Repository Analysis

tailcallhq/forgecode

AI enabled pair programmer for Claude, GPT, O Series, Grok, Deepseek, Gemini and 300+ models

4.4 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of tailcallhq/forgecode, a Rust project with 7,460 GitHub stars. SynthScan v2.0 examined 168,814 lines of code across 699 source files, recording 440 pattern matches distributed across 13 syntactic categories. The overall adjusted score of 4.4 places this repository in the Likely human-written band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

4.4
Adjusted Score
4.4
Raw Score
100%
Time Factor
2026-07-14
Last Push
7.5K
Stars
Rust
Language
168.8K
Lines of Code
699
Files
440
Pattern Hits
2026-07-14
Scan Date
0.01
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 8MEDIUM 78LOW 354

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 440 distinct pattern matches across 13 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Over-Commented Block253 hits · 252 pts
SeverityFileLineSnippetContext
LOWcrates/forge_app/src/compact.rs21 /// Applies the standard compaction transformer pipeline to a contextCOMMENT
LOWcrates/forge_app/src/compact.rs101 "Created context compaction summary"COMMENT
LOWcrates/forge_app/src/compact.rs781COMMENT
LOWcrates/forge_app/src/template_engine.rs1use std::sync::LazyLock;COMMENT
LOWcrates/forge_app/src/template_engine.rs101 // Register all embedded templates from the templates directoryCOMMENT
LOWcrates/forge_app/src/operation.rs801 message: message.to_string(),COMMENT
LOWcrates/forge_app/src/tool_registry.rs381 IMAGE_EXTENSIONS.iter().any(|ext| path_lower.ends_with(ext))COMMENT
LOWcrates/forge_app/src/git_app.rs121 Ok(CommitResult {COMMENT
LOWcrates/forge_app/src/services.rs181/// Manages user preferences for default providers and models.COMMENT
LOWcrates/forge_app/src/services.rs201 ///COMMENT
LOWcrates/forge_app/src/services.rs401 /// Searches for files and content based on the provided parameters.COMMENT
LOWcrates/forge_app/src/services.rs501pub trait SkillFetchService: Send + Sync {COMMENT
LOWcrates/forge_app/src/file_tracking.rs21}COMMENT
LOWcrates/forge_app/src/search_dedup.rs1//! Deduplication logic for code search results across multiple queries.COMMENT
LOWcrates/forge_app/src/search_dedup.rs61 }COMMENT
LOWcrates/forge_app/src/infra.rs41 /// order, and persist the result atomically.COMMENT
LOWcrates/forge_app/src/infra.rs61 async fn read_utf8(&self, path: &Path) -> anyhow::Result<String>;COMMENT
LOWcrates/forge_app/src/infra.rs81COMMENT
LOWcrates/forge_app/src/infra.rs261COMMENT
LOWcrates/forge_app/src/infra.rs281#[async_trait::async_trait]COMMENT
LOWcrates/forge_app/src/infra.rs301 /// * `key` - The key to store the value underCOMMENT
LOWcrates/forge_app/src/infra.rs381/// 2. Global custom agents (from ~/.forge/agents/ directory)COMMENT
LOWcrates/forge_app/src/terminal_context.rs21/// ASCII Unit Separator (`\x1F`) is chosen because it cannot appear inCOMMENT
LOWcrates/forge_app/src/utils.rs1use std::path::Path;COMMENT
LOWcrates/forge_app/src/utils.rs421 "additionalProperties".to_string(),COMMENT
LOWcrates/forge_app/src/utils.rs441/// valuesCOMMENT
LOWcrates/forge_app/src/utils.rs601/// - **Integer/number enums are rejected**: Gemini requires all enum values toCOMMENT
LOWcrates/forge_app/src/utils.rs861 }COMMENT
LOWcrates/forge_app/src/workspace_status.rs41 ///COMMENT
LOWcrates/forge_app/src/dto/anthropic/response.rs61/// Returns the context window size for a given Claude model ID.COMMENT
LOW…_app/src/dto/anthropic/transforms/sanitize_tool_ids.rs1use forge_domain::Transformer;COMMENT
LOW…rge_app/src/dto/anthropic/transforms/enforce_schema.rs1use forge_domain::Transformer;COMMENT
LOW…rge_app/src/dto/anthropic/transforms/enforce_schema.rs21/// ```COMMENT
