3.1

Adjusted Signal

3.1

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

23.1K

Stars

Language

177.6K

Lines of Code

1.1K

Files

276

Pattern Hits

2026-10-31

Scan Date

0.02

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 10.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 230 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.7/100 · LOW

Are imports declared and package/API names verified? 27 finding(s).

Agent Over-Engineering Ratio 1.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 30 finding(s).

PR Review Velocity Impact 13.6/100 · LOW

Which changes need focused human review? 276 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 20MEDIUM 71LOW 185

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 276 distinct pattern matches across 21 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Modern AI Meta-Vocabulary46 hits · 132 pts

Severity	File	Line	Snippet	Context
MEDIUM	micro.go	236	// or policy. Wrappers run outside the built-in guardrails, so they see	COMMENT
MEDIUM	micro.go	365	// is met or the iteration cap is reached — the agentic loop, with a	COMMENT
MEDIUM	README.md	25	- [Build a service with an agent](https://go-micro.dev/docs/agents.html) — scaffold, run, and chat with your service.	CODE
MEDIUM	CLAUDE.md	48	├── flow/ # Event-driven LLM orchestration	CODE
MEDIUM	cmd/micro/README.md	733	micro loop init # scaffold the loop into the current repo	CODE
MEDIUM	cmd/micro/cli/cli.go	125	UsageText: ` micro new helloworld # scaffold a single service	CODE
MEDIUM	cmd/micro/cli/new/contract_test.go	43	// satisfy the same 0→1 contract: scaffold, tidy, and build without additional	COMMENT
MEDIUM	cmd/micro/loop/loop.go	248	// scaffold renders the selected roles into dir. The split is deliberate:	COMMENT
MEDIUM	cmd/micro/loop/loop_test.go	22	// renderable is every template a full scaffold touches, with the per-role config	COMMENT
MEDIUM	cmd/micro/loop/loop_test.go	23	// applied the same way scaffold does.	COMMENT
MEDIUM	…ternal/website/content/en/docs/ai-integration/index.md	116	### 6. micro chat (orchestration)	COMMENT
MEDIUM	…ternal/website/content/en/docs/ai-integration/index.md	129	### 7. micro flow (event-driven orchestration)	COMMENT
MEDIUM	…ternal/website/content/en/docs/ai-integration/index.md	129	### 7. micro flow (event-driven orchestration)	COMMENT
MEDIUM	…nal/website/content/en/docs/guides/agent-guardrails.md	9	## The three agent guardrails	COMMENT
MEDIUM	…l/website/content/en/docs/guides/chat-with-services.md	47	See [New → Run → Chat](../agents.md#new--run--chat) for the scaffold and Go API.	CODE
MEDIUM	…ternal/website/content/en/docs/guides/plan-delegate.md	104	## A multi-agent example	COMMENT
MEDIUM	…ebsite/content/en/docs/guides/no-secret-first-agent.md	83	## Equivalent scaffold → run → chat → inspect path	COMMENT
MEDIUM	…nal/website/content/en/docs/guides/your-first-agent.md	211	## 5. Make it a workflow when the path is event-driven	COMMENT
MEDIUM	internal/website/content/en/docs/guides/zero-to-hero.md	92	# First-agent walkthrough boundary: scaffold, preflight, run, chat, inspect.	COMMENT
MEDIUM	…ebsite/content/en/blog/news/doubling-down-on-agents.md	40	micro.AgentMaxSteps(8), // guardrails	CODE
MEDIUM	…ilding-the-ai-native-future-of-go-micro-with-claude.md	132	# Combine with RAG	COMMENT
MEDIUM	…content/en/blog/news/the-evolution-of-microservices.md	30	## Containers and orchestration	COMMENT
MEDIUM	internal/docs/DEVELOPMENT_STRATEGY_ASSESSMENT.md	91	### Phase 2: agentic depth	COMMENT
MEDIUM	internal/harness/zero-to-hero-ci/run.sh	19	# install → scaffold → run/chat → inspect → deploy-dry-run seams so failures	COMMENT
MEDIUM	internal/harness/universe/main.go	12	// - an AGENT "concierge" with guardrails and a tool-execution wrapper,	COMMENT
MEDIUM	internal/harness/universe/main.go	471	// The concierge agent: guardrails on, plus a tool-execution wrapper	COMMENT
MEDIUM	agent/options.go	147	// (see WrapTool), applied outside the built-in guardrails.	COMMENT
MEDIUM	agent/options.go	416	// retries, or custom policy. Wrappers run outside the built-in guardrails	COMMENT
MEDIUM	agent/wrap_test.go	63	// Wrappers run outside the built-in guardrails, so they observe a refused	COMMENT
MEDIUM	agent/builtin.go	120	// delegate, or RPC); the built-in guardrails wrap it; developer wrappers	COMMENT
MEDIUM	agent/builtin.go	130	// Innermost first: base, then guardrails (approve → loop → step →	COMMENT
MEDIUM	contrib/go-micro-llamaindex/README.md	115	### RAG + Microservices	COMMENT
MEDIUM	contrib/go-micro-llamaindex/README.md	126	# Combine service tools with a RAG query engine	COMMENT
MEDIUM	…trib/go-micro-llamaindex/examples/rag_with_services.py	25	# Create a simple document index for RAG	COMMENT
MEDIUM	…trib/go-micro-llamaindex/examples/rag_with_services.py	37	# Create a query engine tool for RAG	COMMENT
MEDIUM	…trib/go-micro-llamaindex/examples/rag_with_services.py	48	# Combine RAG tool with service tools	COMMENT
MEDIUM	…trib/go-micro-llamaindex/examples/rag_with_services.py	56	# Example: Agent uses RAG to find user ID, then calls service	COMMENT
MEDIUM	examples/agent-ollama/main.go	4	// tools, agent memory, guardrails, and streaming — using the Ollama	COMMENT
MEDIUM	examples/agent-wrap-tool/README.md	44	## Wrappers vs. guardrails	COMMENT
MEDIUM	examples/agent-wrap-tool/main.go	115	// Developer wrappers run outside the built-in guardrails, so next here is	COMMENT
MEDIUM	examples/flow-loop/main.go	3	// The "loop" pattern from agentic AI: instead of one shot, run a step over	COMMENT
MEDIUM	model/model.go	111	// Refusal reason codes set on ToolResult.Refused by the agent's guardrails.	COMMENT
MEDIUM	model/model.go	227	// logging, metrics, retries, guardrails. It is the tool-side analog of	COMMENT
MEDIUM	model/internal/openaiapi/generate.go	11	// Agent guardrails can impose additional limits on individual tool executions.	COMMENT
MEDIUM	flow/options.go	115	// reasons (with its plan, delegate, memory, and guardrails).	COMMENT
MEDIUM	flow/loop.go	51	// met or the iteration cap is reached, whichever comes first — the agentic	COMMENT

