phase 5.P/6; add a CI contract row if these workflows remain part of public operational parity.

Hermes Gateway, CLI, And Release Gaps

GapUpstream refsGo targetClassification / progress action
Channel directory/mirror/sticker cachegateway/channel_directory.py, gateway/mirror.py, gateway/sticker_cache.pyinternal/gateway, internal/channels/*, internal/storeConvert Phase 2.F.4 note rows into builder-ready slices for persistence, refresh/stale invalidation, mirror writes, and sticker cache injection.
Dashboard management routeshermes_cli/web_server.py, web/**, website/**internal/apiserver, www.gormes.ai, internal/configAdd Phase 5.Q rows for config/env/logs/OAuth mutation/theme/plugin assets, or mark unsupported routes as owned exclusions.
CLI umbrellashermes_cli/**, cli.pycmd/gormes, internal/cli, internal/config, internal/doctorSplit Phase 5.O umbrella rows into command-tree, auth/setup/config, management CLI, and diagnostics/log/status contracts.
Channel bootstrapgateway/platforms/**internal/channels/*, internal/gatewayAdd builder-ready metadata for Signal, Matrix, Mattermost, Feishu, DingTalk SDK, QQ, and Yuanbao transport/bootstrap rows.
Release and packagingscripts/release.py, Dockerfile, docker/**, docker-compose.yml, packaging/**, nix/**, flake.*installers, service units, OCI image, Makefile, cmd/gormes, www.gormes.aiSplit Phase 5.P into OCI/Docker, Homebrew, Nix/flake/NixOS, release artifact/versioning, service install, and public installer/site contracts.

