gongcli_mcp

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README

gongctl

gongctl turns approved Gong data into a local, queryable evidence workbench for RevOps, sales, marketing, product, and governance teams. It helps teams answer questions that are awkward to answer directly in Gong while keeping credentials, cached data, and tenant-specific configuration under operator control.

Use it to:

  • ask governed business questions over bounded transcript evidence instead of pasting calls into a hosted assistant
  • join call and transcript evidence with lifecycle buckets, scorecard configuration, selected CRM context, and local profile rules
  • inspect coverage gaps before trusting AI summaries, coaching conclusions, or executive readouts
  • expose a read-only MCP workbench to Claude Desktop, Cursor, Codex, or private HTTP pilots without giving those hosts Gong API credentials
  • prototype ad-hoc analyses before converting useful patterns into Gong-native trackers, scorecards, themes, Gong AI prompts, or governed refresh jobs
  • keep an open-source/local-first path where every company brings its own Gong credentials and controls where cached data lives

gongctl is unofficial, not affiliated with or endorsed by Gong. Source code is open; every user brings their own Gong credentials and is responsible for consent, data handling, and Gong terms.

Start here:

Power users, analysts, and IT / DevOps teams will move faster with a coding agent (Claude Code, Codex, Cursor, or similar) on hand to scaffold cron units, K8s manifests, profile YAML edits, and analyst tool sequences from the templates under docs/ and docs/examples/. Do not paste real Gong credentials, real customer profile YAML, or real transcript output into a hosted agent unless your company has approved that data path.

How It Is Packaged

Two binaries:

  • gongctl — the CLI. Reads from Gong, writes to a local SQLite cache or a shared Postgres database. The only surface that handles Gong API credentials.
  • gongmcp — read-only MCP server over that cache. Serves stdio (Claude Desktop, Cursor, …) or HTTP (private pilots). Never calls Gong directly.

Local MCP clients such as Claude Desktop, Claude Code, Codex, Cursor, MCP Inspector, or custom internal clients can use stdio, localhost, or private HTTP inside the company boundary. Hosted ChatGPT/OpenAI and Claude/Anthropic connector paths require a public HTTPS /mcp URL at the customer edge; the upstream gongmcp process should remain private and authenticated.

Two cache backends:

How It Fits With Gong

gongctl complements Gong rather than replacing it. Gong remains the system of record for calls, transcripts, trackers, scorecards, and Gong-native AI workflows.

The intended flow is: sync an approved local cache, test the business question with bounded evidence, convert the useful pattern into Gong-native configuration or a governed analysis workflow, then use Gong AI with a clearer question, better tracker/theme inputs, and known coverage limits.

Status

Early public release. v0.4.0 is the first customer-hosted Postgres business-workbench release candidate for operator-managed sync plus read-only MCP over a reviewed SQLite cache or scoped Postgres serving database. Public 1.0 still requires signed/provenance-backed release artifacts, stable deprecation policy, and the remaining production hardening tracked in docs/roadmap.md.

Postgres analyst preset support and explicit allowlist additions called out above require a tagged v0.4.0 or later release before customer deployment.

For company evaluation, start with the enterprise pilot packet:

Inspect what's available in your build:

gongmcp --list-tool-presets
gongctl profile schema
MCP tool presets at a glance

gongmcp --list-tool-presets is the source of truth. Common presets:

Preset Surface When to use
business-workbench 6 stable facade tools (gong_status, gong_discover_capabilities, gong_query, gong_analyze, gong_get_evidence, gong_explain_limitations) Recommended default for client business-user MCP hosts. Routes internally to reviewed analyst operations. Aliases: analyst-facade, facade-analyst.
business-pilot Narrow status + aggregate tools (get_sync_status, summarize_call_facts, summarize_calls_by_lifecycle, rank_transcript_backlog) Older first-pilot business-user lane.
analyst-core (Postgres) Core call, CRM context, profile, lifecycle, transcript-search tools (incl. cached CRM schema / settings inventory, scorecard inventory + activity aggregates) First analyst surface on Postgres reader role.
analyst-business-core (Postgres) analyst-core + bounded transcript-evidence and business-analysis tools Quote packs, theme intelligence, pipeline outcomes against Postgres.
analyst (Postgres) Full reviewed analyst catalog Approved analyst sessions over the reviewed Postgres surface.
governance-search (Postgres) Narrowed governance-search slice AI governance prepared private policy.
all-readonly (SQLite) Full read-only catalog Trusted SQLite admin / analyst sessions.
redacted-all-readonly (Postgres) Broad surface over a physically redacted serving DB with scoped reader grants Internal manual testing only. Call titles are visible by default unless policy suppresses them; explicit include flags can expose raw call IDs from the redacted DB.
broad-public-redacted (Postgres) Same surface as redacted-all-readonly with a hardened customer-deployment startup contract Customer-test broad surface over a redacted serving DB.

For ad-hoc business questions, prefer business-workbench and call gong_analyze operation question.answer. It returns a governed evidence pack (interpreted question, scope, coverage, bounded evidence/quotes, limitations, follow-ups, per-call duration); the host model synthesizes the final answer. Call titles are shown by default in title-bearing MCP surfaces when the backend has a title and policy allows it. Suppress them with field_profile=limited for a request or hide_call_titles in GONGMCP_POLICY_SWITCHES / --policy-switches at launch. This is a launch/runtime policy, not an AI governance YAML toggle; see MCP data exposure.

Postgres explicit-allowlist tools (require v0.4.0+ for customer deployment): list_unmapped_crm_fields, search_crm_field_values, analyze_late_stage_crm_signals, opportunities_missing_transcripts, opportunity_call_summary, crm_field_population_matrix (approved object/field pairs only — see docs/mcp-data-exposure.md), compare_lifecycle_crm_fields (Opportunity), search_transcripts_by_crm_context (default-redacted snippet search), missing_transcripts (admin transcript-backfill).

For per-tool exposure detail, see docs/mcp-data-exposure.md. For analyst tool selection by analytic intent, see docs/analyst-tool-reference.md.

For support intake, generate the local/offline diagnostic bundle before sharing logs or payloads:

gongctl support bundle --db "$HOME/gongctl-data/gong-mcp-governed.db" --out "$HOME/gongctl-data/support-bundle"
# Postgres shared deployment:
GONG_DATABASE_URL="$GONGMCP_READER_DATABASE_URL" gongctl support bundle --out "$HOME/gongctl-data/support-bundle"

The command opens the configured cache read-only, does not need Gong credentials, and does not make network calls. SQLite uses --db PATH; Postgres uses GONG_DATABASE_URL or DATABASE_URL and does not export the database URL. The --out directory must be new or empty so stale files are not included by accident. See Support model for what the bundle includes and excludes.

