Run Log 001: First End-to-End Test¶
Date: 2026-02-16
Goal: Run Agent Smith against itself - have it read a GitHub Issue from its own repo and generate code changes.
Result: Pipeline reached Agentic Execution (step 7/9), successfully called Claude with tools before hitting API rate limit.
1. Setup¶
1.1 Push to GitHub¶
The repo had 5 phase commits locally but the GitHub remote was empty.
$ git push origin main
Enumerating objects: 196, done.
...
To https://github.com/holgerleichsenring/agent-smith.git
* [new branch] main -> main
1.2 Create Test Issue¶
Created GitHub Issue #1 as a test ticket for Agent Smith to work on:
$ gh issue create \
--title "Add a README.md with project description" \
--body "Create a README.md file for the Agent Smith project. It should include:
- Project name and short description (AI coding agent that processes tickets and generates code changes)
- How it works (ticket -> code analysis -> plan -> agentic execution -> PR)
- Prerequisites (.NET 8, API keys)
- Quick start / usage example
- Project structure overview
- License placeholder
Keep it concise and professional."
Creating issue in holgerleichsenring/agent-smith
https://github.com/holgerleichsenring/agent-smith/issues/1
1.3 Update Configuration¶
Changed config/agentsmith.yml to point at the agent-smith repo itself, using GitHub for both tickets and source:
projects:
agent-smith:
source:
type: GitHub
url: https://github.com/holgerleichsenring/agent-smith
auth: token
tickets:
type: GitHub
url: https://github.com/holgerleichsenring/agent-smith
auth: token
agent:
type: Claude
model: claude-sonnet-4-20250514
pipeline: fix-bug
coding_principles_path: ./config/coding-principles.md
1.4 Environment Variables¶
2. Dry Run¶
First a dry run to verify intent parsing and config resolution:
$ dotnet run --project src/AgentSmith.Cli -- --dry-run "fix #1 in agent-smith"
info: AgentSmith.Application.Services.RegexIntentParser[0]
Parsed intent: Ticket=1, Project=agent-smith
Dry run - would execute:
Project: agent-smith
Ticket: #1
Pipeline: fix-bug
Commands:
- FetchTicketCommand
- CheckoutSourceCommand
- LoadCodingPrinciplesCommand
- AnalyzeCodeCommand
- GeneratePlanCommand
- ApprovalCommand
- AgenticExecuteCommand
- TestCommand
- CommitAndPRCommand
Input "fix #1 in agent-smith" correctly parsed to TicketId=1, Project=agent-smith. All 9 pipeline commands resolved.
3. First Real Run - JSON Parse Error¶
What worked (steps 1-4):¶
[1/9] FetchTicketCommand -> Ticket 1 fetched from GitHub
[2/9] CheckoutSourceCommand -> Cloning to /tmp/agentsmith/holgerleichsenring/agent-smith
Checked out branch fix/1
[3/9] LoadCodingPrinciplesCommand -> Loaded coding principles (3524 chars)
[4/9] AnalyzeCodeCommand -> Code analysis completed: 129 files found
Where it failed (step 5):¶
[5/9] GeneratePlanCommand
fail: Handler GeneratePlanContext failed
AgentSmith.Domain.Exceptions.ProviderException: Failed to parse plan response from Claude:
'`' is an invalid start of a value. LineNumber: 0 | BytePositionInLine: 0.
Root Cause¶
Claude returned the JSON wrapped in a Markdown code block:
The ParsePlan method tried to parse this raw string as JSON, but the leading backticks caused a JsonReaderException.
Fix¶
Added StripMarkdownCodeBlock() helper in ClaudeAgentProvider.cs:
private static string StripMarkdownCodeBlock(string text)
{
var trimmed = text.Trim();
if (trimmed.StartsWith("```"))
{
var firstNewline = trimmed.IndexOf('\n');
if (firstNewline >= 0)
trimmed = trimmed[(firstNewline + 1)..];
}
if (trimmed.EndsWith("```"))
{
trimmed = trimmed[..^3].TrimEnd();
}
return trimmed;
}
Called before JsonDocument.Parse() in ParsePlan().
