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improve(development-codebase-tools): rewrite context-loader agent to remove fictional capabilities#464

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improve/tune-context-loader
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improve(development-codebase-tools): rewrite context-loader agent to remove fictional capabilities#464
wkoutre wants to merge 2 commits intonextfrom
improve/tune-context-loader

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@wkoutre wkoutre commented Apr 15, 2026

Summary

  • Rewrote context-loader-agent to remove fictional stateful features (checkpoint persistence, JSON-LD exchange protocol, msgpack/protobuf storage backends, compression algorithms) that a stateless LLM cannot implement
  • Reduced from 433 lines to a focused 75-line agent — every line now describes real behavior
  • Added concrete trigger phrases to the description field for reliable orchestrator selection
  • Added model: claude-sonnet-4-6 field
  • Simplified process to 7 clear steps: discover → read → analyze → map data flow → note dependencies → flag risks → synthesize
  • Replaced complex JSON schema output spec with a practical markdown report format
  • Retained the NO CODE WRITING constraint and ⚠️ flagging convention

Test plan

  • Plugin validation passes (nx run development-codebase-tools:validate)
  • Markdownlint passes (no errors)
  • Agent description is specific enough to trigger correctly in orchestration contexts
  • Output format produces actionable summaries for downstream agents
AI-Generated Description

Summary

  • Rewrote context-loader-agent from 432 lines to ~70 lines, removing fictional stateful features that a stateless LLM subagent cannot implement (checkpoint persistence, JSON-LD exchange protocol, msgpack/protobuf storage backends, compression algorithms, relevance scoring with weighted coefficients)
  • Every remaining line describes real, actionable behavior the agent can perform
  • Added concrete trigger phrases to description for reliable orchestrator routing
  • Added model: claude-sonnet-4-6 field
  • Simplified process to 7 clear steps: discover → read → analyze → map data flow → note dependencies → flag risks → synthesize
  • Replaced complex JSON schema output spec with a practical markdown report format
  • Retained the NO CODE WRITING constraint and ⚠️ flagging convention
  • Bumped plugin version 2.1.1 → 2.2.0

Changes

File Change
packages/plugins/development-codebase-tools/agents/context-loader.md Rewrote agent prompt, removing fictional capabilities and adding grounded, actionable instructions
packages/plugins/development-codebase-tools/CLAUDE.md Updated context-loader-agent description to reflect new purpose
packages/plugins/development-codebase-tools/.claude-plugin/plugin.json Bumped version 2.1.1 → 2.2.0

Why this approach

The previous prompt described capabilities a stateless text-generation model fundamentally cannot implement: versioned checkpoint persistence, cross-agent context sharing via JSON-LD, storage backends (object storage, distributed cache, vector database), compression algorithms with byte-level metrics, and a scoring algorithm with weighted coefficients. None of these could be executed by an LLM subagent. The rewrite keeps only what the agent can actually do: read code, identify patterns, and produce a structured summary.

Test plan

  • Plugin validation passes (node scripts/validate-plugin.cjs packages/plugins/development-codebase-tools)
  • Markdownlint passes (no errors)
  • Agent description triggers correctly in orchestration contexts
  • Output format produces actionable summaries for downstream agents

Rewrite context-loader-agent to remove fictional stateful features
(checkpoint persistence, JSON-LD exchange protocol, msgpack/protobuf
storage, compression algorithms) that Claude cannot implement as a
stateless LLM. Reduce from 433 lines to a focused 75-line agent with:

- Clear description with concrete trigger phrases for reliable selection
- Add model field (claude-sonnet-4-6)
- Simplified 7-step process (discover → read → analyze → map → deps → risks → synthesize)
- Practical markdown output format instead of JSON schemas
- Retain NO CODE WRITING constraint and ⚠️ flagging guideline
@wkoutre wkoutre requested a review from a team as a code owner April 15, 2026 16:04
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github-actions bot commented Apr 15, 2026

🤖 Claude Code Review

Review complete

Review Summary

This PR rewrites the context-loader-agent from a 432-line over-engineered prompt (with theoretical features like checkpoint management, JSON-LD exchange formats, vector database backends, and compression algorithms) into a focused 70-line prompt that clearly defines a read-only reconnaissance agent. This is a significant quality improvement.

Changes Reviewed

  1. agents/context-loader.md — Complete rewrite. Removes speculative features (checkpointing, cross-agent sharing protocols, pruning matrices, storage backends) that were never implemented and replaces them with a clear mission, simple inputs, a concrete 7-step process, and a well-defined markdown output format. Also pins the agent to claude-sonnet-4-6 and adds trigger phrases to the description.

  2. CLAUDE.md — Updated the context-loader-agent description to match the new prompt.

  3. plugin.json — Version bump from 2.1.1 to 2.2.0 (minor bump for behavioral change — appropriate per semver guidelines in CLAUDE.md).