Current pilot hardening in this worktree includes a restricted/company CLI mode for high-risk commands. Enable it with GONGCTL_RESTRICTED=1 or gongctl --restricted ..., then use --allow-sensitive-export or GONGCTL_ALLOW_SENSITIVE_EXPORT=1 only for approved operator actions.

Current defaults are based on Gong public help-center guidance available on 2026-04-24:

  • Gong API supports retrieving analyzed call data, call transcripts, users, activity, and related stats.
  • Public limits are documented as 3 API calls per second and 10,000 calls per day; 429 responses include Retry-After.
  • Customer/admin API credentials use access key and access key secret as HTTP Basic auth.
  • Gong Collective-style apps should use OAuth; Gong notes OAuth is global/account-level rather than user-level.

Primary references:

Install From Source

This repo requires Go 1.26.3 or newer for local builds and release artifacts.

go test -count=1 ./...
go build -o bin/gongctl ./cmd/gongctl

Or use the Makefile to inject local version metadata:

make build
bin/gongctl version

Versioning

Release versions follow SemVer-style vX.Y.Z tags. The next release version lives in VERSION, and release changes are summarized in CHANGELOG.md.

GoReleaser and Docker builds inject version, commit, and date into both gongctl and gongmcp. See docs/release.md for the release candidate flow.

Run With Docker

For the fastest end-to-end path, use the Quickstart.

For shared deployments where the sync job and gongmcp run in separate containers without a shared filesystem, use Postgres instead of a mounted SQLite cache. See Docker Deployment and Enterprise Deployment.

Use the published GHCR images after a release is published:

docker run --rm ghcr.io/fyne-coder/gongcli_mcp/gongctl:v0.5.4 version
docker run --rm -v "$HOME/gongctl-data:/data" ghcr.io/fyne-coder/gongcli_mcp/gongctl:v0.5.4 sync status --db /data/gong.db

The v0.5.4 image references require the v0.5.4 tag workflow to have completed successfully. If the GHCR manifest is not available yet, build and use the local images below.

For read-only MCP, use the MCP-only image:

docker run --rm -i --network none -v "$HOME/gongctl-data:/data:ro" ghcr.io/fyne-coder/gongcli_mcp/gongmcp:v0.5.4 --db /data/gong.db --tool-preset business-pilot

Build the local image:

docker build -t gongctl:local .

Run CLI commands with credentials and a mounted data directory:

docker run --rm --env-file .env -v "$HOME/gongctl-data:/data" gongctl:local sync status --db /data/gong.db

Run the read-only stdio MCP server from the MCP-only image:

docker build --target mcp -t gongctl:mcp-local .
docker run --rm -i --network none -v "$HOME/gongctl-data:/data:ro" gongctl:mcp-local --db /data/gong.db --tool-preset business-pilot

Generate or install a Claude Desktop stdio MCP config entry:

scripts/install-claude-stdio-mcp.sh --db "$HOME/gongctl-data/gong.db"
scripts/install-claude-stdio-mcp.sh --db "$HOME/gongctl-data/gong.db" --install

Run the real-data Docker smoke after credentials are configured:

scripts/docker-smoke.sh

See docs/docker.md for Compose usage, MCP host configuration, and OCI registry deployment notes.

Run the synthetic Postgres shared-deployment smoke:

scripts/postgres-smoke.sh

The smoke uses synthetic data only. It initializes Postgres, writes the synthetic cache through gongctl sync synthetic, checks Postgres read-model state with gongctl sync read-model, validates cached CRM schema/settings and scorecard inventory through the read-only role, starts gongmcp, calls the supported MCP tools, and proves the reader role cannot write or directly read raw/sensitive tables. It also prepares a synthetic Postgres AI governance policy and proves restricted synthetic records are absent from governed MCP search outputs. The smoke also creates a synthetic business-pilot scoped reader role, proves the selected business-pilot MCP calls work, denies direct reads of calls.call_id, calls.title, call_facts.call_id, and call_facts.title, verifies startup fails on an extra direct column grant, and applies that role from the generated gongctl mcp postgres-reader-sql SQL artifact.

Compose requires GONGCTL_DATA_DIR to point at an external data directory so customer SQLite/transcript data does not land under the source checkout.

For a simple company-managed VM where Postgres, operator jobs, serving-DB refresh, scoped grants, and read-only HTTP gongmcp all run on one host, use the Single-VM Postgres starter. It is the practical small-IT setup path; the root docker-compose.postgres.yml remains the synthetic/dev smoke shape.

Configure

Use environment variables for the MVP:

export GONG_ACCESS_KEY="..."
export GONG_ACCESS_KEY_SECRET="..."
export GONG_BASE_URL="https://api.gong.io"

Or copy .env.example to .env and fill in the same keys. .env is gitignored and loaded from the current working directory; exported environment variables take precedence over .env values.

GONG_BASE_URL is optional and defaults to https://api.gong.io. OAuth customer installs may need to use the customer-specific API base URL returned by Gong.

Keep real SQLite databases, transcript files, and tenant profile YAML outside the source repo, for example under ~/gongctl-data/. The repo ignores data/ as a last-resort safety net, but public docs use an external path so copy/paste examples do not encourage committing tenant data.