LOW…p/src/dto/anthropic/transforms/remove_output_format.rs1use forge_domain::Transformer;COMMENT
LOWcrates/forge_app/src/dto/openai/response.rs141///COMMENT
LOWcrates/forge_app/src/dto/openai/request.rs201///COMMENT
LOWcrates/forge_app/src/dto/openai/request.rs261 #[serde(skip_serializing_if = "Option::is_none")]COMMENT
LOWcrates/forge_app/src/dto/openai/copilot_model.rs1use forge_domain::ModelId;COMMENT
LOW…forge_app/src/dto/openai/transformers/zai_reasoning.rs1use forge_domain::Transformer;COMMENT
LOW…es/forge_app/src/dto/openai/transformers/when_model.rs1use regex::Regex;COMMENT
LOWcrates/forge_app/src/dto/openai/transformers/minimax.rs1use forge_domain::Transformer;COMMENT
LOW…pp/src/dto/openai/transformers/set_reasoning_effort.rs1use forge_domain::{Effort, Transformer};COMMENT
LOWcrates/forge_app/src/transformers/drop_role.rs1use forge_domain::{ContextSummary, Role, Transformer};COMMENT
LOW…tes/forge_app/src/transformers/trim_context_summary.rs1use forge_domain::{ContextSummary, Role, SummaryMessage, SummaryTool, Transformer};COMMENT
LOWcrates/forge_app/src/transformers/strip_working_dir.rs1use std::path::{Path, PathBuf};COMMENT
LOWcrates/forge_app/src/transformers/strip_working_dir.rs21///COMMENT
LOWcrates/forge_app/src/transformers/compaction.rs1use std::path::PathBuf;COMMENT
LOWcrates/forge_app/src/hooks/tracing.rs1use async_trait::async_trait;COMMENT
LOWcrates/forge_select/src/confirm.rs21COMMENT
LOWcrates/forge_select/src/select.rs61 selfCOMMENT
LOWcrates/forge_select/src/input.rs41 self.default_display = Some(default.to_string());COMMENT
LOW…ates/forge_domain/tests/test_stringified_tool_calls.rs1//! Integration test for stringified tool call arguments fixCOMMENT
LOWcrates/forge_domain/src/xml.rs1/// Extracts content between the specified XML-style tagsCOMMENT
LOWcrates/forge_domain/src/hook.rs121///COMMENT
LOWcrates/forge_domain/src/hook.rs301 /// Combines this hook with another hook, creating a new hook that runs bothCOMMENT
LOWcrates/forge_domain/src/mcp_servers.rs1use std::collections::{HashMap, hash_map};COMMENT
LOWcrates/forge_domain/src/temperature.rs1use std::fmt;COMMENT
LOWcrates/forge_domain/src/top_k.rs1use std::fmt;COMMENT
LOWcrates/forge_domain/src/message_pattern.rs1use serde_json::json;COMMENT
LOWcrates/forge_domain/src/message_pattern.rs21/// # ExamplesCOMMENT
193 more matches not shown…
Decorative Section Separators71 hits · 225 pts
SeverityFileLineSnippetContext
MEDIUMcrates/forge_services/src/mcp/service.rs297 // ── Mock MCP client ──────────────────────────────────────────────────────COMMENT
MEDIUMcrates/forge_services/src/mcp/service.rs317 // ── Mock config manager ──────────────────────────────────────────────────COMMENT
MEDIUMcrates/forge_services/src/mcp/service.rs346 // ── Mock infrastructure ──────────────────────────────────────────────────COMMENT
MEDIUMcrates/forge_services/src/mcp/service.rs412 // ── Fixture ──────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/forge_services/src/mcp/service.rs461 // ── Concurrent initialisation test ──────────────────────────────────────COMMENT
MEDIUM.forge/skills/github-pr-comments/scripts/pr-comments.sh13# ---------------------------------------------------------------------------COMMENT
MEDIUM.forge/skills/github-pr-comments/scripts/pr-comments.sh15# ---------------------------------------------------------------------------COMMENT
MEDIUM.forge/skills/github-pr-comments/scripts/pr-comments.sh25# ---------------------------------------------------------------------------COMMENT
MEDIUM.forge/skills/github-pr-comments/scripts/pr-comments.sh27# ---------------------------------------------------------------------------COMMENT
