feature: Copilot per team metrics rework#8807
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Pull request overview
This PR expands the gh-copilot plugin to ingest GitHub organization teams and team membership, and adds new Grafana dashboards to visualize Copilot adoption metrics filtered by team and user.
Changes:
- Add collectors/extractors and migrations for new tool-layer tables:
_tool_copilot_teamsand_tool_copilot_team_users. - Register new team/team-user subtasks in the Copilot task pipeline.
- Add two new Grafana dashboards: “GitHub Copilot Adoption by Team” and “GitHub Copilot Adoption by Team and User”.
Reviewed changes
Copilot reviewed 14 out of 14 changed files in this pull request and generated 1 comment.
Show a summary per file
| File | Description |
|---|---|
| grafana/dashboards/GithubCopilotAdoptionByTeamAndUser.json | New dashboard with team + user filtering and team-aware queries. |
| grafana/dashboards/GithubCopilotAdoptionByTeam.json | New dashboard focused on team-level filtering and comparisons. |
| backend/plugins/gh-copilot/tasks/team_user_extractor.go | Extract raw team-members API data into _tool_copilot_team_users. |
| backend/plugins/gh-copilot/tasks/team_user_collector.go | Collect team members per team from GitHub API into raw table. |
| backend/plugins/gh-copilot/tasks/team_extractor.go | Extract raw teams API data into _tool_copilot_teams. |
| backend/plugins/gh-copilot/tasks/team_collector.go | Collect org teams from GitHub API into raw table. |
| backend/plugins/gh-copilot/tasks/register.go | Wire new team/team-user subtasks into the task execution order. |
| backend/plugins/gh-copilot/tasks/pagination.go | Add Link-header pagination helper for GitHub list endpoints. |
| backend/plugins/gh-copilot/models/team_user.go | New tool-layer model for team-user relationships. |
| backend/plugins/gh-copilot/models/team.go | New tool-layer model for org teams. |
| backend/plugins/gh-copilot/models/models_test.go | Update table-info test to include new models. |
| backend/plugins/gh-copilot/models/models.go | Register new models in GetTablesInfo(). |
| backend/plugins/gh-copilot/models/migrationscripts/register.go | Register migration to create team/team_user tables. |
| backend/plugins/gh-copilot/models/migrationscripts/20260227_add_team_tables.go | New migration to auto-migrate the new team tables. |
💡 Add Copilot custom instructions for smarter, more guided reviews. Learn how to get started.
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
…les (apache#8737) * fix(q_dev): prevent data duplication in user_report and user_data tables Replace auto-increment ID with composite primary keys so that CreateOrUpdate can properly deduplicate rows on re-extraction. - user_report PK: (connection_id, scope_id, user_id, date, client_type) - user_data PK: (connection_id, scope_id, user_id, date) - Switch db.Create() to db.CreateOrUpdate() in s3_data_extractor - Migration drops old tables, rebuilds with new PKs, resets s3_file_meta processed flag to trigger re-extraction * fix(q_dev): gofmt archived user_data_v2 model
…pache#8719) * feat(github): extend PR size exclusion for specified file extension to github plugin * fix: register migration script * fix: move PR size to 'Additional settings' and change so the comma doesn't get removed while typing * fix: linting
The Slack invite links in README.md were expired and returning "This link is no longer active." Updated both occurrences (badge and community section) to match the current link on the official DevLake website. Closes apache#8738 Co-authored-by: Spiff Azeta <spiffazeta@gmail.com>
…che#8733) Adds gh-devlake as a third installation method alongside Docker Compose and Helm. gh-devlake is a GitHub CLI extension that automates DevLake deployment, configuration, and monitoring from the terminal. Closes apache#8732
GitLab's makeScopeV200 did not create a repos scope when scopeConfig.Entities was empty or only contained CROSS. This caused project_mapping to have no table='repos' row, breaking downstream DORA metrics, PR-issue linking, and all PR dashboard panels that join on project_mapping. The fix aligns GitLab with the GitHub plugin by: 1. Defaulting empty entities to plugin.DOMAIN_TYPES 2. Adding DOMAIN_TYPE_CROSS to the repo scope condition Closes apache#8742 Co-authored-by: Spiff Azeta <spiffazeta@gmail.com>