Restricted Company Mode

Use restricted mode for company-managed CLI runs:

export GONGCTL_RESTRICTED=1

Or prefix an individual command:

gongctl --restricted sync status --db ~/gongctl-data/gong.db

When restricted mode is enabled, these commands are blocked unless you add --allow-sensitive-export or set GONGCTL_ALLOW_SENSITIVE_EXPORT=1:

  • gongctl api raw ...
  • gongctl calls show --db PATH --json for raw SQLite cached call JSON
  • gongctl calls list --context extended ...
  • gongctl calls export ...
  • gongctl calls transcript ...
  • gongctl calls transcript-batch ...
  • gongctl sync transcripts ...
  • gongctl sync calls --preset business
  • gongctl sync calls --preset all
  • gongctl sync calls --include-parties
  • gongctl sync calls --include-highlights

Approved override example:

GONGCTL_RESTRICTED=1 gongctl calls list --from 2026-04-01 --to 2026-04-24 --context extended --allow-sensitive-export --out calls-with-crm-context.json
GONGCTL_RESTRICTED=1 gongctl sync calls --db ~/gongctl-data/gong.db --from 2026-04-01 --to 2026-04-24 --preset business --allow-sensitive-export
GONGCTL_RESTRICTED=1 gongctl sync calls --db ~/gongctl-data/gong.db --from 2026-04-01 --to 2026-04-24 --preset minimal --include-parties --allow-sensitive-export
GONGCTL_RESTRICTED=1 gongctl sync calls --db ~/gongctl-data/gong.db --from 2026-04-01 --to 2026-04-24 --preset minimal --include-highlights --allow-sensitive-export

Public Quickstart Shape

Use docs/quickstart.md for the copy/paste Docker path from credentials to local MCP host config. The public path stays local: authenticate, sync a local SQLite cache, inspect readiness, search bounded snippets, and optionally expose the cache through the read-only MCP server.

gongctl auth check
gongctl sync calls --db ~/gongctl-data/gong.db --from 2026-04-01 --to 2026-04-24 --preset business
gongctl sync users --db ~/gongctl-data/gong.db
gongctl sync transcripts --db ~/gongctl-data/gong.db --out-dir ~/gongctl-data/transcripts --limit 50 --batch-size 100
gongctl sync status --db ~/gongctl-data/gong.db
gongctl analyze coverage --db ~/gongctl-data/gong.db
gongctl search transcripts --db ~/gongctl-data/gong.db --query "pricing objection" --limit 10
gongctl mcp tools
gongmcp --db ~/gongctl-data/gong.db --tool-preset business-pilot
gongmcp --list-tool-presets
gongctl diagnose

For repeatable operator refreshes, stage the approved steps in YAML and dry-run them before the scheduled job uses the same file:

gongctl sync run --config testdata/fixtures/sync-run-minimal.yaml --dry-run
gongctl cache inventory --db ~/gongctl-data/gong.db
GONG_DATABASE_URL="$GONGMCP_READER_DATABASE_URL" gongctl cache inventory
gongctl cache purge --db ~/gongctl-data/gong.db --older-than 2026-04-01 --dry-run
GONG_DATABASE_URL="$GONGMCP_READER_DATABASE_URL" gongctl cache purge --older-than 2026-04-01
GONG_DATABASE_URL="$GONGCTL_WRITER_DATABASE_URL" gongctl cache purge --older-than 2026-04-01 --confirm
GONG_DATABASE_URL="$GONGMCP_READER_DATABASE_URL" gongctl cache purge --config ~/gongctl-data/retention-policy.yaml --dry-run
GONG_DATABASE_URL="$GONGCTL_WRITER_DATABASE_URL" gongctl cache purge --config ~/gongctl-data/retention-policy.yaml --confirm

Advanced Local Operator Commands

These commands are useful when an operator is working against their own tenant data on their own machine. They can reveal raw call JSON, transcript files, CRM context, profile-derived field values, or tenant-specific configuration, so keep outputs outside the source repo and do not use them in public examples. When using Postgres, gongctl search calls and gongctl calls show --json return minimized read-model metadata. Use explicit SQLite/operator raw-export commands such as calls export with --allow-sensitive-export for operator-controlled raw payload access. With GONG_DATABASE_URL set, gongctl profile discover/validate/import/show can operate on the shared Postgres cache when --db is omitted; keep generated profile YAML outside git because discovery evidence can contain tenant CRM field names and values.

gongctl sync crm-integrations --db ~/gongctl-data/gong.db
gongctl sync crm-schema --db ~/gongctl-data/gong.db --integration-id CRM_INTEGRATION_ID --object-type ACCOUNT --object-type DEAL
gongctl sync settings --db ~/gongctl-data/gong.db --kind trackers
gongctl sync scorecard-activity --db ~/gongctl-data/gong.db --call-from 2026-01-01 --call-to 2026-04-01 --review-method BOTH
gongctl sync run --config ~/gongctl-data/company-sync.yaml --dry-run
gongctl sync run --config ~/gongctl-data/company-sync.yaml
gongctl sync status --db ~/gongctl-data/gong.db
gongctl cache inventory --db ~/gongctl-data/gong.db
gongctl cache purge --db ~/gongctl-data/gong.db --older-than 2026-04-01 --dry-run
GONG_DATABASE_URL="$GONGMCP_READER_DATABASE_URL" gongctl cache purge --older-than 2026-04-01
GONG_DATABASE_URL="$GONGCTL_WRITER_DATABASE_URL" gongctl cache purge --older-than 2026-04-01 --confirm
GONG_DATABASE_URL="$GONGMCP_READER_DATABASE_URL" gongctl cache purge --config ~/gongctl-data/retention-policy.yaml --dry-run
GONG_DATABASE_URL="$GONGCTL_WRITER_DATABASE_URL" gongctl cache purge --config ~/gongctl-data/retention-policy.yaml --confirm
gongctl profile discover --db ~/gongctl-data/gong.db --out ~/gongctl-data/gongctl-profile.yaml
gongctl profile validate --db ~/gongctl-data/gong.db --profile ~/gongctl-data/gongctl-profile.yaml
gongctl profile import --db ~/gongctl-data/gong.db --profile ~/gongctl-data/gongctl-profile.yaml
gongctl profile show --db ~/gongctl-data/gong.db
gongctl analyze calls --db ~/gongctl-data/gong.db --group-by lifecycle
gongctl analyze calls --db ~/gongctl-data/gong.db --group-by deal_stage --lifecycle-source profile
gongctl analyze crm-schema --db ~/gongctl-data/gong.db --object-type DEAL
gongctl analyze settings --db ~/gongctl-data/gong.db --kind trackers
gongctl analyze scorecards --db ~/gongctl-data/gong.db
gongctl analyze scorecard --db ~/gongctl-data/gong.db --scorecard-id SCORECARD_ID
gongctl analyze scorecard-activity --db ~/gongctl-data/gong.db --group-by review_method
gongctl analyze transcript-backlog --db ~/gongctl-data/gong.db --limit 25
gongctl mcp tool-info list_gong_settings
gongctl search calls --db ~/gongctl-data/gong.db --crm-object-type Opportunity --crm-object-id opp_001 --limit 10
gongctl calls show --db ~/gongctl-data/gong.db --call-id CALL_ID --json
# With GONG_DATABASE_URL set, Postgres returns minimized call detail without --db.
gongctl calls show --call-id CALL_ID --json
gongctl sync crm-integrations
gongctl sync crm-schema --integration-id CRM_INTEGRATION_ID --object-type Opportunity
gongctl sync settings --kind scorecards
gongctl analyze crm-schema --integration-id CRM_INTEGRATION_ID --object-type Opportunity
gongctl analyze scorecards
gongctl analyze scorecard --scorecard-id SCORECARD_ID
gongctl calls list --from 2026-04-01 --to 2026-04-24 --json
gongctl calls list --from 2026-04-01 --to 2026-04-24 --context extended --out calls-with-crm-context.json --allow-sensitive-export
gongctl calls export --from 2026-04-01 --to 2026-04-24 --out calls.jsonl
gongctl calls export --from 2026-04-01 --to 2026-04-24 --context extended --out calls.jsonl --max-pages 2
gongctl calls transcript --call-id CALL_ID --out transcript.json
gongctl calls transcript-batch --ids-file call_ids.txt --out-dir transcripts --resume
gongctl users list
gongctl api raw POST /v2/calls/transcript --body body.json