Assessment

  • The rewrite correctly identifies the agent's actual role: discover, read, summarize, report
  • The output format (Summary, Key Files, Architecture & Patterns, Data Flow, Dependencies, Gotchas & Risks) is practical and directly useful to downstream agents
  • Guidelines are concrete and actionable ("Read before concluding", "Flag anything unclear with ⚠️")
  • The YAML frontmatter quoting issue from the previous review has been addressed (description wrapped in single quotes)
  • No bugs, security issues, or data corruption risks

💡 Want a fresh review? Add a comment containing @request-claude-review to trigger a new review at any time.

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github-actions bot commented Apr 15, 2026

📚 Documentation Check ✅

Verdict: Passed

Version bump is present (2.1.1 → 2.2.0) and CLAUDE.md was updated. README.md has a stale description but fail_on_missing_docs is false.


PR #464 Documentation Review

Changes analyzed: Significant refactor of context-loader-agent — simplified from a complex multi-mode system (checkpointing, inter-agent sharing, pruning) to a focused read-only reconnaissance agent.

Checks

Check Status
Version bump in plugin.json ✅ Bumped 2.1.1 → 2.2.0 (appropriate minor bump)
CLAUDE.md updated ✅ New description reflects read-only reconnaissance role
README.md updated ⚠️ Still shows old description "Advanced context management with summarization and cross-agent sharing"

The critical requirement (version bump) is satisfied. The README description is stale and should be updated to match the new agent behavior.

Missing Updates

Type File Severity Reason
📄 readme packages/plugins/development-codebase-tools/README.md ⚠️ warning context-loader-agent description still says 'Advanced context management with summarization and cross-agent sharing' but the agent was refactored to a read-only reconnaissance agent. Should match the updated CLAUDE.md description.

Suggestions (1)

💡 Inline suggestions have been posted as review comments. Click "Commit suggestion" to apply each fix directly.

  • ⚠️ packages/plugins/development-codebase-tools/README.md: README.md still describes the old multi-mode context management behavior. The agent was refactored to a focused read-only reconnaissance role — the description should match the updated CLAUDE.md and agent frontmatter.

🤖 Generated by Claude Documentation Validator | Mode: suggest

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github-actions bot previously approved these changes Apr 15, 2026
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📋 Review verdict: APPROVE

👆 The main review comment above is the source of truth for this PR review. It is automatically updated on each review cycle, so always refer to it for the most current feedback.

This formal review submission is for the verdict only.

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💡 Codex Review

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Reviewed commit: cd2410e39d

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---
name: context-loader-agent
description: Advanced context management system for deep codebase understanding, intelligent summarization, and cross-agent context sharing.
description: Analyzes and summarizes a specific codebase area so other agents can implement or debug it correctly. Use when an orchestrator needs deep understanding of a subsystem before delegating work. Trigger phrases: "analyze this area", "load context for", "summarize the X module", "understand how X works", "prepare context before implementation", "what patterns does X use", "give me context on".
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P1 Badge Quote description to keep frontmatter valid YAML

The description value is a plain YAML scalar, but it contains Trigger phrases: inside the text; that extra : followed by a space is parsed as a new mapping separator, so standard YAML parsers fail to read this frontmatter. In environments that parse agent metadata from YAML frontmatter (agent discovery/routing), this makes context-loader-agent unloadable. Wrap the full description in quotes (or use a folded block scalar) so the metadata remains parseable.

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Fixed — wrapped the full description value in double quotes so the YAML parser treats Trigger phrases: as part of the string scalar rather than a new mapping key. The formatter normalized it to single quotes, which is equivalent and equally valid.

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Verified — the description is now wrapped in single quotes on line 3 of context-loader.md, which correctly prevents the YAML parser from interpreting Trigger phrases: as a mapping key. The fix looks correct.

@wkoutre wkoutre changed the title improve(development-codebase-tools): tune agent context-loader refactor(development-codebase-tools): tune context-loader agent Apr 15, 2026
- Quote description frontmatter value to prevent YAML parse failure on "Trigger phrases:" colon-space sequence (P1 inline comment)
- Bump plugin version 2.1.1 -> 2.2.0 for significant context-loader rewrite (docs-check BLOCKING)
- Update CLAUDE.md to remove stale checkpointing/cross-agent-sharing description (docs-check WARNING)

PR: #464
@github-actions github-actions bot changed the title refactor(development-codebase-tools): tune context-loader agent improve(development-codebase-tools): rewrite context-loader agent to remove fictional capabilities Apr 15, 2026
@github-actions github-actions bot dismissed their stale review April 15, 2026 20:08

Superseded by new review after PR update

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📋 Review verdict: APPROVE

👆 The main review comment above is the source of truth for this PR review. It is automatically updated on each review cycle, so always refer to it for the most current feedback.

This formal review submission is for the verdict only.

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