…a sources (apache#8741) Several dashboard introduction panels hardcoded "GitHub and Jira" as required data sources, even though the underlying queries use generic domain layer tables that work with any supported Git tool or issue tracker. Updated to list all supported sources following the pattern already used by DORA and WorkLogs dashboards. Closes apache#8740 Co-authored-by: Spiff Azeta <spiffazeta@gmail.com>
* fix: modify cicd_deployments name from varchar to text * fix: update the year
…thods for MySQL 8.x compatibility (apache#8745)
…in makeScopeV200 (apache#8751) When scopeConfig.Entities is empty (common when no entities are explicitly selected in the UI), makeScopeV200 produced zero scopes, leaving project_mapping with no rows. Additionally, the repo scope condition did not check for DOMAIN_TYPE_CROSS, so selecting only CROSS would not create a repo scope, breaking DORA metrics. This adds the same fixes applied to GitLab in apache#8743. Closes apache#8749
…pesV200 (apache#8750) When scopeConfig.Entities is empty (common when no entities are explicitly selected in the UI), makeScopesV200 produced zero scopes, leaving project_mapping with no repo rows. This adds the same empty-entities default applied to GitLab in apache#8743. Closes apache#8748
…apache#8757) Update CircleCI connection form to indicate Server v4.x+ requirement and provide guidance for server endpoint configuration. Signed-off-by: Joshua Smith <jbsmith7741@gmail.com>
…#8758) Add a new Asana plugin that integrates with Asana's REST API to collect projects, sections, tasks, subtasks, stories (comments), tags, and users, mapping them to DevLake's ticket/board domain model. Backend: - Plugin implementation with all required interfaces (PluginMeta, PluginTask, PluginModel, PluginMigration, PluginSource, PluginApi, DataSourcePluginBlueprintV200) - Collectors, extractors, and converters for projects, sections, tasks, subtasks, stories, tags, and users - Remote API scope picker (Workspaces -> Teams/Portfolios -> Projects) - Scope config with issue-type regex transformation rules - Migration scripts for schema evolution - E2E tests with CSV fixtures for project and task data flows Config UI: - Plugin registration with connection form (PAT auth, endpoint, proxy) - Scope config transformation form for issue-type mapping - Dashboard URL integration for onboarding flow Grafana: - Asana dashboard with task metrics and visualizations Made-with: Cursor
* feat(github): auto-refresh GitHub App installation tokens Add transport-level token refresh for GitHub App (AppKey) connections. GitHub App installation tokens expire after ~1 hour; this adds proactive refresh (before expiry) and reactive refresh (on 401) using the existing TokenProvider/RefreshRoundTripper infrastructure. New files: - app_installation_refresh.go: refresh logic + DB persistence - refresh_api_client.go: minimal ApiClient for token refresh POST - cmd/test_refresh/main.go: manual test script for real GitHub Apps Modified: - connection.go: export GetInstallationAccessToken, parse ExpiresAt - token_provider.go: add refreshFn for pluggable refresh strategies - round_tripper.go: document dual Authorization header interaction - api_client.go: wire AppKey connections into refresh infrastructure - Tests updated for new constructors and AppKey refresh flow * feat(github): add diagnostic logging to GitHub App token refresh Add structured logging at key decision points for token refresh: - Token provider creation (connection ID, installation ID, expiry) - Round tripper installation (connection ID, auth method) - Proactive refresh trigger (near-expiry detection) - Refresh start/success/failure (old/new token prefixes, expiry times) - DB persistence success/failure - Reactive 401 refresh and skip-due-to-concurrent-refresh All logs route through the DevLake logger to pipeline log files. * fix(github): prevent deadlock and fix token persistence in App token refresh Deadlock fix: NewAppInstallationTokenProvider now captures client.Transport (the base transport) before wrapping with RefreshRoundTripper. The refresh function uses newRefreshApiClientWithTransport(baseTransport) to POST for new installation tokens, bypassing the RefreshRoundTripper entirely. Token persistence fix: PersistEncryptedTokenColumns() manually encrypts tokens via plugin.Encrypt() then writes ciphertext via dal.UpdateColumns with conn.TableName() (a string) as the first argument. Passing the table name string makes GORM use Table() instead of Model(), preventing