The typed commands are intentionally thin wrappers over internal/gong.Client. If Gong changes an endpoint contract, the fallback is gongctl api raw ... while the typed wrapper is updated.

In company mode, run these commands with GONGCTL_RESTRICTED=1 and add --allow-sensitive-export only when the operator has explicit approval for the extra data exposure. sync run --config does not support a per-step allow_sensitive_export YAML bypass; restricted-mode approval must be supplied at runtime with the global flag or environment variable so reviewed schedules cannot silently self-authorize sensitive steps.

calls export follows Gong's records.cursor pagination and drains all pages by default. Use --max-pages N for bounded smoke tests.

CRM/account/opportunity context is not requested by default because it can include customer CRM values. Use --context extended on calls list or calls export when those fields are intentionally needed.

SQLite Sync/Search Flow

The local CLI sync/search flow is SQLite-backed:

  1. gongctl sync calls --db PATH --from DATE --to DATE --preset ...
  2. gongctl sync users --db PATH
  3. gongctl sync transcripts --db PATH --out-dir PATH
  4. gongctl sync crm-integrations --db PATH
  5. gongctl sync crm-schema --db PATH --integration-id ID --object-type TYPE
  6. gongctl sync settings --db PATH --kind trackers|scorecards|workspaces
  7. gongctl sync scorecard-activity --db PATH --call-from DATE --call-to DATE [--review-method AUTOMATIC|MANUAL|BOTH]
  8. gongctl sync run --config PATH [--dry-run]
  9. gongctl sync status --db PATH
  10. gongctl cache inventory --db PATH for SQLite, or omit --db with GONG_DATABASE_URL / DATABASE_URL for Postgres
  11. gongctl cache purge --db PATH --older-than YYYY-MM-DD [--dry-run|--confirm], or omit --db with GONG_DATABASE_URL / DATABASE_URL for Postgres; scheduled retention jobs can use gongctl cache purge --config PATH [--dry-run|--confirm]
  12. gongctl profile discover --db PATH --out PATH
  13. Review and edit the YAML profile for tenant-specific CRM objects, fields, lifecycle buckets, and methodology concepts.
  14. gongctl profile validate --db PATH --profile PATH
  15. gongctl profile import --db PATH --profile PATH
  16. gongctl analyze calls --db PATH --group-by DIMENSION [--lifecycle-source auto|profile|builtin]
  17. gongctl analyze coverage --db PATH [--lifecycle-source auto|profile|builtin]
  18. gongctl analyze crm-schema --db PATH [--integration-id ID] [--object-type TYPE]
  19. gongctl analyze settings --db PATH [--kind KIND]
  20. gongctl analyze scorecard-activity --db PATH [--group-by scorecard|review_method|reviewed_user|lifecycle|transcript_status]
  21. gongctl analyze transcript-backlog --db PATH [--lifecycle-source auto|profile|builtin]
  22. gongctl search transcripts --db PATH --query TEXT
  23. gongctl search calls --db PATH [--crm-object-type TYPE] [--crm-object-id ID]
  24. gongctl calls show --db PATH --call-id ID --json

Rules:

  • --db is required for all SQLite-backed sync, search, and calls show commands. With GONG_DATABASE_URL or DATABASE_URL, supported Postgres read-only commands use the shared database instead.
  • sync calls --preset business requests Gong Extended context.
  • sync calls --preset minimal does not request Gong context.
  • sync calls --preset all currently maps to Extended context as well; it is documented separately so it can diverge later without changing the CLI shape.
  • sync calls --include-parties requests Gong call participant fields such as names, emails, speaker IDs, and titles. Use it only for approved operator refreshes because returned participant payloads are cached in raw call JSON.
  • sync calls --include-highlights requests Gong AI Highlights / brief / next-step fields. Use it only for approved operator refreshes because returned summary/next-step text is cached in raw call JSON. No MCP tool reads these fields until a typed redacted read model is added.
  • sync crm-integrations caches Gong CRM integration IDs needed by sync crm-schema. With GONG_DATABASE_URL set and --db omitted, this inventory can be written to Postgres for shared deployments.
  • sync crm-schema caches selected CRM field metadata by integration/object type; it stores field names and labels, not CRM field values. With GONG_DATABASE_URL set and --db omitted, this metadata can be written to Postgres and read through analyze crm-schema or the reviewed MCP inventory tools.
  • sync settings caches read-only Gong inventory for trackers, scorecards, and workspaces. With GONG_DATABASE_URL set and --db omitted, this cache can be written to Postgres for shared deployments.
  • sync scorecard-activity caches answered scorecard activity from Gong's scorecard activity stats endpoint. It stores local raw JSON for operator audit, but public summaries should use aggregate analyze/MCP surfaces. With GONG_DATABASE_URL set and --db omitted, supported writes use Postgres for shared deployments.
  • sync run --config PATH executes a staged refresh plan from YAML. Relative db and out_dir paths resolve from the config file location, and --dry-run validates the file without calling Gong. Supported stages include calls, users, transcripts, CRM integrations/schema, settings, and scorecard-activity. Sensitive transcript and extended-context steps are flagged in dry-run output, but runtime approval is still required through --allow-sensitive-export or GONGCTL_ALLOW_SENSITIVE_EXPORT=1 when restricted mode is enabled.
  • sync transcripts selects calls that do not already have cached transcripts, batches missing call IDs into Gong transcript requests, and writes one normalized transcript JSON file per returned call transcript. The default --batch-size is 100, and the CLI caps it at 100.
  • Existing cached transcripts are skipped by sync transcripts; rerun sync calls to refresh call metadata and embedded CRM context. A transcript refresh policy for re-checking already downloaded transcripts is planned separately.
  • sync status separates embedded CRM context from CRM integration/schema inventory. A cache can contain CRM context from sync calls --preset business even when sync crm-integrations or sync crm-schema has not populated inventory tables.
  • sync status also returns public business-readiness flags for conversation volume, transcript coverage, scorecard/theme inventory, lifecycle separation, CRM segmentation, and attribution readiness.
  • In Postgres mode, sync status opens the database through the default read-only validation path. Run it with a scoped reader URL, not the writer URL used for source sync or sync read-model --rebuild. For preset-scoped MCP deployments such as broad-public-redacted, validate through the MCP runtime with the same preset instead; generic sync status can require default functions that the scoped preset intentionally does not grant.
  • cache inventory --db PATH opens SQLite read-only and reports file size, primary table counts, call date range, transcript and CRM-context presence, profile status, and last sync metadata with a sensitive-data warning. With GONG_DATABASE_URL or DATABASE_URL and no --db, it opens Postgres read-only, reports safe table/version/readiness diagnostics, and never exports the database URL.
  • cache purge --db PATH --older-than YYYY-MM-DD is dry-run by default for SQLite. Omit --db and set GONG_DATABASE_URL or DATABASE_URL for Postgres. A Postgres reader URL can preview metadata-only counts through the read-only role; confirmed Postgres purges require a writable URL and delete matching calls plus dependent transcript, CRM-context, read-model, profile fact-cache, scorecard-activity, and governance-suppression rows. SQLite confirmed purges additionally enable secure_delete, checkpoint/truncate WAL state, and run VACUUM. Postgres WAL, replicas, snapshots, backups, transcript files, sync history, profiles, CRM schema inventory, and settings inventory remain operator-owned retention surfaces. Postgres keeps call-ID tombstones as operational metadata to prevent later sync steps from accidentally rehydrating purged call-scoped rows; add --confirm only after backup, retention, and legal-hold checks are complete.
  • cache purge --config PATH reads a retention-policy YAML file for scheduled purge jobs. The policy records version: 1, older_than, and approval metadata for the change reference, approver, approval date, data owner, backup reference, and legal-hold review. Dry-run output includes the policy SHA-256 and sanitized metadata, while confirmed config-driven purge fails closed until required approval fields are present and approval.approved_at is a non-future YYYY-MM-DD date. The YAML does not install a scheduler or self-authorize deletion; --confirm and the writable URL are still required.
  • profile discover generates an editable YAML profile from cached CRM inventory and includes confidence plus evidence for discovered mappings. Discovery is an English-biased starter and may include CRM evidence values in the YAML, so write real-tenant output to a local file outside git rather than shared logs.
  • Discovered profiles are starter drafts, not universal truth. A human should review tenant lifecycle, object, field, and methodology mappings before relying on profile-aware separation of sales and post-sales calls.
  • profile validate reports malformed YAML, unsupported profile versions, unsupported rule operators, unsafe regex rules, missing required lifecycle buckets, and mapped fields that do not exist in cached CRM data. It writes a JSON validation report; for semantic validity gates, inspect the report's valid field. profile import is the command that refuses valid:false profiles before writing.
  • profile import stores the active profile in SQLite or Postgres in one transaction. Re-importing identical profile content is a no-op; changed source metadata for the same canonical profile updates metadata without changing profile meaning.
  • Profile-aware analysis uses a materialized read model keyed by active profile and canonical hash. Writable SQLite/Postgres CLI sync/profile commands rebuild or warm it; read-only MCP requires that cache to be current and reports a stale-cache error instead of writing to the cache.
  • Profile rules are a closed Go-evaluated grammar: equals, in, prefix, iprefix, regex, is_set, and is_empty. Profiles do not run SQL, templates, JSONPath, JMESPath, or arbitrary expressions.
  • analyze scorecards and analyze scorecard expose scorecard names and question text from cached settings without returning raw settings payloads. With GONG_DATABASE_URL set and --db omitted, these read from Postgres through the read-only role.
  • analyze scorecards is scorecard inventory. analyze scorecard-activity is answered-scorecard activity and supports grouping by scorecard, review method, reviewed user, lifecycle, or transcript status. With GONG_DATABASE_URL set and --db omitted, Postgres reads use the read-only role and aggregate functions instead of raw table access; the Postgres read-only path rejects reviewed_user grouping so it does not emit user IDs.
  • After upgrading to a build with new SQLite migrations, run a writable gongctl sync ... command before starting gongmcp; read-only MCP refuses older schema versions and tells the operator to run a sync command first.
  • sync commands write concise progress summaries to stderr.
  • sync status, search ..., and calls show --json write JSON to stdout. Postgres calls show --json returns minimized call detail rather than raw cached JSON.
  • analyze ... commands write metadata-only JSON summaries to stdout.
  • search transcripts returns segment metadata and snippets only; it does not emit full segment text.
  • search calls CRM filters only match rows that were synced with stored CRM context, so use business or all when those searches are needed.
  • analyze calls groups the normalized call_facts view by safe dimensions such as lifecycle, opportunity_stage, account_industry, scope, system, direction, transcript_status, duration_bucket, month, lead_source, and forecast_category.
  • analyze coverage includes lifecycle, scope, system, and direction summaries so transcript coverage gaps can be understood by conversation type.
  • analyze transcript-backlog prioritizes External and Conference-style customer conversations ahead of short dialer-style events by default.
  • With an active profile, profile-aware analysis defaults to lifecycle_source=profile; use --lifecycle-source builtin to force the compatibility lifecycle/read model. In Postgres, auto falls back to builtin only when no active profile exists; when a profile is active, read-only Postgres requires a fresh profile fact cache and fails closed until a writable gongctl sync read-model --rebuild, profile import, or profile activate warms it.

Public examples should avoid tenant field names, customer names, raw CRM values, transcripts, call titles, object IDs, and call IDs. See docs/business-user-quickstart.md for prompt examples shaped for sales, marketing, enablement, and RevOps users.