Over-Commented Block103 hits · 103 pts

Severity	File	Line	Snippet	Context
LOW	micro.go	81	// Attach it with service.Handle(agent) to share a service's RPC server and	COMMENT
LOW	micro.go	241		COMMENT
LOW	micro.go	281		COMMENT
LOW	cmd/micro/api/api.go	1	// Package api implements the 'micro api' command — a lightweight	COMMENT
LOW	cmd/micro/resource/resource.go	1	// Package resource provides CLI commands that map directly onto	COMMENT
LOW	cmd/micro/loop/loop.go	1	// Package loop implements the 'micro loop' command, which scaffolds and	COMMENT
LOW	cmd/defaults/defaults.go	1	// Package defaults links every in-repo plugin into the cmd flag maps.	COMMENT
LOW	cmd/protoc-gen-micro/main.go	1	// Go support for Protocol Buffers - Google's data interchange format	COMMENT
LOW	cmd/protoc-gen-micro/main.go	21	// "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT	COMMENT
LOW	cmd/protoc-gen-micro/main.go	41	//	COMMENT
LOW	cmd/protoc-gen-micro/generator/generator.go	1	// Go support for Protocol Buffers - Google's data interchange format	COMMENT
LOW	cmd/protoc-gen-micro/generator/generator.go	1401	// The tag is a string like "varint,2,opt,name=fieldname,def=7" that	COMMENT
LOW	cmd/protoc-gen-micro/generator/generator.go	1701	// defaultConstantName builds the name of the default constant from the message	COMMENT
LOW	cmd/protoc-gen-micro/generator/name_test.go	1	// Go support for Protocol Buffers - Google's data interchange format	COMMENT
LOW	transport/options.go	21	// Other options for implementations of the interface	COMMENT
LOW	wrapper/auth/server.go	21	}	COMMENT
LOW	wrapper/auth/client.go	21	// For each outgoing request:	COMMENT
LOW	wrapper/x402/x402.go	1	// Package x402 implements the server side of the x402 payment protocol	COMMENT
LOW	wrapper/x402/x402.go	101	// PayTo is the address payments are sent to. Required.	COMMENT
LOW	config/source/flag/flag.go	81	return nil	COMMENT
LOW	config/source/cli/cli.go	81	func (c cliSource) Write(cs source.ChangeSet) error {	COMMENT
LOW	auth/noop/noop.go	1	// Package noop provides a no-op auth implementation for testing and development.	COMMENT
LOW	auth/noop/noop.go	21	//	COMMENT
LOW	deploy/kubernetes/doc.go	1	// Package kubernetes contains the experimental Kubernetes deployment foundation	COMMENT
LOW	health/health.go	1	// Package health provides health check functionality for microservices.	COMMENT
LOW	health/health.go	301	return fmt.Errorf("dns lookup %s: %w", host, err)	COMMENT
LOW	internal/test/service.go	41	// - Bi-directional streaming	COMMENT
LOW	internal/test/testing.go	1	// Package test provides utilities for testing micro services.	COMMENT
LOW	internal/util/mdns/server.go	221	if query.Opcode != dns.OpcodeQuery {	COMMENT
LOW	internal/util/mdns/server.go	281	Opcode: dns.OpcodeQuery,	COMMENT
LOW	internal/util/mdns/server.go	321	//	COMMENT
LOW	internal/util/mdns/dns_sd.go	1	package mdns	COMMENT
LOW	internal/util/mdns/dns_sd.go	21	// server, err := mdns.NewServer(&mdns.Config{Zone: service})	COMMENT
LOW	internal/util/mdns/dns_sd.go	41	}	COMMENT
LOW	internal/util/mdns/dns_sd.go	81	// availability of the service, as described in section 8.3 of RFC 6762.	COMMENT
LOW	…n/docs/project/architecture/adr-010-unified-gateway.md	81	# Start services with gateway (auth follows the bind address)	COMMENT
LOW	…al/website/content/en/docs/guides/tool-descriptions.md	121		COMMENT
LOW	…al/website/content/en/docs/guides/tool-descriptions.md	141	//	COMMENT
LOW	…al/website/content/en/docs/guides/tool-descriptions.md	161	### Actions with Side Effects	COMMENT
LOW	internal/website/scripts/generate-vanity-data.sh	1	#!/usr/bin/env bash	COMMENT
LOW	internal/network/network.go	1	// Package network is a process-local registry of server dispatchers — the	COMMENT
LOW	internal/harness/agent-flow/main.go	1	// Agent Flow harness — "the event is the prompt".	COMMENT
LOW	internal/harness/provider-conformance/main.go	1	// Provider conformance runs the same end-to-end harnesses across model	COMMENT
LOW	internal/harness/universe/main.go	1	// Universe harness — a mini end-to-end world, spun up and shut down.	COMMENT
LOW	internal/harness/plan-delegate/main.go	1	// Plan & Delegate integration harness.	COMMENT
LOW	internal/harness/plan-delegate/main.go	261	emittedUnknownDelegate bool	COMMENT
LOW	server/server.go	101	Context() context.Context	COMMENT
LOW	server/doc.go	1	package server	COMMENT
LOW	server/doc.go	21	//	COMMENT
LOW	server/doc.go	81	}	COMMENT
LOW	agent/options.go	61	Temperature *float64	COMMENT
LOW	agent/options.go	81	ToolTimeout time.Duration	COMMENT
LOW	agent/options.go	101	MemoryRecallLimit int	COMMENT
LOW	agent/options.go	401	return func(o *Options) { o.MemoryRecallLimit = n }	COMMENT
LOW	agent/options.go	461	// prompt content.	COMMENT
LOW	agent/options.go	501	// Session selects an independent, persistent conversation within an agent.	COMMENT
LOW	agent/agent.go	1	// Package agent provides the Agent abstraction for Go Micro.	COMMENT
LOW	agent/agent.go	101	calls map[string]int	COMMENT
LOW	agent/agent.go	241	// A request carries history in Messages and the message being answered in	COMMENT
LOW	examples/flow-durable/main.go	1	// Durable Flow — a workflow that survives a crash and resumes	COMMENT
43 more matches not shown…