the encdec serializer from corrupting the in-memory token value. The encryption secret is threaded from taskCtx.GetConfig(ENCRYPTION_SECRET) through CreateApiClient to TokenProvider to persist functions. Also persists the initial App token at startup for DB consistency, and adds TestProactiveRefreshNoDeadlock with a real RSA key to verify the deadlock scenario is resolved. * fix(grafana): update dashboard descriptions to list all supported data sources (apache#8741) Several dashboard introduction panels hardcoded "GitHub and Jira" as required data sources, even though the underlying queries use generic domain layer tables that work with any supported Git tool or issue tracker. Updated to list all supported sources following the pattern already used by DORA and WorkLogs dashboards. Closes apache#8740 Co-authored-by: Spiff Azeta <spiffazeta@gmail.com> * fix: modify cicd_deployments name from varchar to text (apache#8724) * fix: modify cicd_deployments name from varchar to text * fix: update the year * fix(q_dev): replace MariaDB-specific IF NOT EXISTS syntax with DAL methods for MySQL 8.x compatibility (apache#8745) * fix(azuredevops): default empty entities and add CROSS to repo scope in makeScopeV200 (apache#8751) When scopeConfig.Entities is empty (common when no entities are explicitly selected in the UI), makeScopeV200 produced zero scopes, leaving project_mapping with no rows. Additionally, the repo scope condition did not check for DOMAIN_TYPE_CROSS, so selecting only CROSS would not create a repo scope, breaking DORA metrics. This adds the same fixes applied to GitLab in apache#8743. Closes apache#8749 * fix(bitbucket): default empty entities to all domain types in makeScopesV200 (apache#8750) When scopeConfig.Entities is empty (common when no entities are explicitly selected in the UI), makeScopesV200 produced zero scopes, leaving project_mapping with no repo rows. This adds the same empty-entities default applied to GitLab in apache#8743. Closes apache#8748 * fix(github): remove unused refresh client constructor and update tests --------- Co-authored-by: Spiff Azeta <35563797+spiffaz@users.noreply.github.com> Co-authored-by: Spiff Azeta <spiffazeta@gmail.com> Co-authored-by: Dan Crews <crewsd@gmail.com> Co-authored-by: Tomoya Kawaguchi <68677002+yamoyamoto@users.noreply.github.com>
…pache#8767) * feat(q-dev): add logging data ingestion and enrich Kiro dashboards Add support for ingesting S3 logging data (GenerateAssistantResponse and GenerateCompletions events) into new database tables, and enrich all three Kiro Grafana dashboards with additional metrics. Changes: - New models: QDevChatLog and QDevCompletionLog for logging event data - New extractor: s3_logging_extractor.go parses JSON.gz logging files - Updated S3 collector to also handle .json.gz files - Added logging S3 prefixes (GenerateAssistantResponse, GenerateCompletions) - New dashboard: "Kiro AI Activity Insights" with 10 panels including model usage distribution, active hours, conversation depth, feature adoption (Steering/Spec), file type usage, and prompt/response trends - Enriched "Kiro Code Metrics Dashboard" with DocGeneration, TestGeneration, and Dev (Agentic) metric panels - Fixed "Kiro Usage Dashboard" per-user table to sort by user_id - Migration script for new tables * fix(q-dev): use separate base path for logging S3 prefixes Logging data lives under a different S3 prefix ("logging/") than user report data ("user-report/"). Add LoggingBasePath option (defaults to "logging") so logging prefixes are constructed correctly. * fix(q-dev): auto-scan logging path without extra config Kiro exports to two well-known S3 prefixes in the same bucket: - user-report/AWSLogs/{accountId}/KiroLogs/ (CSV reports) - logging/AWSLogs/{accountId}/KiroLogs/ (interaction logs) When AccountId is set, automatically scan both paths. The "logging" prefix is hardcoded since it's a standard Kiro export convention. No additional configuration needed. * fix(q-dev): update scope tooltip to mention logging data scanning * fix(q-dev): fix scope ID routing and CSV/JSON file separation Three fixes: 1. Use *scopeId (catch-all) route pattern instead of :scopeId so scope IDs containing "/" (e.g. "034362076319/2026") work in URL paths 2. CSV extractor now filters for .csv files only, preventing it from trying to parse .json.gz logging files as CSV 3. Frontend scope API calls now encodeURIComponent(scopeId) for safe URL encoding * fix(q-dev): resolve *scopeId route conflict with dispatcher pattern The catch-all *scopeId route conflicts with *scopeId/latest-sync-state. Follow Jenkins/Bitbucket pattern: use a single *scopeId route with a GetScopeDispatcher that checks for /latest-sync-state suffix and dispatches accordingly. All scope handlers now TrimLeft "/" from scopeId. * fix(q-dev): use URL-safe scope ID format (underscore separator) Scope IDs like "034362076319/2026" break URL routing because "/" is a path separator. Change ID format to "034362076319_2026" (underscore) when AccountId is set. The Prefix field still uses "/" for S3 path matching. Revert to standard :scopeId routes since IDs are now safe. Note: existing scopes need to be recreated after this change. * fix(q-dev): use NoPKModel instead of Model in archived logging models archived.Model only has ID+timestamps, missing RawDataOrigin fields (_raw_data_params etc.) that common.NoPKModel includes. This caused "Unknown column '_raw_data_params'" errors at runtime. * fix(q-dev): fix GROUP BY in per-user table to merge display_name variants Remove display_name from GROUP BY so same user_id with different display_name values gets merged. Use MAX(display_name) in SELECT. * fix(q-dev): normalize logging user IDs to match CSV short UUID format Logging data uses "d-{directoryId}.{UUID}" format while CSV user-report uses plain "{UUID}". Strip the "d-xxx." prefix so the same user maps to one user_id across both data sources. * fix(q-dev): normalize user IDs in CSV extractors and sort table DESC Apply normalizeUserId to both createUserReportData and createUserDataWithDisplayName so user_report CSV data also strips the "d-{directoryId}." prefix. Change per-user table sort to ORDER BY user_id DESC. * style(q-dev): fix gofmt formatting in chat_log models * perf(q-dev): parallelize logging S3 downloads and batch DB writes Optimize logging extractor performance: - 10 goroutine workers for parallel S3 file downloads - Batch 50 files per DB transaction instead of 1-per-file - sync.Map cache for display name resolution (avoid repeated IAM calls) - Parse records in memory during download, write all at once This should improve throughput from ~1.5 files/sec to ~15+ files/sec for typical logging file sizes. * fix(q-dev): check tx.Rollback error return to satisfy errcheck lint * feat(q-dev): add per-user model usage table and models column Add "Per-User Model Usage" table (panel 11) showing each user's request count and avg prompt/response length per model_id. Also add "Models Used" column to the Per-User Activity table. * fix(q-dev): remove per-user model usage table, keep models column only * feat(q-dev): add Kiro Executive Dashboard with cross-source analytics New dashboard "Kiro Executive Dashboard" with 12 panels covering: - KPIs: WAU, credits efficiency, acceptance rate, steering adoption - Trends: weekly active users, new vs returning users - Adoption funnel: Chat→Inline→CodeFix→Review→DocGen→TestGen→Agentic→Steering→Spec - Cost: credits pace vs projected monthly, idle power users - Quality: acceptance rate trends, code review findings, test generation - Efficiency: per-user productivity table with credits/line ratio Correlates data across user_report (credits), user_data (code metrics), and chat_log (interaction patterns) for holistic Kiro usage insights. * fix(q-dev): fix pie charts to show per-row slices instead of single total Set reduceOptions.values=true so Grafana treats each SQL result row as a separate pie slice. Fixes Model Usage Distribution, File Type Usage, Kiro Feature Adoption, and Active File Types pie charts. * fix(q-dev): cast Hour to string for Active Hours bar chart x-axis * fix(q-dev): fix pie chart single-slice and GROUP BY display_name issues 1. qdev_user_report Panel 4 (Subscription Tier Distribution): set reduceOptions.values=true to show per-tier slices 2. qdev_user_data Panel 6 (User Interactions): remove display_name from GROUP BY, use MAX(display_name) to merge same user * fix(q-dev): prevent data inflation in user_report JOIN user_data user_report has multiple rows per (user_id, date) due to client_type (KIRO_IDE, KIRO_CLI), but user_data has only one row per (user_id, date). A direct JOIN causes user_data metrics to be counted multiple times. Fix: pre-aggregate user_report by (user_id, date) in a subquery before joining, so the JOIN is always 1:1. Affects: Credits Efficiency stat and User Productivity table.