MEDIUM.forge/skills/github-pr-comments/scripts/pr-comments.sh31# ---------------------------------------------------------------------------COMMENT
MEDIUM.forge/skills/github-pr-comments/scripts/pr-comments.sh38# ---------------------------------------------------------------------------COMMENT
MEDIUM.forge/skills/github-pr-comments/scripts/pr-comments.sh84# ---------------------------------------------------------------------------COMMENT
MEDIUM.forge/skills/github-pr-comments/scripts/pr-comments.sh88# ---------------------------------------------------------------------------COMMENT
MEDIUM.forge/skills/resolve-fixme/scripts/find-fixme.sh16# ---------------------------------------------------------------------------COMMENT
MEDIUM.forge/skills/resolve-fixme/scripts/find-fixme.sh18# ---------------------------------------------------------------------------COMMENT
MEDIUM.forge/skills/resolve-fixme/scripts/find-fixme.sh29# ---------------------------------------------------------------------------COMMENT
MEDIUM.forge/skills/resolve-fixme/scripts/find-fixme.sh33# ---------------------------------------------------------------------------COMMENT
MEDIUM.forge/skills/test-reasoning/scripts/test-reasoning.sh11# ─── colors ───────────────────────────────────────────────────────────────────COMMENT
MEDIUM.forge/skills/test-reasoning/scripts/test-reasoning.sh21# ─── state ────────────────────────────────────────────────────────────────────COMMENT
MEDIUM.forge/skills/test-reasoning/scripts/test-reasoning.sh35# ─── output helpers ───────────────────────────────────────────────────────────COMMENT
MEDIUM.forge/skills/test-reasoning/scripts/test-reasoning.sh45# ─── json helpers ─────────────────────────────────────────────────────────────COMMENT
MEDIUM.forge/skills/test-reasoning/scripts/test-reasoning.sh83# ─── test runner ──────────────────────────────────────────────────────────────COMMENT
MEDIUM.forge/skills/test-reasoning/scripts/test-reasoning.sh121# ─── parallel job launcher ────────────────────────────────────────────────────COMMENT
MEDIUM.forge/skills/test-reasoning/scripts/test-reasoning.sh133# ─── build ────────────────────────────────────────────────────────────────────COMMENT
MEDIUM.forge/skills/test-reasoning/scripts/test-reasoning.sh142# ─── OpenRouter · openai/o4-mini — effort levels ─────────────────────────────COMMENT
MEDIUM.forge/skills/test-reasoning/scripts/test-reasoning.sh164# ─── OpenRouter · openai/o4-mini — max_tokens ────────────────────────────────COMMENT
MEDIUM.forge/skills/test-reasoning/scripts/test-reasoning.sh180# ─── OpenRouter · openai/o4-mini — exclude ───────────────────────────────────COMMENT
MEDIUM.forge/skills/test-reasoning/scripts/test-reasoning.sh196# ─── OpenRouter · openai/o4-mini — enabled ───────────────────────────────────COMMENT
MEDIUM.forge/skills/test-reasoning/scripts/test-reasoning.sh212# ─── OpenRouter · anthropic/claude-opus-4-5 — max_tokens ─────────────────────COMMENT
MEDIUM.forge/skills/test-reasoning/scripts/test-reasoning.sh228# ─── OpenRouter · moonshotai/kimi-k2 — max_tokens ────────────────────────────COMMENT
MEDIUM.forge/skills/test-reasoning/scripts/test-reasoning.sh254# ─── OpenRouter · minimax/minimax-m2 — max_tokens ────────────────────────────COMMENT
MEDIUM.forge/skills/test-reasoning/scripts/test-reasoning.sh280# ─── Anthropic · claude-opus-4-6 — effort levels ─────────────────────────────COMMENT
MEDIUM.forge/skills/test-reasoning/scripts/test-reasoning.sh299# ─── Anthropic · claude-3-7-sonnet-20250219 — thinking object ────────────────COMMENT
MEDIUM.forge/skills/test-reasoning/scripts/test-reasoning.sh318# ─── GitHub Copilot · o4-mini — effort levels ────────────────────────────────COMMENT