Magic Placeholder Names12 hits · 78 pts

Severity	File	Line	Snippet	Context
HIGH	…nal/website/content/en/docs/guides/your-first-agent.md	44	export OPENAI_API_KEY=your-api-key	CODE
HIGH	…al/website/content/en/docs/guides/ai-provider-guide.md	312	model.WithAPIKey("your-api-key"),	CODE
HIGH	model/README.md	61	model.WithAPIKey("your-api-key"),	CODE
HIGH	model/README.md	95	model.WithAPIKey("your-api-key"),	CODE
HIGH	model/README.md	124	model.WithAPIKey("your-api-key"),	CODE
HIGH	model/together/together.go	11	// model.WithAPIKey("your-api-key"),	COMMENT
HIGH	model/gemini/gemini.go	8	// model.WithAPIKey("your-api-key"),	COMMENT
HIGH	model/groq/groq.go	11	// model.WithAPIKey("your-api-key"),	COMMENT
HIGH	model/minimax/minimax.go	11	// model.WithAPIKey("your-api-key"),	COMMENT
HIGH	model/atlascloud/atlascloud.go	13	// model.WithAPIKey("your-api-key"),	COMMENT
HIGH	model/atlascloud/atlascloud.go	18	// model.WithAPIKey("your-api-key"),	COMMENT
HIGH	model/mistral/mistral.go	11	// model.WithAPIKey("your-api-key"),	COMMENT