* feat(qa): add is_invalid field to qa_test_case_executions Add is_invalid boolean field to the domain layer qa_test_case_executions table to allow QA teams to flag test executions as invalid due to environmental issues, flaky tests, false positives, or false negatives. Changes: - Add IsInvalid field to QaTestCaseExecution domain model - Create migration script (20260313_add_is_invalid_to_qa_test_case_executions) - Register migration in migrationscripts/register.go - Update customize service to set default value for is_invalid - Update E2E test data to include new column Resolves apache#8763 Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix(qa): handle missing is_invalid column in CSV import Fix PostgreSQL compatibility issue when CSV files don't contain the is_invalid column. The field now defaults to false instead of an empty string. Changes: - Update qaTestCaseExecutionHandler to check for empty string values - Add E2E test for backward compatibility with CSV files lacking is_invalid - Add explicit IsInvalid initialization in Testmo plugin converter Resolves apache#8763 --------- Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
* feat(linker): branch names containing issue keys * chore: add testing data
* ci(codespell): add codespell config and GitHub Actions workflow Add .codespellrc with skip patterns for generated files, camelCase/PascalCase ignore-regex, and project-specific word list (convertor, crypted, te, thur). Add GitHub Actions workflow to run codespell on push to main and PRs. Co-Authored-By: Claude Code 2.1.63 / Claude Opus 4.6 <noreply@anthropic.com> Signed-off-by: Yaroslav Halchenko <debian@onerussian.com> * fix(codespell): fix ambiguous typos requiring context review Manual fixes for typos that needed human review to avoid breaking code: - Comment/string typos: occured->occurred, destory->destroy, writting->writing, retreive->retrieve, identifer->identifier, etc. - Struct field comments and documentation corrections - Migration script comment fixes (preserving Go identifiers like DataConvertor) Co-Authored-By: Claude Code 2.1.63 / Claude Opus 4.6 <noreply@anthropic.com> Signed-off-by: Yaroslav Halchenko <debian@onerussian.com> * fix(codespell): fix non-ambiguous typos with codespell -w Automated fix via `codespell -w` for clear-cut typos across backend, config-ui, and grafana dashboards. Examples: sucess->success, occurence->occurrence, exeucte->execute, asynchornous->asynchronous, Grafana panel typos, etc. Co-Authored-By: Claude Code 2.1.63 / Claude Opus 4.6 <noreply@anthropic.com> Signed-off-by: Yaroslav Halchenko <debian@onerussian.com> --------- Signed-off-by: Yaroslav Halchenko <debian@onerussian.com> Co-authored-by: Claude Code 2.1.63 / Claude Opus 4.6 <noreply@anthropic.com>
apache#8786) * feat(q-dev): enrich logging fields, separate dashboards by data source, add E2E tests - Add new fields to chat_log: CodeReferenceCount, WebLinkCount, HasFollowupPrompts (from codeReferenceEvents, supplementaryWebLinksEvent, followupPrompts in JSON) - Add new fields to completion_log: LeftContextLength, RightContextLength (from leftContext/rightContext in JSON) - Update s3_logging_extractor to parse and populate new fields - Add migration script 20260319_add_logging_fields - Create qdev_feature_metrics dashboard for legacy by_user_analytic data - Reorganize qdev_executive dashboard with Row dividers labeling data sources and cross-dashboard navigation links - Enrich qdev_logging dashboard with new panels: Chat Trigger Type Distribution, Response Enrichment Breakdown, Completion Context Size Trends, Response Enrichment Trends - Fix SQL compatibility with only_full_group_by mode in executive dashboard (Weekly Active Users Trend, New vs Returning Users) - Fix Steering Adoption stat panel returning string instead of numeric value - Add Playwright E2E test covering full pipeline flow and dashboard verification * fix: add Apache license headers to e2e files, fix gofmt alignment
…/column names (apache#8769) Add ValidateTableName and ValidateColumnName functions in core/dal to ensure table and column names used in dynamic SQL are safe identifiers. Applied to scope_service_helper, scope_generic_helper, and customized_fields_extractor.