Deterministic AI Exclusion Filtering

For companies with customer-specific AI-use restrictions, keep the real restricted-customer list in a private YAML file outside Git and load it with gongmcp --ai-governance-config PATH or GONGMCP_AI_GOVERNANCE_CONFIG. gongctl governance audit --db PATH --config PATH verifies deterministic SQLite name/alias matches before MCP use. For Postgres, omit --db, set a writable GONG_DATABASE_URL, and run gongctl governance audit --config PATH --apply-postgres-policy before starting read-only gongmcp. This is a local exclusion filter, not legal consent management or contractual enforcement. See docs/ai-governance.md; the tracked example config uses synthetic names only. For MCP/LLM use, default to a physically filtered MCP DB:

gongctl governance export-filtered-db --db ~/gongctl-data/gong.db --config ~/gongctl-data/ai-governance.yaml --out ~/gongctl-data/gong-mcp-governed.db
gongmcp --db ~/gongctl-data/gong-mcp-governed.db --tool-preset business-pilot

Raw-DB governance remains available as a fallback. SQLite computes suppression at gongmcp startup. Postgres requires a previously prepared policy because the MCP container should use the read-only role and should not receive raw candidate value access. In both modes, gongmcp requires an explicit governance-compatible --tool-preset, --tool-allowlist, GONGMCP_TOOL_PRESET, or GONGMCP_TOOL_ALLOWLIST, and unsupported aggregate/config tools are refused.

Local MCP (stdio)

gongmcp --db PATH serves a read-only stdio MCP adapter over the local SQLite cache. For reviewed Postgres shared-deployment surfaces, omit --db and set GONG_DATABASE_URL or DATABASE_URL to a read-only database role. Use gongctl mcp tools or gongctl mcp tool-info NAME to inspect the local MCP tool catalog without starting a host app.

For SQLite stdio, gongmcp exposes the full read-only MCP catalog by default to any connected host. Company pilots should narrow that surface with gongmcp --tool-preset or --tool-allowlist, then layer host and filesystem controls around the approved business-user subset. Trusted single-user analyst workstations may use --tool-preset all-readonly or intentionally skip the allowlist in stdio mode and turn on per-tool opt-ins (include_call_ids, include_speaker_ids, include_value_snippets) for deeper, identifier-bearing questions; see docs/mcp-data-exposure.md for the trade-off and docs/mcp-data-exposure.md#mcp-call-volume-and-limits for configurable row caps, cap-hit feedback, and filter-first guidance that keeps MCP traffic from overwhelming the host context window.

For Postgres stdio, the no-allowlist default is the bounded shared-deployment surface (get_sync_status, search_calls, and search_transcript_segments). Broader Postgres tools require a supported preset such as business-pilot, analyst-core, analyst-business-core, or analyst, or an explicit GONGMCP_TOOL_ALLOWLIST; all-readonly remains rejected until full-catalog query parity is complete. The default Postgres reader contract preserves the broad gongmcp_reader service role for compatibility. Operators who create a narrower function-scoped role for a specific preset or allowlist can start gongmcp with --enforce-tool-scoped-db-grants or GONGMCP_ENFORCE_TOOL_SCOPED_DB_GRANTS=1; startup then requires exactly the reviewed gongmcp_* function grants and reviewed table/column grants for the selected scoped surface and fails closed on extra function grants such as admin-only missing_transcripts helpers outside the selected preset. The reviewed scoped surfaces are currently business-pilot and analyst. They deny direct base-table identifiers such as calls.call_id, calls.title, call_facts.call_id, and call_facts.title; the analyst surface also grants sanitized business-analysis wrapper functions instead of the raw identifier-bearing SQL helpers. The scoped reader URL is still a service secret because selected functions and sanitized views can expose minimized call metadata, snippets, timings, counts, and tenant terminology. To generate a reviewed grant block without copying smoke script internals, use the gongctl operator command. The gongmcp flag is a compatibility path for MCP-only images:

gongctl mcp postgres-reader-sql --preset business-pilot \
  --role gongmcp_business_pilot_reader --database gongctl

gongctl mcp postgres-reader-apply --preset business-pilot \
  --role gongmcp_business_pilot_reader --database gongctl --dry-run

GONG_DATABASE_URL="$WRITER_URL" \
  gongctl mcp postgres-reader-apply --preset business-pilot \
  --role gongmcp_business_pilot_reader --database gongctl --apply

gongmcp --print-postgres-reader-grants \
  --tool-preset business-pilot \
  --postgres-reader-role gongmcp_business_pilot_reader \
  --postgres-database gongctl

Use --preset analyst and a separate role such as gongmcp_analyst_reader for approved analyst sessions that need the broader reviewed catalog.

The generated SQL and apply JSON do not create credentials or print database URLs. Create a standalone LOGIN NOINHERIT role and password through your normal secret management process; do not grant that role to/from other roles. Then dry-run/review the grant block and use --apply with a writable operator URL to reconcile grants for that existing role. The apply command is safe to rerun to clear stale current public table/function grants and regrant the reviewed surface, and it validates the role posture plus final effective grants for current public objects. It also rejects effective sequence grants after apply. It is not a password or role-creation manager and it cannot clear default privileges created by other grantors for future objects. Avoid default grants to this scoped service role or to PUBLIC; MCP startup detects explicit default privileges targeting the role or PUBLIC, but PostgreSQL still grants EXECUTE on newly-created functions to PUBLIC by default, so keep public function grant drift checks and MCP startup privilege enforcement enabled. Run gongmcp with the scoped reader URL and GONGMCP_ENFORCE_TOOL_SCOPED_DB_GRANTS=1. This is a gongmcp service credential, not an analyst SQL login. The scoped active-profile and profile-cache helpers redact source metadata and call IDs/titles, and scoped analyst business-analysis helpers return redacted call references/titles through sanitized SQL wrappers, but selected functions still expose minimized operational metadata, snippets, timings, counts, and tenant terminology. MCP result limits are still enforced above those SQL helpers. The scoped business-pilot role is profile-backed: warm/import an active profile and use the default/profile lifecycle path. Explicit lifecycle_source=builtin still requires the broader compatibility reader role until a sanitized builtin SQL surface exists.

For approved analyst sessions, the full cohort workflow is documented in Pilot sponsor and operator guide, MCP data exposure, and Customer implementation checklist. That workflow is filter -> cohort -> inspect -> analyze -> quotes -> limitations, and it is intended for ChatGPT, Claude, or another reviewed MCP host after the operator confirms that tools/list exposes the requested cohort, theme, quote, pipeline, persona/industry, synthesis, and limitation tools under analyst / analyst-expansion for approved Postgres sessions, or analyst / all-readonly for trusted SQLite sessions.