Structural Annotation Overuse32 hits · 58 pts

Severity	File	Line	Snippet	Context
LOW⚡	cmd/micro/cli/deploy/deploy.go	208	// Step 1: Check SSH connectivity	COMMENT
LOW⚡	cmd/micro/cli/deploy/deploy.go	216	// Step 2: Check server is initialized	COMMENT
LOW⚡	cmd/micro/cli/deploy/deploy.go	224	// Step 3: Build binaries	COMMENT
LOW⚡	cmd/micro/cli/deploy/deploy.go	232	// Step 4: Copy binaries	COMMENT
LOW⚡	cmd/micro/cli/deploy/deploy.go	240	// Step 5: Setup and restart services via systemd	COMMENT
LOW⚡	cmd/micro/cli/deploy/deploy.go	248	// Step 6: Restart services	COMMENT
LOW⚡	cmd/micro/cli/deploy/deploy.go	256	// Step 7: Check health	COMMENT
LOW	cmd/micro/cli/generate/generate.go	281	// Step 1: Generate proto (deterministic — from design spec)	COMMENT
LOW⚡	cmd/micro/cli/generate/generate.go	295	// Step 2: Run go mod tidy + make proto to get compiled proto	COMMENT
LOW⚡	cmd/micro/cli/generate/generate.go	299	// Step 3: Generate handler with business logic (LLM)	COMMENT
LOW⚡	cmd/micro/cli/generate/generate.go	305	// Step 4: Compile-fix loop	COMMENT
LOW	…al/website/content/en/docs/guides/ai-provider-guide.md	53	## Step 1: Implement the `model.Model` Interface	COMMENT
LOW	…al/website/content/en/docs/guides/ai-provider-guide.md	228	## Step 2: Write Tests	COMMENT
LOW	…al/website/content/en/docs/guides/ai-provider-guide.md	299	## Step 3: Register the Provider	COMMENT
LOW	…al/website/content/en/docs/guides/ai-provider-guide.md	322	## Step 4: Update the README	COMMENT
LOW	…l/website/content/en/docs/guides/ai-native-services.md	21	## Step 1: Create the Service	COMMENT
LOW	…l/website/content/en/docs/guides/ai-native-services.md	28	## Step 2: Define Your Types	COMMENT
LOW	…l/website/content/en/docs/guides/ai-native-services.md	92	## Step 3: Write the Handler with Doc Comments	COMMENT
LOW	…l/website/content/en/docs/guides/ai-native-services.md	178	## Step 4: Register with Scopes	COMMENT
LOW	…l/website/content/en/docs/guides/ai-native-services.md	213	## Step 5: Run with MCP	COMMENT
LOW	…l/website/content/en/docs/guides/ai-native-services.md	328	## Step 6: Test Your Tools	COMMENT
LOW	…l/website/content/en/docs/guides/ai-native-services.md	346	## Step 7: Add Observability (Optional)	COMMENT
LOW	…l/website/content/en/docs/guides/ai-native-services.md	370	## Step 8: Use the AI Package (Optional)	COMMENT
LOW	…al/website/content/en/docs/guides/migration/add-mcp.md	57	### Step 1: Add Doc Comments	COMMENT
LOW	…al/website/content/en/docs/guides/migration/add-mcp.md	75	### Step 2: Add Struct Tag Descriptions	COMMENT
LOW	…al/website/content/en/docs/guides/migration/add-mcp.md	89	### Step 3: Add Auth Scopes (Optional)	COMMENT
LOW	…blog/news/agents-meet-microservices-a-hands-on-demo.md	35	## Step 1: Define Your Types	COMMENT
LOW	…blog/news/agents-meet-microservices-a-hands-on-demo.md	52	## Step 2: Write Handler Comments	COMMENT
LOW	…blog/news/agents-meet-microservices-a-hands-on-demo.md	87	## Step 3: Wire It Up	COMMENT
