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feat(context): implement relevance scoring for context file selection #7571

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opened 2026-04-10 22:20:00 +00:00 by HAL9000 · 1 comment

HAL9000 commented

2026-04-10 22:20:00 +00:00

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Background

Part of Epic #5172 (Advanced Context Strategies). This issue implements a relevance scoring system that ranks context files by their relevance to the current plan/actor query. Files with higher relevance scores are prioritized in context assembly, improving LLM response quality by surfacing the most pertinent context.

Expected Behavior

The RelevanceScoringStrategy computes a relevance score (0.0–1.0) for each candidate context file based on semantic similarity to the plan description, file recency, and file importance metadata. Files are ranked by score and the top-N are selected within the context budget.

Acceptance Criteria

RelevanceScoringStrategy class implemented in context/strategies/relevance.py
Relevance score computed using cosine similarity between file embedding and query embedding
File recency and importance metadata factored into final score
Strategy integrates with ContextAssembler via ScopeChainResolver protocol
Strategy is configurable via context policy YAML (strategy: relevance_scoring)
Pyright strict mode passes
nox -s lint passes

Metadata

Branch: feat/v3.6.0/context-relevance-scoring
Commit Message: feat(context): implement relevance scoring strategy for context file selection
Milestone: v3.6.0
Parent Epic: #5172

Dependencies

Must be done after: #5254 (semantic context search using embeddings)

Subtasks

Create RelevanceScoringStrategy class
Implement cosine similarity scoring
Add recency and importance weighting
Integrate with ContextAssembler
Add YAML configuration support
Write Behave scenarios
Write unit tests with FakeEmbeddings

Definition of Done

All subtasks completed
Relevance scoring improves context quality in tests
nox passes with coverage >= 97%

Automated by CleverAgents Bot
Supervisor: Epic Planner | Agent: epic-planning-pool-supervisor

## Background Part of Epic #5172 (Advanced Context Strategies). This issue implements a relevance scoring system that ranks context files by their relevance to the current plan/actor query. Files with higher relevance scores are prioritized in context assembly, improving LLM response quality by surfacing the most pertinent context. ## Expected Behavior The `RelevanceScoringStrategy` computes a relevance score (0.0–1.0) for each candidate context file based on semantic similarity to the plan description, file recency, and file importance metadata. Files are ranked by score and the top-N are selected within the context budget. ## Acceptance Criteria - [ ] `RelevanceScoringStrategy` class implemented in `context/strategies/relevance.py` - [ ] Relevance score computed using cosine similarity between file embedding and query embedding - [ ] File recency and importance metadata factored into final score - [ ] Strategy integrates with `ContextAssembler` via `ScopeChainResolver` protocol - [ ] Strategy is configurable via context policy YAML (`strategy: relevance_scoring`) - [ ] Pyright strict mode passes - [ ] `nox -s lint` passes ## Metadata - **Branch**: `feat/v3.6.0/context-relevance-scoring` - **Commit Message**: `feat(context): implement relevance scoring strategy for context file selection` - **Milestone**: v3.6.0 - **Parent Epic**: #5172 ## Dependencies - Must be done after: #5254 (semantic context search using embeddings) ## Subtasks - [ ] Create `RelevanceScoringStrategy` class - [ ] Implement cosine similarity scoring - [ ] Add recency and importance weighting - [ ] Integrate with `ContextAssembler` - [ ] Add YAML configuration support - [ ] Write Behave scenarios - [ ] Write unit tests with `FakeEmbeddings` ## Definition of Done - [ ] All subtasks completed - [ ] Relevance scoring improves context quality in tests - [ ] `nox` passes with coverage >= 97% --- **Automated by CleverAgents Bot** Supervisor: Epic Planner | Agent: epic-planning-pool-supervisor

HAL9000 added this to the v3.6.0 milestone

2026-04-10 22:20:00 +00:00

HAL9000 referenced this issue

2026-04-10 22:22:34 +00:00

test(context): write integration tests for advanced context strategies #7574

HAL9000 added a new dependency

2026-04-10 22:23:41 +00:00

#5172 EPIC: Advanced Context Strategies — Beyond Basic ACMS Pipeline (v3.6.0)