Private HTTP MCP Pilot

For shared private pilots where users should not run Docker locally, gongmcp can expose the same read-only MCP tools over a minimal HTTP /mcp endpoint:

GONGMCP_BEARER_TOKEN="<customer-managed-token>" \
GONGMCP_ALLOWED_ORIGINS="https://approved-client.example.com" \
GONGMCP_TOOL_PRESET=business-pilot \
GONGMCP_MAX_SEARCH_RESULTS=100 \
  gongmcp --http 127.0.0.1:8080 --auth-mode bearer --db /srv/gongctl/gong.db

HTTP mode is a request/response JSON-RPC bridge over one operator-owned cache store: SQLite for local/single-host pilots, or the Postgres shared-deployment slice for approved presets such as business-pilot, narrower analyst presets, and analyst. Put it behind TLS termination at a trusted company proxy/gateway before non-local use. It is not a hosted SaaS layer, tenant router, browser app, or full streaming MCP service. Every HTTP mode requires an explicit tool preset or allowlist, including loopback binds behind a proxy; the preferred shape is a loopback bind behind the TLS gateway. Any non-loopback --http bind also requires --allow-open-network. Unauthenticated HTTP is blocked by default and is available only for explicit localhost development with --dev-allow-no-auth-localhost:

GONGMCP_TOOL_PRESET=operator-smoke \
  gongmcp --http 127.0.0.1:8080 --auth-mode none --dev-allow-no-auth-localhost --db /srv/gongctl/gong.db

For hosted ChatGPT/OpenAI or Claude/Anthropic connector paths, the proxy or gateway URL must be reachable from the provider's infrastructure over public HTTPS. Localhost, stdio, VPN-only, and private-DNS endpoints remain valid only for MCP clients running inside the company boundary. Public reachability should terminate at the customer edge; keep the upstream gongmcp process private and bearer-authenticated.

Non-local unauthenticated HTTP is not supported. Binding gongmcp HTTP to a non-local address requires bearer auth plus --allow-open-network; use that override only on a private or management network behind the approved gateway, not as a direct public internet listener. Bearer tokens are owned by the customer/operator and should come from an environment variable, secret file, systemd environment file, Docker secret, Kubernetes Secret, or company secret manager. Tokens must be at least 32 characters and must not contain whitespace or control characters; generate a random token, for example with openssl rand -base64 32. Do not commit MCP bearer tokens to Git, SQLite, docs, images, or shared logs. Non-local HTTP also requires GONGMCP_ALLOWED_ORIGINS or --allowed-origins so the server can reject unexpected browser Origin headers. Use /healthz for infrastructure health checks and /mcp only for MCP JSON-RPC traffic.

Full SQLite catalog tools. Postgres availability is limited to the supported presets and explicit allowlists described above; unsupported Postgres tools and the full Postgres all-readonly preset fail closed.

  • get_sync_status
  • search_calls
  • get_call
  • list_crm_object_types
  • list_crm_fields
  • list_crm_integrations
  • list_cached_crm_schema_objects
  • list_cached_crm_schema_fields
  • list_gong_settings
  • list_scorecards
  • get_scorecard
  • summarize_scorecard_activity
  • get_business_profile
  • list_business_concepts
  • list_unmapped_crm_fields
  • search_crm_field_values
  • analyze_late_stage_crm_signals
  • opportunities_missing_transcripts
  • search_transcripts_by_crm_context
  • opportunity_call_summary
  • crm_field_population_matrix
  • list_lifecycle_buckets
  • summarize_calls_by_lifecycle
  • search_calls_by_lifecycle
  • prioritize_transcripts_by_lifecycle
  • compare_lifecycle_crm_fields
  • summarize_call_facts
  • rank_transcript_backlog
  • search_transcript_segments
  • search_transcripts_by_call_facts
  • search_transcript_quotes_with_attribution
  • missing_transcripts