LOW⚡	contrib/langchain-go-micro/examples/multi_agent.py	48	# Step 1: Create a user	COMMENT
LOW⚡	contrib/langchain-go-micro/examples/multi_agent.py	55	# Step 2: Create a blog post for that user	COMMENT
LOW⚡	contrib/langchain-go-micro/examples/multi_agent.py	63	# Step 3: List user's posts	COMMENT

Decorative Section Separators12 hits · 36 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/retract-phantom.sh	28	# ── Repo root ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/retract-phantom.sh	32	# ── Phantom paths ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/retract-phantom.sh	100	# ── Parse into per-base arrays ──────────────────────────────────────────────	COMMENT
MEDIUM	scripts/retract-phantom.sh	116	# ── Sanity checks ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/retract-phantom.sh	131	# ── Pilot mode ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/retract-phantom.sh	141	# ── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/retract-phantom.sh	178	# ── Execute ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/retract-tilde.sh	31	# ── Tilde paths ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/retract-tilde.sh	43	# ── Existing tags ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/retract-tilde.sh	54	# ── Helper ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/retract-tilde.sh	86	# ── Execute ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/retract-tilde.sh	120	# ── Push ──────────────────────────────────────────────────────────────────────	COMMENT

Verbosity Indicators14 hits · 31 pts

Severity	File	Line	Snippet	Context
LOW⚡	cmd/micro/cli/deploy/deploy.go	208	// Step 1: Check SSH connectivity	COMMENT
LOW⚡	cmd/micro/cli/deploy/deploy.go	216	// Step 2: Check server is initialized	COMMENT
LOW⚡	cmd/micro/cli/deploy/deploy.go	224	// Step 3: Build binaries	COMMENT
LOW⚡	cmd/micro/cli/deploy/deploy.go	232	// Step 4: Copy binaries	COMMENT
LOW⚡	cmd/micro/cli/deploy/deploy.go	240	// Step 5: Setup and restart services via systemd	COMMENT
LOW⚡	cmd/micro/cli/deploy/deploy.go	248	// Step 6: Restart services	COMMENT
LOW⚡	cmd/micro/cli/deploy/deploy.go	256	// Step 7: Check health	COMMENT
LOW	cmd/micro/cli/generate/generate.go	281	// Step 1: Generate proto (deterministic — from design spec)	COMMENT
LOW⚡	cmd/micro/cli/generate/generate.go	295	// Step 2: Run go mod tidy + make proto to get compiled proto	COMMENT
LOW⚡	cmd/micro/cli/generate/generate.go	299	// Step 3: Generate handler with business logic (LLM)	COMMENT
LOW⚡	cmd/micro/cli/generate/generate.go	305	// Step 4: Compile-fix loop	COMMENT
LOW⚡	contrib/langchain-go-micro/examples/multi_agent.py	48	# Step 1: Create a user	COMMENT
LOW⚡	contrib/langchain-go-micro/examples/multi_agent.py	55	# Step 2: Create a blog post for that user	COMMENT
LOW⚡	contrib/langchain-go-micro/examples/multi_agent.py	63	# Step 3: List user's posts	COMMENT