HAL9000 referenced this issue

2026-04-10 22:31:25 +00:00

EPIC: Advanced Context Strategies — Beyond Basic ACMS Pipeline (v3.6.0) #5172

HAL9000 referenced this issue

2026-04-10 22:32:59 +00:00

[AUTO-EPIC] Epic Planning Status (Cycle 8) #7569

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2026-04-10 23:25:30 +00:00

HAL9000 commented

2026-04-10 23:28:53 +00:00

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Issue triaged by project owner:

State: Verified
Priority: Medium — Relevance scoring for context file selection
Milestone: v3.6.0 (M7: Advanced Concepts) — Advanced context strategies are M7 scope
Story Points: 5 (L) — Algorithm implementation with scoring logic
MoSCoW: Should Have — Improves context quality significantly

Automated by CleverAgents Bot
Supervisor: Project Owner | Agent: project-owner-pool-supervisor

Issue triaged by project owner: - **State**: Verified - **Priority**: Medium — Relevance scoring for context file selection - **Milestone**: v3.6.0 (M7: Advanced Concepts) — Advanced context strategies are M7 scope - **Story Points**: 5 (L) — Algorithm implementation with scoring logic - **MoSCoW**: Should Have — Improves context quality significantly --- **Automated by CleverAgents Bot** Supervisor: Project Owner | Agent: project-owner-pool-supervisor

HAL9000 referenced this issue

2026-04-10 23:30:28 +00:00

[AUTO-OWNR] Project Owner Status (Cycle 4) #7585

HAL9000 referenced this issue from a commit

2026-04-19 02:10:32 +00:00

feat(context): implement relevance scoring strategy for context file selection

HAL9000 referenced this issue from a pull request that will close it,

2026-04-19 02:10:59 +00:00

feat(context): implement relevance scoring strategy for context file selection #10665

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2026-04-19 02:13:57 +00:00

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2026-04-19 02:35:31 +00:00

test(context): add integration tests for advanced context strategies #10671

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spec/architecture-critical-gap-fixes

docs/timeline-day-104-auto-time-2

auto-arch-1/add-v380-v390-milestone-plan

docs/developer-setup-guide

fix/auto-profile-spec-prose-description

auto-arch-10/spec-tui-a2a-integration-layer

spec/resource-event-types-clarification

auto-docs-4/changelog-and-observability

auto-arch-4/adr-049-layered-boundary-enforcement

docs/a2a-protocol-autonomy-hardening

auto-arch-9/spec-v3.8.0-milestone-plan

docs/auto-docs-3-reference-index

auto-arch-7/spec-apply-git-worktree

docs/timeline-day104-cycle1-auto-time-4

docs/auto-docs-cycle-1-changelog-updates

auto-arch-6/adr-049-spec-restructuring

docs/auto-docs-1-v340-acms-context-management

docs/auto-docs-1-v320-v330-cli-reference

auto-arch-5/v3.9.0-milestone-plan

test/create-scripts

auto-time-1-day104

timeline/day-104-2026-04-14

docs/auto-time-4-day103-cycle5

auto-time-3-day103-cycle4

auto-docs-5-architecture-overview

spec/three-way-merge-strategy-v3.3.0

spec/checkpoint-system-v3.3.0

auto-docs-4-api-docs-update

auto-docs-1-changelog-expansion

spec/invariant-management-system-v3.2.0

pr-8289

spec/plan-correction-engine-v3.2.0

spec/layered-architecture-boundary-policy

spec/tui-materializer-a2a-integration-v3.7.0

spec/decision-recording-system-v3.2.0

docs/auto-docs-1-milestone-overview

pr-7484

pr-4212

auto-arch-3/v3.8.0-milestone-plan

auto-docs-6/troubleshooting-and-config

auto-time-1-day103-session5

auto-docs-5/contributor-guide-and-readme

docs/plan-tree-ulid-examples

docs/m3-spec-clarify-path-datetime-plugin-contracts

docs/auto-docs-cycle-10-diagnostics-ref

auto-docs-3/user-guide-and-architecture

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spec/update-validation-attach-project-delete