MEDIUM.forge/skills/test-reasoning/scripts/test-reasoning.sh337# ─── Codex · gpt-5.1-codex — effort levels ───────────────────────────────────COMMENT
MEDIUM.forge/skills/test-reasoning/scripts/test-reasoning.sh357# ─── Codex · gpt-5.1-codex — exclude ────────────────────────────────────────COMMENT
MEDIUM.forge/skills/test-reasoning/scripts/test-reasoning.sh373# ─── Invalid effort — config parse error (one per provider) ──────────────────COMMENT
MEDIUM.forge/skills/test-reasoning/scripts/test-reasoning.sh398# ─── collect results ──────────────────────────────────────────────────────────COMMENT
MEDIUM.forge/skills/test-reasoning/scripts/test-reasoning.sh414# ─── summary ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMshell-plugin/lib/context.zsh14# ---------------------------------------------------------------------------COMMENT
MEDIUMshell-plugin/lib/context.zsh16# ---------------------------------------------------------------------------COMMENT
MEDIUMshell-plugin/lib/context.zsh57# ---------------------------------------------------------------------------COMMENT
MEDIUMshell-plugin/lib/context.zsh59# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/autofix.yml1# -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/autofix.yml3# -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/autofix.yml14# -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/autofix.yml16# -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/labels.yml1# -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/labels.yml3# -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/labels.yml14# -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/labels.yml16# -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/release.yml1# -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/release.yml3# -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/release.yml14# -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/release.yml16# -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/stale.yml1# -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/stale.yml3# -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/stale.yml14# -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/stale.yml16# -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/release-drafter.yml1# -------------------------------------------------------------------COMMENT
11 more matches not shown…
Structural Annotation Overuse39 hits · 73 pts
SeverityFileLineSnippetContext
LOWcrates/forge_app/src/file_tracking.rs381 // Step 1: Read the file (insert via Metrics::insert like production)COMMENT
LOWcrates/forge_app/src/file_tracking.rs386 // Step 2: Write the file (overwrites the Read entry)COMMENT
LOWcrates/forge_app/src/file_tracking.rs412 // Step 1: Read, Step 2: WriteCOMMENT
LOWcrates/forge_app/src/file_tracking.rs444 // Step 1: Write, Step 2: Read back (overwrites Write entry)COMMENT
LOWcrates/forge_app/src/utils.rs1591 // Step 1: Convert to Schema (like MCP client does)COMMENT
LOWcrates/forge_app/src/utils.rs1595 // Step 2: Normalize for OpenAI/Codex strict modeCOMMENT
LOWcrates/forge_app/src/utils.rs1598 // Step 3: Serialize for API requestCOMMENT
LOWcrates/forge_domain/src/transformer/image_handling.rs27 // Step 1: Replace the image value with a text messageCOMMENT
LOWcrates/forge_domain/src/transformer/image_handling.rs53 // Step 2: Insert all images at the endCOMMENT
LOW…s/forge_repo/src/provider/openai_responses/response.rs1827 // Step 1: output_item.added with empty arguments (Spark sends "" initially)COMMENT
LOW…s/forge_repo/src/provider/openai_responses/response.rs1830 // Step 2: function_call_arguments.done with full arguments (no deltas)COMMENT
LOW…s/forge_repo/src/provider/openai_responses/response.rs1839 // Step 3: response.completed with usageCOMMENT