Docstring Block Structure4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	…ntrib/langchain-go-micro/langchain_go_micro/toolkit.py	124	Make HTTP request to MCP gateway. Args: method: HTTP method (GET, POST, etc.) p	STRING
HIGH	…ntrib/langchain-go-micro/langchain_go_micro/toolkit.py	270	Call a specific tool directly. Args: tool_name: Name of the tool to call argume	STRING
HIGH	…rib/go-micro-llamaindex/go_micro_llamaindex/toolkit.py	123	Make HTTP request to MCP gateway. Args: method: HTTP method (GET, POST, etc.) path: API	STRING
HIGH	…rib/go-micro-llamaindex/go_micro_llamaindex/toolkit.py	264	Call a specific tool directly. Args: tool_name: Name of the tool to call arguments: JSO	STRING

AI Slop Vocabulary5 hits · 13 pts

Severity	File	Line	Snippet	Context
MEDIUM	.golangci.yaml	55	# Demo/harness code: fire-and-forget calls are fine and `_ =` noise hurts	COMMENT
MEDIUM	internal/website/static/install.sh	53	# harness. The default path still fetches the documented GitHub release artifact.	COMMENT
MEDIUM	internal/harness/zero-to-hero-ci/docs_test.go	316	"## Agent harness",	CODE
MEDIUM	internal/harness/zero-to-hero-ci/docs_test.go	337	"## Agent harness",	CODE
MEDIUM	scripts/install.sh	53	# harness. The default path still fetches the documented GitHub release artifact.	COMMENT

Self-Referential Comments5 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/website/static/install.sh	109	echo " micro new myservice # Create a new service"	CODE
MEDIUM	internal/harness/zero-to-hero-ci/docs_test.go	490	heading: "## Define the application in Go",	CODE
MEDIUM	…trib/go-micro-llamaindex/examples/rag_with_services.py	25	# Create a simple document index for RAG	COMMENT
MEDIUM	…trib/go-micro-llamaindex/examples/rag_with_services.py	37	# Create a query engine tool for RAG	COMMENT
MEDIUM	scripts/install.sh	109	echo " micro new myservice # Create a new service"	CODE

Unused Imports12 hits · 12 pts

Severity	File	Line	Context
LOW	…ntrib/langchain-go-micro/langchain_go_micro/toolkit.py	5	CODE
LOW	…trib/langchain-go-micro/langchain_go_micro/__init__.py	7	CODE
LOW	…trib/langchain-go-micro/langchain_go_micro/__init__.py	7	CODE
LOW	…trib/langchain-go-micro/langchain_go_micro/__init__.py	8	CODE
LOW	…trib/langchain-go-micro/langchain_go_micro/__init__.py	8	CODE
LOW	…trib/langchain-go-micro/langchain_go_micro/__init__.py	8	CODE
LOW	…rib/go-micro-llamaindex/go_micro_llamaindex/toolkit.py	9	CODE
LOW	…ib/go-micro-llamaindex/go_micro_llamaindex/__init__.py	7	CODE
LOW	…ib/go-micro-llamaindex/go_micro_llamaindex/__init__.py	7	CODE
LOW	…ib/go-micro-llamaindex/go_micro_llamaindex/__init__.py	8	CODE
LOW	…ib/go-micro-llamaindex/go_micro_llamaindex/__init__.py	8	CODE
LOW	…ib/go-micro-llamaindex/go_micro_llamaindex/__init__.py	8	CODE