Honcho/Goncho Feature-Level Gaps

GapUpstream refsGo targetClassification / progress action
SDK refs and fixture matrix../honcho/tests/sdk/**, ../honcho/sdks/typescript/__tests__/**, ../honcho/sdks/python/src/**, ../honcho/sdks/typescript/src/**internal/goncho, internal/gonchotools, future compatibility adapterFix stale ../honcho/sdks/*/tests refs and split 3.G into Python SDK matrix, TypeScript SDK matrix, and unsupported-field evidence rows.
OpenAPI v3 route manifest../honcho/docs/v3/openapi.json, ../honcho/src/routers/**, ../honcho/tests/routes/**future internal/goncho/http, internal/apiserverAdd 3.G/5.Q row for route shape, aliases, validation, status codes, pagination, errors, and unsupported-route evidence.
Honcho MCP catalog../honcho/mcp/src/tools/**, MCP README/instructionsinternal/gonchotools, internal/plugins, internal/toolsComplete in Phase 5.G row Goncho MCP tool catalog; internal/gonchotools/honcho_mcp_catalog_test.go proves all upstream MCP tool names are mapped, partially mapped with field-level degradation, or explicit unsupported rows.
Honcho CLI compatibility../honcho/honcho-cli/src/honcho_cli/**, testscmd/gormes goncho, internal/config, internal/doctorAdd row for command groups, JSON/table output, config preservation, ID validation, destructive confirms, and exit codes.
Deploy/config divergence.env.template, config.toml.example, Dockerfile, compose, fly.toml, docker/entrypoint.sh, database/init.sql, mcp/.dev.vars.examplecmd/gormes, internal/config, internal/doctor, release docsAdd owned/excluded divergence matrix for hosted FastAPI/Postgres/Redis/Fly/Alembic surfaces versus local Goncho.
CRUD invariantssrc/models.py, src/schemas/**, src/crud/**, migrationsinternal/goncho, internal/store, internal/memory, internal/sessionAdd row for workspace/peer/session/message/session-peer lifecycle, config merge/replace, metadata validation, sequence assignment, clone/delete cascades.
Deriver queue lifecyclesrc/deriver/queue_manager.py, src/deriver/**, src/reconciler/**internal/goncho, internal/cron, internal/doctorAdd row for queue item state, ownership, stale cleanup, errors, and queue.empty event evidence before LLM derivation.
Observation document treesrc/crud/representation.py, src/deriver/**, migrationsinternal/goncho, internal/memoryAdd row for explicit/deductive/inductive/contradiction observations, source IDs, duplicate replacement, soft delete, and derived-count semantics.
Dialectic and dream executionsrc/dialectic/**, src/dreamer/**, testsinternal/goncho, internal/kernel, internal/cronAdd fake-provider rows for tool-loop chat, reasoning levels, streaming finalization, scheduled dream execution, observations, and peer-card side effects.
Webhooks, keys, telemetrysrc/routers/{keys,webhooks}.py, src/webhooks/**, src/telemetry/**internal/apiserver, internal/gateway, internal/telemetry, internal/auditAdd rows for key creation, webhook CRUD/test/HMAC/delivery failures, queue-empty integration, local event names, and reasoning evidence.
Vector/reconciler divergencesrc/vector_store/**, src/reconciler/**internal/memory, internal/storeComplete in Phase 3.F row Vector store + reconciler divergence proof; internal/memory/divergence_test.go proves LanceDB/Turbopuffer/reconciler surfaces are explicit excluded divergence and SQLite semantic recall has no external sync-state dependency.
Goncho tool schema driftinternal/gonchotools/honcho_tools.go, internal/goncho/types.gointernal/gonchotoolsAdd small row to expose honcho_search.filters, honcho_search.limit, and honcho_context.include_dream_status if kept as public compatibility knobs.
Honcho API validation limits../honcho/src/schemas/api.py, ../honcho/tests/test_schema_validations.pyinternal/goncho/compat, internal/configstill row-backed by Phase 3.G; add metadata, ID regex, token limit, and message limit sanitizer fixtures.
Honcho effective config hierarchy../honcho/src/schemas/configuration.py, ../honcho/tests/unified/test_cases/config_*.jsoninternal/config.GonchoCfg, internal/goncho.Configmapped-by-contract but needs row split for workspace/peer/session/message override fixtures.
Honcho model config/provider bridge../honcho/src/llm/**, ../honcho/tests/llm/**internal/goncho, internal/hermes bridge or owned deterministic enginestill row-backed by Phase 3.G/4.A; fake-provider fixtures decide which hosted LLM behavior is compatible versus owned.
Honcho integration guides and examples../honcho/docs/v3/guides/**, ../honcho/examples/**, ../honcho/tests/unified/**internal/goncho/compat/testdata, docs examplesmapped-by-contract; import representative fixture examples before claiming guide-level compatibility.
Honcho live LLM tests../honcho/tests/live_llm/**fake/local LLM fixtures onlyexcluded for live-provider execution; any behavior needed by Gormes must move through hermetic ../honcho/tests/llm/** fixtures.

Required Next Planning Gates

The map can only be called feature-complete after these gates pass:

  1. Source-class ledger test passes.
  2. Swarm gap register contains no missing or vague entry without a builder-ready row.
  3. All feature-derived rows have source_refs, write_scope, test_commands or no_test_required, acceptance, and done signal.
  4. Rows with intentionally different Go behavior state owned or excluded and name the replacement test.
  5. A focused docs test checks selected nested source classes, not only top-level directories.

Update Rules

  • Do not add a side TODO list. Runtime work belongs in progress.json.
  • When a broad gap gets split, update the runtime plan, this register, and the nested coverage matrix in the same planner pass.
  • When Gormes intentionally diverges, record owned or excluded with a replacement proof or explicit live-only exclusion.
  • When a nested upstream path appears in a sibling checkout and is not in the matrix, add it or explain why it is repo hygiene.

Per-Pass Audit Index

Pass dateFormNotes
2026-04-27Seven-agentFirst pass to apply seven-bucket classification end-to-end and to add coverage detection for cli-config.yaml.example, constraints-termux.txt, tinker-atropos, and database/init.sql.
2026-04-28Five-laneLane-level summary of the same overnight investigation with the gap-register form below.

Each new swarm pass appends a row here and adds a ## YYYY-MM-DD ... Pass section above with the same specialist table template.