LOWcrates/forge_repo/src/skills/create-skill/SKILL.md213### Step 1: Understanding the Skill with Concrete ExamplesCOMMENT
LOWcrates/forge_repo/src/skills/create-skill/SKILL.md230### Step 2: Planning the Reusable Skill ContentsCOMMENT
LOWcrates/forge_repo/src/skills/create-skill/SKILL.md254### Step 3: Initializing the SkillCOMMENT
LOWcrates/forge_repo/src/skills/create-skill/SKILL.md335### Step 4: Edit the SkillCOMMENT
LOWcrates/forge_repo/src/skills/create-skill/SKILL.md380### Step 5: IterateCOMMENT
LOWcrates/forge_main/src/ui.rs3281 // Step 2: Complete authentication (polls if needed for OAuth flows)COMMENT
LOWcrates/forge_infra/src/auth/strategy.rs651 // Step 1: Request device authorization from OpenAI's custom endpointCOMMENT
LOW.forge/skills/resolve-conflicts/SKILL.md23### Step 1: Assess the Conflict SituationCOMMENT
LOW.forge/skills/resolve-conflicts/SKILL.md47### Step 2: Create Merge Resolution PlanCOMMENT
LOW.forge/skills/resolve-conflicts/SKILL.md102### Step 3: Handle Deleted-Modified FilesCOMMENT
LOW.forge/skills/resolve-conflicts/SKILL.md121### Step 4: Execute Resolution PlanCOMMENT
LOW.forge/skills/resolve-conflicts/SKILL.md303### Step 5: Validate ResolutionCOMMENT
LOW.forge/skills/resolve-conflicts/SKILL.md318### Step 6: Compile and TestCOMMENT
LOW.forge/skills/resolve-conflicts/SKILL.md339### Step 7: FinalizeCOMMENT
LOW.forge/skills/create-command/SKILL.md70### Step 1: Determine Command PurposeCOMMENT
LOW.forge/skills/create-command/SKILL.md79### Step 2: Choose Command NameCOMMENT
LOW.forge/skills/create-command/SKILL.md86### Step 3: Write the Command FileCOMMENT
LOW.forge/skills/create-agent/SKILL.md116### Step 1: First StepCOMMENT
LOW.forge/skills/create-agent/SKILL.md120### Step 2: Second StepCOMMENT
LOW.forge/skills/create-agent/SKILL.md124### Step 3: Third StepCOMMENT
LOW.forge/skills/create-agent/SKILL.md141### Step 1: Determine Agent PurposeCOMMENT
LOW.forge/skills/create-agent/SKILL.md150### Step 2: Choose Agent ID and TitleCOMMENT
LOW.forge/skills/create-agent/SKILL.md156### Step 3: Write the Agent FileCOMMENT
LOWbenchmarks/evals/semantic_search_quality/run_eval.sh16# Step 1: Check if sem_search was usedCOMMENT
LOWbenchmarks/evals/semantic_search_quality/run_eval.sh25# Step 2: Extract intent and queriesCOMMENT
LOWbenchmarks/evals/semantic_search_quality/run_eval.sh39# Step 3: Check authenticationCOMMENT
LOWbenchmarks/evals/semantic_search_quality/run_eval.sh55# Step 4: Run LLM judge (conditional)COMMENT
Verbosity Indicators32 hits · 65 pts
SeverityFileLineSnippetContext
LOWcrates/forge_app/src/file_tracking.rs381 // Step 1: Read the file (insert via Metrics::insert like production)COMMENT
LOWcrates/forge_app/src/file_tracking.rs386 // Step 2: Write the file (overwrites the Read entry)COMMENT
LOWcrates/forge_app/src/file_tracking.rs412 // Step 1: Read, Step 2: WriteCOMMENT
LOWcrates/forge_app/src/file_tracking.rs444 // Step 1: Write, Step 2: Read back (overwrites Write entry)COMMENT
LOWcrates/forge_app/src/utils.rs1591 // Step 1: Convert to Schema (like MCP client does)COMMENT
LOWcrates/forge_app/src/utils.rs1595 // Step 2: Normalize for OpenAI/Codex strict modeCOMMENT
LOWcrates/forge_app/src/utils.rs1598 // Step 3: Serialize for API requestCOMMENT
LOWcrates/forge_app/src/hooks/doom_loop.rs742 // Step 1: [1] - no loopCOMMENT
LOWcrates/forge_app/src/hooks/doom_loop.rs747 // Step 2: [1,2] - no loopCOMMENT
LOWcrates/forge_app/src/hooks/doom_loop.rs752 // Step 3: [1,2,3] - no loopCOMMENT
LOWcrates/forge_app/src/hooks/doom_loop.rs757 // Step 4: [1,2,3,4] - no loopCOMMENT
LOWcrates/forge_app/src/hooks/doom_loop.rs762 // Step 5: [1,2,3,4,5] - no loopCOMMENT
LOWcrates/forge_app/src/hooks/doom_loop.rs767 // Step 6: [1,2,3,4,5,4] - no loop yetCOMMENT