The SQLite MCP path requires --db; the Postgres path omits --db and uses GONG_DATABASE_URL or DATABASE_URL. In both modes, the MCP server intentionally does not expose raw Gong API calls, arbitrary SQL, or full transcript dumps. get_call returns minimized call detail instead of raw cached call JSON. It accepts either a raw call_id or a stable call_ref; when called with call_ref, the response keeps call_ref and omits the raw call_id. crm_field_population_matrix only allows safe categorical object/field pairs: Opportunity.StageName, Opportunity.Forecast_Category_VP__c, Opportunity.Forecast_Category_AE__c, Account.Industry, Account.Account_Type__c, and Account.Revenue_Range_f__c. Lifecycle tools classify calls through the imported profile when one is active, otherwise through the builtin compatibility view. Profile-aware responses include lifecycle_source and profile provenance. Use lifecycle_source=builtin to force buckets such as active_sales_pipeline, late_stage_sales, renewal, upsell_expansion, and customer_success_account. summarize_call_facts reads metadata-only facts for ad-hoc grouping. MCP only allows safe business dimensions there; use list_unmapped_crm_fields for profile field-discovery gaps and search_crm_field_values with explicit opt-in for directed value lookups. rank_transcript_backlog is the business-facing transcript-sync priority tool; model-facing MCP output redacts call IDs and titles while preserving rank, lifecycle, scope, system, direction, duration, and rationale. list_unmapped_crm_fields returns field names, types, cardinality, population/null rates, and length distribution only; it does not return raw example values by default. summarize_scorecard_activity returns aggregate answered-scorecard counts and scores only. By default it does not return call IDs, scorecard IDs, user IDs, answer text, call titles, transcript snippets, emails, raw JSON, or raw scorecard activity payloads. search_crm_field_values is the narrow MCP exception for value search: it requires an object type, field name, and value query. It redacts call IDs by default unless include_call_ids=true is explicitly set, and only returns bounded short value snippets plus call titles when include_value_snippets=true is explicitly set. analyze_late_stage_crm_signals returns aggregate stage counts, field names, population rates, and lift only. In the current Postgres slice it is limited to Opportunity.StageName so custom field selection cannot be used as a raw value-distribution path. It does not return raw arbitrary CRM values, CRM object IDs/names, call IDs, call titles, transcript text, or profile payloads. opportunities_missing_transcripts returns redacted per-Opportunity transcript coverage metadata. The Postgres reader function groups by Opportunity internally but returns only stage, call counts, missing/present transcript counts, and latest-call timing; Opportunity IDs/names, latest call IDs, raw CRM values, and raw storage fields are not returned. opportunity_call_summary returns redacted per-Opportunity call aggregate metadata. The Postgres reader function groups by Opportunity internally but returns only stage, call count, transcript/missing-transcript counts, total duration, and latest-call timing; Opportunity IDs/names, latest call IDs, owner IDs, amount/close date, raw CRM values, and raw storage fields are not returned. crm_field_population_matrix returns aggregate field-population cells grouped by approved categorical fields. Approved group values are intentionally exposed as aggregate labels. The Postgres reader function returns only group value, field name/label, object count, call count, and populated count; MCP/store output derives population_rate from those counts. Object IDs/names, object keys, call IDs, non-group raw CRM values, raw JSON, raw hashes, titles, and transcript text are not returned. compare_lifecycle_crm_fields returns aggregate CRM field-population differences between two lifecycle buckets for the reviewed Opportunity object type. The Postgres reader function returns only object type, field name/label, bucket call counts, bucket populated counts, rates, and rate delta; it omits call IDs, call titles, CRM object IDs/names/keys, raw CRM values, raw JSON, raw hashes, and transcript text, rejects unreviewed object types, and excludes governance-suppressed calls inside SQL. Customer deployments require a tagged v0.4.0 or later release. search_transcripts_by_crm_context returns CRM-constrained transcript snippets. MCP output redacts call IDs, call titles, speaker IDs, CRM object IDs/names, and object keys. The Postgres reader function filters governance-suppressed calls inside SQL and returns only started time, object type, matching-object count, segment timing, and snippet; it omits call IDs, call titles, speaker IDs, CRM object IDs/names, object keys, raw CRM values, raw JSON, raw hashes, and full transcript text. missing_transcripts returns direct missing-transcript call references for admin transcript-backfill workflows. Postgres supports the reviewed filter set: date range, lifecycle bucket, scope, system, direction, CRM object type, and CRM object ID; crm_object_id requires crm_object_type to avoid cross-object probing. It returns call IDs, titles, and start times, but not raw cached JSON, transcript text, CRM field values, raw JSON, or raw hashes. Use explicit allowlists; do not put it in business-user presets. The generic Postgres reader role can execute the reviewed bounded reader functions, so treat that database URL as a service secret rather than a general-purpose SQL login; direct table reads of raw CRM values, object names, and transcript text remain denied. For narrower deployments, use a tool-scoped reader role plus GONGMCP_ENFORCE_TOOL_SCOPED_DB_GRANTS=1; startup rejects a role that can currently execute functions outside the selected preset/allowlist. For business-pilot, startup also validates the first reviewed table/column boundary and rejects direct calls.call_id, calls.title, call_facts.call_id, and call_facts.title grants. The scoped reader URL remains a service secret because selected functions and sanitized views can still expose minimized call metadata, timings, counts, and tenant terminology. search_transcript_segments returns bounded snippets. Call and speaker provenance is controlled by the gongmcp server setting --transcript-evidence-provenance / GONGMCP_TRANSCRIPT_EVIDENCE_PROVENANCE: redacted by default, stable call_ref / speaker_ref aliases in alias mode, and raw IDs only in raw mode with the per-call include flags. search_transcript_quotes_with_attribution returns bounded quote snippets joined to available Account/Opportunity metadata for marketing and sales evidence review. Call titles are returned by default where policy permits; raw call IDs, account names/websites, and opportunity names/close dates/probabilities require explicit opt-in flags. The tool also returns participant/person-title status so users can tell when contact title data is missing from the cache rather than inferred. When serving a physically redacted Postgres MCP database with account-name search enabled, run gongmcp with GONGMCP_AI_GOVERNANCE_CONFIG or --ai-governance-config pointing at the same private policy used to build the serving DB. This lets MCP deny configured restricted names and aliases before query execution instead of returning row counts for restricted-name probes.

Data Handling Rules

  • Do not commit Gong credentials, transcripts, recordings, or real payload fixtures.
  • Keep fixtures sanitized and small.
  • Log call IDs, counts, paths, and status; do not log transcript body text.
  • Use --out, --out-dir, and SQLite --db paths that live outside the source repo for real customer data.
  • Respect 429 Retry-After and keep the built-in 3 requests/second limiter enabled.
  • Avoid undocumented endpoints.

Project Layout

cmd/gongctl/              CLI entrypoint
cmd/gongmcp/              read-only MCP server over cache stores
internal/gong/            typed API client + raw request support
internal/auth/            env/config credential loading
internal/ratelimit/       3 rps limiter + Retry-After-friendly client retries
internal/export/          JSONL writers
internal/checkpoint/      resumable batch checkpoints
internal/redact/          safe logging helpers
internal/profile/         tenant-editable business profile parser, validator, discovery, and rule evaluation
internal/store/sqlite/    local SQLite cache for calls, users, transcripts, CRM schema, settings, profiles, and sync state
internal/store/postgres/  shared Postgres cache backend, migrations, read models, and scoped reader helpers
internal/syncsvc/         call/user/inventory sync orchestration over the store/cache layer
internal/transcripts/     transcript sync/search helpers on top of store + Gong client
internal/mcp/             read-only MCP adapter over the store interface
testdata/fixtures/        sanitized sample payloads only
docs/                     architecture, data handling, MCP phase plan

Transcript Insights Boundary

For Transcript Insights, treat gongctl as an ingestion/export utility:

  1. Pull call metadata and transcripts from Gong with customer credentials.
  2. Cache call/user/transcript state in a local SQLite database.
  3. Write transcript files to a local data directory outside this repo when needed.
  4. Let the analysis pipeline consume the SQLite-backed exports/files.

Keep the CLI boring, auditable, restartable, and separate from the analysis layer.

Directories

Path Synopsis
cmd
gongctl command
gongmcp command
gongmcp-gateway command
deploy
lab-auth/shim command
internal
auth
checkpoint
cli
deploy/postgres
export
gaacceptance
Package gaacceptance evaluates probe bundles collected from a customer-hosted `business-workbench` Postgres MCP deployment and produces a non-secret pass/degraded/fail acceptance report.
 Package gaacceptance evaluates probe bundles collected from a customer-hosted `business-workbench` Postgres MCP deployment and produces a non-secret pass/degraded/fail acceptance report.
gateway
gong
governance
mcp
profile
ratelimit
redact
store/contextmodel
store/postgres
store/sqlite
store/storeiface
syncsvc
transcripts
version

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