Hyper-Verbose Identifiers11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	contrib/langchain-go-micro/tests/test_toolkit.py	62	def test_config_custom_values(self):	CODE
LOW	contrib/langchain-go-micro/tests/test_toolkit.py	91	def test_from_gateway_with_auth(self):	CODE
LOW	contrib/langchain-go-micro/tests/test_toolkit.py	133	def test_get_tools_with_service_filter(self, mock_request, mock_gateway_response):	CODE
LOW	contrib/langchain-go-micro/tests/test_toolkit.py	148	def test_get_tools_with_include(self, mock_request, mock_gateway_response):	CODE
LOW	contrib/langchain-go-micro/tests/test_toolkit.py	162	def test_get_tools_with_exclude(self, mock_request, mock_gateway_response):	CODE
LOW	contrib/go-micro-llamaindex/tests/test_toolkit.py	70	def test_config_custom_values(self):	CODE
LOW	contrib/go-micro-llamaindex/tests/test_toolkit.py	99	def test_from_gateway_with_auth(self):	CODE
LOW	contrib/go-micro-llamaindex/tests/test_toolkit.py	144	def test_get_tools_with_service_filter(self, mock_request, mock_gateway_response):	CODE
LOW	contrib/go-micro-llamaindex/tests/test_toolkit.py	159	def test_get_tools_with_include(self, mock_request, mock_gateway_response):	CODE
LOW	contrib/go-micro-llamaindex/tests/test_toolkit.py	173	def test_get_tools_with_exclude(self, mock_request, mock_gateway_response):	CODE
LOW	contrib/go-micro-llamaindex/tests/test_toolkit.py	188	def test_get_tools_with_name_pattern(self, mock_request, mock_gateway_response):	CODE

Example Usage Blocks5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	wrapper/auth/server.go	35	// Example usage:	COMMENT
LOW	wrapper/auth/client.go	26	// Example usage:	COMMENT
LOW	internal/util/mdns/dns_sd.go	12	// Example usage:	COMMENT
LOW	examples/deployment/docker-compose.yml	9	# Usage:	COMMENT
LOW	gateway/mcp/mcp.go	4	// Example usage:	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	…ernal/website/content/en/docs/guides/agent-patterns.md	211	// "I've created a task for Alice to review the PR. She now has 3 tasks: ..."	COMMENT

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	store/nats-js-kv/keys.go	28	// Plain is the plain key as requested by the go-micro interface.	COMMENT

Excessive Try-Catch Wrapping4 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	internal/harness/chat/run.py	136	except Exception as error:	CODE
MEDIUM	internal/harness/chat/run.py	46	def do_POST(self):	CODE
MEDIUM	contrib/langchain-go-micro/README.md	158	print(f"Error: {e}")	CODE
MEDIUM	contrib/go-micro-llamaindex/README.md	171	print(f"Error: {e}")	CODE

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	internal/harness/chat/run.py	67	("workspace_exec", {"command": "test \"$(cat greeting.txt)\" = hello && echo verified"}),	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	internal/harness/chat/run.py	134	except (BrokenPipeError, ConnectionResetError):	CODE

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	cmd/micro/cli/gen/generate.go	33	// TODO: implement	COMMENT
LOW	cmd/micro/cli/gen/generate.go	72	// TODO: implement handler logic	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	cmd/micro/cli/new/template/crud.go	106	// @example {"name": "Alice Smith", "email": "alice@example.com", "phone": "+1-555-0100", "company": "Acme Inc"}	COMMENT
LOW	examples/mcp/documented/main.go	107	"user-1": {ID: "user-1", Name: "John Doe", Email: "john@example.com", Age: 25},	CODE

Modern Structural Boilerplate2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…trib/langchain-go-micro/langchain_go_micro/__init__.py	11	__all__ = [	CODE
LOW	…ib/go-micro-llamaindex/go_micro_llamaindex/__init__.py	11	__all__ = [	CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	internal/harness/chat/run.py	46		CODE

micro/go-micro

Open-Source Code Quality, Security and Technical Debt Review