LOWcrates/forge_app/src/hooks/doom_loop.rs772 // Step 7: [1,2,3,4,5,4,6] - no loopCOMMENT
LOWcrates/forge_app/src/hooks/doom_loop.rs777 // Step 8: [1,2,3,4,5,4,6,4] - no loop yetCOMMENT
LOWcrates/forge_app/src/hooks/doom_loop.rs782 // Step 9: [1,2,3,4,5,4,6,4,5] - no loop yet (only 1.5 repetitions of [4,5])COMMENT
LOWcrates/forge_app/src/hooks/doom_loop.rs787 // Step 10: [1,2,3,4,5,4,6,4,5,4] - no loop yet (2 repetitions of [4,5])COMMENT
LOWcrates/forge_app/src/hooks/doom_loop.rs792 // Step 11: [1,2,3,4,5,4,6,4,5,4,5] - still no loop (2.5 repetitions)COMMENT
LOWcrates/forge_app/src/hooks/doom_loop.rs797 // Step 12: [1,2,3,4,5,4,6,4,5,4,5,4] - still no loop (almost 3)COMMENT
LOWcrates/forge_app/src/hooks/doom_loop.rs802 // Step 13: [1,2,3,4,5,4,6,4,5,4,5,4,5] - [4,5] pattern now repeats 3 times atCOMMENT
LOWcrates/forge_domain/src/transformer/image_handling.rs27 // Step 1: Replace the image value with a text messageCOMMENT
LOWcrates/forge_domain/src/transformer/image_handling.rs53 // Step 2: Insert all images at the endCOMMENT
LOWcrates/forge_services/src/provider_auth.rs88 // For ApiKey responses, we need to check if it's Google ADC or regular API keyCOMMENT
LOW…s/forge_repo/src/provider/openai_responses/response.rs1827 // Step 1: output_item.added with empty arguments (Spark sends "" initially)COMMENT
LOW…s/forge_repo/src/provider/openai_responses/response.rs1830 // Step 2: function_call_arguments.done with full arguments (no deltas)COMMENT
LOW…s/forge_repo/src/provider/openai_responses/response.rs1839 // Step 3: response.completed with usageCOMMENT
LOWcrates/forge_main/src/ui.rs3281 // Step 2: Complete authentication (polls if needed for OAuth flows)COMMENT
LOWcrates/forge_infra/src/auth/strategy.rs651 // Step 1: Request device authorization from OpenAI's custom endpointCOMMENT
LOWbenchmarks/evals/semantic_search_quality/run_eval.sh16# Step 1: Check if sem_search was usedCOMMENT
LOWbenchmarks/evals/semantic_search_quality/run_eval.sh25# Step 2: Extract intent and queriesCOMMENT
LOWbenchmarks/evals/semantic_search_quality/run_eval.sh39# Step 3: Check authenticationCOMMENT
LOWbenchmarks/evals/semantic_search_quality/run_eval.sh55# Step 4: Run LLM judge (conditional)COMMENT
Synthetic Comment Markers7 hits · 52 pts
SeverityFileLineSnippetContext
HIGHcrates/forge_api/src/api.rs49 /// Commits changes with an AI-generated commit messageCOMMENT
HIGHcrates/forge_main/src/model.rs474 /// Preview the AI-generated commit message without committing.COMMENT
HIGHcrates/forge_main/src/model.rs476 #[strum(props(usage = "Preview AI-generated commit message"))]COMMENT
HIGHcrates/forge_main/src/model.rs681 /// Generate and optionally commit changes with AI-generated messageCOMMENT
HIGHcrates/forge_main/src/cli.rs113 /// Generate and optionally commit changes with AI-generated messageCOMMENT
HIGHshell-plugin/lib/actions/git.zsh5# Action handler: Directly commit changes with AI-generated messageCOMMENT
HIGHshell-plugin/lib/actions/git.zsh27# Action handler: Previews AI-generated commit messageCOMMENT
Redundant / Tautological Comments23 hits · 34 pts
SeverityFileLineSnippetContext
LOW.forge/skills/create-plan/validate-all-plans.sh18# Check if validator existsCOMMENT
LOW.forge/skills/create-plan/validate-plan.sh35# Check if file path is providedCOMMENT
LOW.forge/skills/create-plan/validate-plan.sh43# Check if file existsCOMMENT
LOW.forge/skills/create-plan/validate-plan.sh288 # Check if tasks are very similar (same first 30 chars)COMMENT
LOW…s/resolve-conflicts/scripts/handle-deleted-modified.sh16# Check if we're in a git repositoryCOMMENT
LOW…skills/resolve-conflicts/scripts/validate-conflicts.sh13# Check if we're in a git repositoryCOMMENT
LOWshell-plugin/keyboard.zsh61# Check if main keymap is bound to viins or vicmdCOMMENT