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docs/auto-docs-cycle-13-updates

docs/timeline-day-102-auto-time

timeline/day-103-2026-04-13

spec/arch-invariant-cli-completeness

spec/update-cycle1-validation-attach-project-delete

docs/add-session-management-showcase

spec/arch-sandbox-path-correction-cycle9

spec/architecture-v380-milestone-plan

docs/auto-docs-cycle-12-updates

docs/cycle-1-validation-gate-fix

docs/2026-04-08-unreleased-changelog

docs/auto-docs-cycle-2-2026-04-10

docs/session-4615-2026-04-08-cycle1

feat/issue-6361-shell-safety-service-tui

spec/architecture-cycle-25-new-features

fix/issue-6345-automation-profile-add-output

docs/timeline-day-102-2026-04-12

docs/cycle-2-git-worktree-acms-hydrator

spec/arch-sandbox-cleanup-discovery

docs/timeline-day96-2026-04-08

docs/auto-docs-cycle-11

spec/fix-sandbox-strategy-protocol-name

spec/arch-acms-tier-hydration

fix/v3.4.0/context-settings-defaults

docs/add-example-repl-and-actor-run

docs/auto-docs-cycle-10-updates

docs/session-4-2026-04-08-updates

docs/showcase-all-examples-consolidated

docs/timeline-day-97

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docs/timeline-day99-2026-04-09-v2