Add a new Grafana dashboard that correlates Kiro AI usage (credits, messages, active users) with DORA metrics at weekly aggregate level. Panels include: - Pearson's r correlation between weekly credits and PR cycle time - High AI Usage vs Low AI Usage cycle time comparison - Weekly credits vs deployment frequency trend - Weekly credits vs change failure rate trend Data is joined by week_start between _tool_q_dev_user_report and project_pr_metrics / cicd_deployment_commits.
Add a Grafana dashboard showing AI tool cost-efficiency metrics: - Credits per merged PR (overall + weekly trend) - Credits per production deployment (overall + weekly trend) - Credits per issue resolved (overall + weekly trend) - Weekly AI activity volume (credits, messages, conversations) Joins _tool_q_dev_user_report with pull_requests, cicd_deployment_commits, and issues by weekly aggregation.
…apache#8794) Add a Grafana dashboard comparing GitHub Copilot and Kiro side by side: - Weekly active users comparison - Code suggestions & acceptance events (per tool) - LOC accepted comparison (combined time series) - Acceptance rate comparison (bar gauge) Template variables for Copilot connection/scope selection. Data from _tool_copilot_enterprise_daily_metrics vs _tool_q_dev_user_report and _tool_q_dev_user_data.
Add a Grafana dashboard analyzing per-model performance from chat logs: - Model Performance Summary table (requests, share%, avg prompt/response length, response/prompt ratio, steering/spec mode usage) - Daily Model Usage Distribution (stacked bar chart) - Avg Response Length by Model trend (output quality proxy) Data source: _tool_q_dev_chat_log grouped by model_id.
Track Kiro steering rules and spec mode adoption: - User/request adoption rate stats - Weekly adoption rate trend - Steering impact on prompt/response length - Per-user feature adoption table
Analyze when developers are most productive with AI tools: - AI Activity by Hour of Day (chat + completions stacked bar) - Prompt & Response Length by Hour (complexity patterns) - Feature Usage by Hour (steering/spec mode/plain chat) - AI Activity by Day of Week
Analyze AI-assisted coding patterns by programming language: - Language Completion Profile table (requests, avg completions, context sizes, users per language) - Daily Completions by Language (stacked bar) - Active File Types During Chat (donut) - Avg Context Size by Language trend (top 5)
* fix(circleci): rename created_at to created_date in jobs/workflows Add migration to copy created_at -> created_date and update models/converters. * fix(circleci): update pipeline parsing * test(circleci): add incremental tests for collectors
…pache#8430) (apache#8781) The branch jobs query in collectMultiBranchJobApiBuilds selected all WorkflowJob entries across all multi-branch pipelines for a connection, causing builds to be duplicated and misattributed. Filter by _raw_data_params to collect only the current project's branch jobs. Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: Eldrick Wega <eldrick.wega@outlook.com>
* feat: added taiga plugin * fix: fixed tests * feat(gh-copilot): add support for organization daily user metrics (apache#8747) * feat(circleci): add server version requirement and endpoint help text (apache#8757) Update CircleCI connection form to indicate Server v4.x+ requirement and provide guidance for server endpoint configuration. Signed-off-by: Joshua Smith <jbsmith7741@gmail.com> * fix: fixed test files --------- Signed-off-by: Joshua Smith <jbsmith7741@gmail.com> Co-authored-by: Reece Ward <47779818+ReeceXW@users.noreply.github.com> Co-authored-by: Joshua Smith <jbsmith7741@gmail.com>
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