LOWshell-plugin/doctor.zsh108# Check if Oh My Zsh is installedCOMMENT
LOWshell-plugin/doctor.zsh129# Check if forge is in PATHCOMMENT
LOWshell-plugin/doctor.zsh149# Check if forge plugin is loaded by checking environment variableCOMMENT
LOWshell-plugin/doctor.zsh193# Check if forge theme is loaded by checking environment variableCOMMENT
LOWshell-plugin/doctor.zsh372 # Check if either Left or Right Option key is set to Esc+ (value 2)COMMENT
LOWshell-plugin/doctor.zsh516# Check if Nerd Font is enabled via environment variablesCOMMENT
LOWshell-plugin/lib/helpers.zsh207 # Check if sync is enabled (default to true if not set)COMMENT
LOWshell-plugin/lib/helpers.zsh216 # Check if workspace is indexed before attempting syncCOMMENT
LOWshell-plugin/lib/dispatcher.zsh19 # Check if the user_action is in the list of valid commands and extract the rowCOMMENT
LOWshell-plugin/lib/dispatcher.zsh98 # Check if the line starts with any of the supported patternsCOMMENT
LOWshell-plugin/lib/actions/conversation.zsh54 # Check if there's a previous conversationCOMMENT
LOWshell-plugin/lib/actions/core.zsh77 # Check if FORGE_CONVERSATION_ID is setCOMMENT
LOWshell-plugin/lib/actions/git.zsh47 # Check if there are staged changes to determine commit strategyCOMMENT
LOWbenchmarks/evals/redundant_cd_with_cwd/task.yml10 # Check if any shell tool call contains "cd" command when cwd is also providedCOMMENT
LOWbenchmarks/evals/parallel_tool_calls/task.yml13 # Check if there's at least one message with 2 or more tool calls executed in parallelCOMMENT
LOWbenchmarks/evals/todo_write_usage/task.yml12 # Check if todo_write was called at least onceCOMMENT
Self-Referential Comments3 hits · 9 pts
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MEDIUM…s/resolve-conflicts/scripts/handle-deleted-modified.sh98 # Create an analysis fileCOMMENT
MEDIUM…s/resolve-conflicts/scripts/handle-deleted-modified.sh139# Create a summary fileCOMMENT
MEDIUMshell-plugin/lib/actions/config.zsh217 # Create the config file if it does not yet existCOMMENT
AI Slop Vocabulary3 hits · 9 pts
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MEDIUM.forge/skills/resolve-fixme/scripts/find-fixme.sh31# Using rg --json + python for robust parsing that handles colons in pathsCOMMENT
LOWshell-plugin/lib/dispatcher.zsh51 # If input_text is empty, just set the active agent (only for AGENT type commands)COMMENT
MEDIUMscripts/test-zsh-utils.sh44# --- Test harness -----------------------------------------------------------COMMENT
Example Usage Blocks4 hits · 8 pts
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LOW.forge/skills/github-pr-comments/scripts/pr-comments.sh6# Usage:COMMENT
LOW…/write-release-notes/scripts/validate-release-notes.sh3# Usage:COMMENT
LOW.forge/skills/resolve-fixme/scripts/find-fixme.sh6# Usage:COMMENT
LOWscripts/test-400-error-message.sh4# Usage:COMMENT
Magic Placeholder Names1 hit · 5 pts
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HIGH.github/contribution.md58OPENROUTER_API_KEY="your-api-key"CODE
Modern AI Meta-Vocabulary2 hits · 4 pts
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MEDIUMREADME.md46 - [Usage in Multi-Agent Workflows](#usage-in-multi-agent-workflows)CODE
MEDIUM…ge/skills/post-forge-feature/references/style-guide.md43- `#Agents` - agent orchestration featuresCODE
Excessive Try-Catch Wrapping1 hit · 1 pts
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LOW.forge/skills/resolve-fixme/scripts/find-fixme.sh53 except Exception:CODE
Hyper-Verbose Identifiers1 hit · 1 pts
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LOWbenchmarks/evals/semantic_search_quality/llm_judge.ts155function extractSemanticSearchCalls(contextData: ContextData): Array<{CODE