docs/auto-docs-cycle-2-worktree-acms

spec/architecture-v3.8.0-milestone-plan

docs/api-lsp-acms-reference

improvement/agent-bug-hunt-pool-supervisor-yaml-syntax-fix

spec/project-delete-deleted-at-field

spec/architecture-provider-registry-tui-materializer

spec/document-reconciliation-blocked-error-5942

fix/issue-7482-git-log-injection

spec/devcontainer-auto-discovery-schema

feat/issue-6350-conversation-content-pruning

docs/update-module-guides-2026-04-10

timeline/day-100-2026-04-10-auto-time-cycle1

timeline/day-99-2026-04-09-auto-time-v2

docs/cycle-3-module-guides

timeline/day-99-2026-04-09-auto-time

pr-4226

spec/additional-llm-providers-gemini-groq-cohere-together-ollama-mistral

spec/document-context-tier-hydrator-6175

docs/timeline-day99-2026-04-09

spec/invariant-cli-clarifications

docs/add-example-project-init-and-context-management

spec/reconciliation-blocked-error-documentation

spec/fix-invariant-precedence-reference-5861

spec/fix-plan-correct-accepts-plan-id-5558

spec/fix-validation-attach-synopsis-5328

docs/timeline-day-99-cycle-1

docs/timeline-day-99-cycle-2

fix/actor-context-list-regex-arg

docs/timeline-day-99-cycle-3

spec/arch-security-mode-init

docs/auto-docs-cycle-9-updates

fix-resource-fix-resource-remove-to-check-correct-edge-table

feat/issue-6434-tui-env-var-expansion

fix/issue-6321-plan-prompt-timing-field

fix/issue-6322-resource-add-url-flag

feat/issue-6348-sessions-screen

spec/plan-show-command

temp

feat/harden-label-restrictions-1775753628

spec/invariant-reconciliation-failure-behavior

spec/add-reconciliation-failure-behavior-5942

spec/architecture-corrections-cycle3

spec/checkpoint-trigger-names-and-config-key-fix

spec/fix-ai-provider-interface-5801

spec/azure-api-version-default-update

docs/auto-docs-writer-cycle1-labels

spec/fix-resource-type-yaml-format-5622

spec/add-plan-revert-resume-commands-5574

docs/auto-docs-cycle-1-2026-04-09

spec/plan-correct-plan-id-or-decision-id-5558

spec/fix-subgraph-node-actor-ref-field-5427

issue/5284-master-ci-fix

timeline/day-99-2026-04-09-v2

merge-me

docs/session-3377-initial-docs-update

fix/llm-provider-subpackage-exports

spec/arce-acronym-and-tui-keybinding-fixes

spec/architecture-corrections-cycle2

spec/architecture-corrections-cycle1

docs/cycle-1-updates

spec/tui-clarifications-session-export-persona

docs/session-4940-2026-04-08-cycle1

spec/architecture-milestone-plan-v3.2-v3.7

docs/session-4743-2026-04-08-cycle1

docs/timeline-day-98

fix/plan-lifecycle-service-rollback-method

docs/timeline-day98-2026-04-08-v2

docs/add-example-action-and-plan-management

docs/session-2026-04-06-updates

docs/ca-docs-writer-v3.8.1-2026-04-05

fix/session-tell-stub-missing-panels-and-actor-execution

improvement/agent-arch-guard-clone-failure-handling

improvement/agent-test-infra-health-spam-fix-v2

fix-tdd-invert-non-assertion-exceptions

improvement/agent-arch-guard-clone-failure

bugfix/3472-fix-tdd-inversion-logic

bugfix/989-fix-persistence-json-decode-error

improvement/agent-supervisor-tracking-labels-v2

docs/timeline-day95-v2

docs/timeline-day95-final

docs/update-lsp-api-and-changelog

fix/lsp-resource-handler-module-missing

docs/timeline-day95-final-2026-04-05

fix/a2a-plan-correct-rollback-wiring

docs/add-lsp-api-and-changelog-2026-04-05

fix/tool-registry-validation-type-discriminator

docs/v3.7.0-documentation-update

docs/ca-docs-writer-2026-04-05-cycle2

fix/invariant-set-merge-action-scope

docs/unreleased-feature-docs

fix/concurrency-cost-tracker-record-usage-race-condition

improvement/agent-ca-test-infra-improver-failure-handling

docs/update-changelog-mcp-plan-ci-2026-04-05

improvement/agent-pr-reviewer-milestone-prioritization

docs/timeline-day95-refresh-2026-04-05

improvement/agent-mandatory-labels-tracking-issues

docs/api-domain-providers-changelog-2026-04-05

docs/ca-docs-writer-2026-04-05

docs/timeline-day95-refresh

fix/skill-add-include-validation

docs/timeline-day-95-2026-04-05-update3

docs/timeline-day-95-2026-04-05-update2

docs/ci-incident-runbook-2597

improvement/agent-ca-test-infra-improver-worker-api-mode

docs/shell-safety-api-and-readme-highlights

docs/timeline-day-55-2026-04-04-v2

docs/timeline-day-55-2026-04-04

docs/timeline-day54-update3

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spec/restructure-monolithic-to-split

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fix/1425-test

fix/1426-config

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test/int-wf16-devcontainer

feature/m8-tui-persona-export

feature/m7-post-resource-equivalence

test/e2e-m4-acceptance

feature/m6-tantivy-backend

feature/m6-estimation

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feature/observability-prometheus-audit

feat/server-auth-namespace

feature/m8-session-editing

feature/llm-actor-subplan-wiring

feature/m8-tui-first-run-actor-selection

feature/m8-tui-conversation-block-catalog

feature/m8-tui-settings-screen

feature/m7-e2e-porting

feature/m6-estimation-historical-stats

feature/m8-tui-persona-export-import

feature/m8-tui-sessions-screen

feature/m7-graph-backend

feature/m8-tui-block-context-menu

feature/m8-tui-tool-call-expand

feature/m4-missing-builtin-tools

docs/v3.7.0-release-docs

feature/m8-tui-session-export

test/e2e-wf15-disaster-recovery

test/e2e-wf03-refactoring

test/e2e-m3-acceptance

feature/m8-tui-prompt-history

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bugfix/m6-build-hierarchy-child-ids