2026-04-27 Builder-Ready Row Candidates

The gap classifier proposed ten builder-ready rows that the next planner passes should write into progress.json. They are recorded here as the authoritative split list; each one names the parent phase anchor.

#Row namePhase anchorGo targetTest command (focused)Status
1Provider transport interface + stream fixture harness4.Ainternal/hermes.ProviderTransport + transcript fixtures across Anthropic/Bedrock/Codex/Chat-Completionsgo test ./internal/hermes -run ProviderTransport -count=1shipped 2026-04-28 (Phase 4.A row complete)
2Moonshot/Kimi tool-schema sanitizer4.Ainternal/hermes/moonshot_schema*.gogo test ./internal/hermes -run Moonshot -count=1shipped 2026-04-28 (Phase 4.A row complete)
3Trajectory compressor + compressed-evidence lineage4.Einternal/transcript/trajectory_compressor*.go, internal/audit/trajectory_link.gogo test ./internal/transcript -run TrajectoryCompressor -count=1shipped 2026-04-28 (Phase 4.E row complete)
4Context references stable-handle store4.Binternal/hermes/context_references*.go, internal/contextrefs/refs.go, internal/transcript/refs.gogo test ./internal/hermes -run ContextReferences -count=1shipped 2026-04-28 (Phase 4.B row complete; parser + pending handle store only, live expansion remains row-backed)
5Goncho keys + webhooks compatibility surface3.Ginternal/goncho/{keys,webhooks}*.go; HTTP route binding remains row-backed under the OpenAPI route parity slicego test ./internal/goncho -run Keys -count=1, go test ./internal/goncho -run Webhooks -count=1shipped 2026-04-28 (Phase 3.G row complete; internal key/webhook surface only, HTTP route binding and delivery workers remain row-backed)
6Goncho MCP tool catalog5.Ginternal/gonchotools/honcho_mcp_catalog*.gogo test ./internal/gonchotools -run HonchoMCPCatalog -count=1shipped 2026-04-28 (Phase 5.G row complete)
7Goncho HTTP route parity over OpenAPI v33.G/5.Qinternal/goncho/http/*go test ./internal/goncho/http -count=1shipped 2026-04-28 (Phase 3.G row complete; OpenAPI route manifest and unsupported-route contract only, handler binding remains row-backed)
8Goncho CLI command-tree parity3.G/5.Ocmd/gormes/goncho*.go, cmd/gormes/goncho_cli_parity_test.gogo test ./cmd/gormes -run GonchoCLIParity -count=1shipped 2026-04-28 (Phase 3.G row complete; command-tree manifest only, functional command execution remains row-backed)
9Goncho CRUD lifecycle invariants3.Finternal/goncho/crud_invariants_test.go, internal/goncho/sql.gogo test ./internal/goncho -run CRUDInvariants -count=1shipped 2026-04-28 (Phase 3.F row complete; local SQLite lifecycle invariants only)
10Vector store + reconciler divergence proof3.D/3.Ginternal/memory/divergence_test.go, internal/memory/vector_divergence.gogo test ./internal/memory -run Divergence -count=1shipped 2026-04-28 (Phase 3.F row complete)

Plus 23 additional unknown/gap items the gap classifier surfaced (sandbox env split, voice/TTS/transcription split, browser provider rows, ACP 7-row split, MCP server-side runtime split, operator-tool rows, CLI umbrella splits, dashboard mutation rows, SDK matrix split, deploy divergence matrix, prompt/audit/debug-bundle redaction, Google OAuth ownership re-anchor, deriver queue lifecycle, observation document tree, dialectic and dream fake-provider execution, Goncho telemetry, Honcho deploy divergence matrix, Yuanbao manifest refresh, Codex umbrella deletion, Yuanbao gateway/toolset cross-link, Goncho tool schema knobs, plugin inventory beyond Spotify/Google Meet, deprecated-cron-umbrella cleanup). Each one has a one-sentence sub-agent brief in the gap classifier transcript and either a row-split target or an owned/excluded decision required.