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test/e2e-wf09-session

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test/e2e-wf08-cloud-infra

test/e2e-wf02-test-generation

test/e2e-wf13-custom-profile

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test/e2e-wf01-hello-world

test/int-wf17-explicit-container

test/int-wf12-hierarchical

test/int-wf15-disaster-recovery

test/int-wf13-custom-profile

test/int-wf03-refactoring

test/int-wf11-graph-actor

test/int-wf10-batch

test/int-wf09-session

feature/m3-tdd-issue-consistency-gate

feature/m3-invariant-enforcement-strategize

test/int-wf18-container-clone

test/int-wf01-hello-world

feature/m6-diagnostic-dashboard-health-categories

feature/m6-cli-polish

fix/e2e-db-isolation

feature/m7-post-tui

feature/m9-asgi-endpoint

feature/m7-post-server

tdd/m7-audit-session-race

tdd/m3-skill-add-regression

feature/m9-remote-repos

feature/fs-mount-file-types

tdd/container-resolve-crash

test/e2e-m1-acceptance

test/e2e-m2-acceptance

eugen.thaci-patch-3

eugen.thaci-patch-2

eugen.thaci-patch-1

aditya-fix-latest

feature/m4-secret-masking-llm-context

aditya-fix

refactor/m3-replace-mktemp

refactor/m3-remove-unittest-mock-integration

refactor/m3-remove-robot-mock-imports

refactor/m3-remove-mock-llm-integration

docs/improved-menu-adr

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feature/m3-fix-resource-bootstrap

feature/post-safety-profile-tests

integration/batch-2026-03-02

feat/slipcover

docs/safety-profile-spec-composition

integrate/freemo-batch-1

feature/m4-error-recovery

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feature/m3-validation-pipeline

develop-aditya-2

feature/m3-diff-review

feature/m3-validation-apply

feature/m6-acp-stubs

feature/m4-correction-flows

feature/m1-plan-execute-runtime

feature/m4-security-exceptions

feature/m4-definition-of-done

feature/m4-correction-model

feature/m1-apply-pipeline

feature/m5-automation-profiles

feature/m2-lsp-stubs

feature/m3-invariants

feature/m1-actor-runtime

feature/docs-v2-restore

feature/m6-perf-scale

feature/m6-validation-edge

feature/m3-session-cli

feature/m1-persistence-tests-robot

feature/m3-config-cli

feature/m1-cli-tests-robot

feature/m5-subplan-tests

feature/m6-review-playbook

feature/aditya-m3-actor-loader

feature/m3-skill-protocol

feature/m4-automation-legacy-cleanup

feature/m3-change-model

feature/m3-skill-git

feature/m3-skill-registry

feature/m4-security-eval

fix/robot-tests

feature/m3-actor-registry

feature/m3-tool-cli

feature/m4-automation-profiles-cli

feature/m2-resource-cli-extensions

feature/m3-actor-loader

feature/m3-tool-domain-robot

feature/m3-skill-domain-robot

feature/m3-skill-cli

feature/m1-resource-db-robot-tests

feature/m3-session-domain-robot

feature/m1-persistence-tests

feature/m1-cli-tests

ten-branches-backup

feature/m3-skill-schema

feature/m3-session-persistence

feature/automation-profiles-and-resource-dag

feature/m1-plan-repo

feature/m1-db-plan-phase-rebaseline

feat/B4-sandbox

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feat/B5-project-persistence

feat/B1-project-data-models

feat/b1-data-models

feat-repo-manager-and-sourcegraph-support

feat/actor-schema

fix/component-isolation-security-fix

feat/ontology-agent

fix/error-handling-security-fix

fix/concurrency-security-fix

fix/serialization-security-fix

fix/server-side-request-forgery-security-fix

fix/file-system-security

fix/template-injection-fix

fix/data-injection-fix

tests/unit-tests

latest/poetry-generator

poetry-generator

config/contract-metadata-extractor

docs/readme-yaml-syntax

config/memory-yaml

fix/double-response

brent-additions

intel_2_demo

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