4. Second Run - Approval Timeout¶
After the JSON fix, the pipeline advanced further:
[1/9] FetchTicketCommand -> Ticket 1 fetched from GitHub
[2/9] CheckoutSourceCommand -> Checked out branch fix/1
[3/9] LoadCodingPrinciplesCommand -> Loaded coding principles (3524 chars)
[4/9] AnalyzeCodeCommand -> 129 files found
[5/9] GeneratePlanCommand -> Plan generated with 1 steps:
"Create a comprehensive README.md file for the Agent Smith project"
[6/9] ApprovalCommand -> Plan summary displayed, waiting for input...
Approve this plan? (y/n):
Problem¶
Running in a non-interactive shell context, Console.ReadLine() returned null, which the ApprovalHandler interpreted as rejection.
Workaround¶
Piped "y" into stdin:
5. Third Run - Agentic Execution (Rate Limited)¶
With auto-approve via pipe, the pipeline reached the agentic execution step:
[1/9] FetchTicketCommand -> Ticket 1 fetched from GitHub
[2/9] CheckoutSourceCommand -> Cloning to /tmp/agentsmith/holgerleichsenring/agent-smith
Checked out branch fix/1
[3/9] LoadCodingPrinciplesCommand -> Loaded coding principles (3524 chars)
[4/9] AnalyzeCodeCommand -> 129 files found
[5/9] GeneratePlanCommand -> Plan: "Create a comprehensive README.md file at the
project root with project description, architecture
overview, prerequisites, usage instructions, and
project structure." (1 step)
[6/9] ApprovalCommand -> Plan approved by user
[7/9] AgenticExecuteCommand -> Agentic loop started...
The Agentic Loop in Action¶
Claude started working autonomously with tools:
dbug: Agentic loop iteration 1 -> Executing tool: list_files
dbug: Agentic loop iteration 2 -> Executing tool: read_file
dbug: Agentic loop iteration 3 -> Executing tool: read_file
dbug: Agentic loop iteration 4 -> Executing tool: read_file
dbug: Agentic loop iteration 5 -> Executing tool: read_file
dbug: Agentic loop iteration 6 -> RATE LIMITED
Claude was reading the project files to understand the codebase before writing the README. It listed files, then read several key files (likely Program.cs, config files, project structure) to gather information.
Rate Limit Error¶
Anthropic.SDK.RateLimitsExceeded: This request would exceed your organization's
rate limit of 30,000 input tokens per minute
(org: f8326d03-d8cc-41ee-8c5a-68185a0ace38, model: claude-sonnet-4-20250514)
Each iteration of the agentic loop sends the full conversation history + tool results. After 5 iterations of reading files from a 129-file codebase, the accumulated token count exceeded the per-minute rate limit.
6. The Recursive Beauty¶
Agent Smith was working on itself:
- Read a GitHub Issue from its own repo
- Cloned its own source code into a temp directory
- Analyzed its own architecture (129 files, .NET 8, Clean Architecture)
- Asked Claude to create a plan about itself
- Claude started reading its own files to write a README about itself
Peak recursion. The AI coding agent's first task was to document itself.
7. Issues Found & Fixed¶
| # | Issue | Root Cause | Fix |
|---|---|---|---|
| 1 | JSON parse error on plan response | Claude wraps JSON in markdown code blocks | StripMarkdownCodeBlock() strips ```json ... ``` wrapping |
| 2 | Approval rejected in non-interactive mode | Console.ReadLine() returns null |
Piped "y" via stdin; future: add --auto-approve flag |
| 3 | Rate limit during agentic loop | 30k tokens/min limit, conversation grows with each tool call | Need retry logic with exponential backoff |
8. Next Steps¶
- [ ] Add retry logic with exponential backoff in
AgenticLoopfor rate limit errors - [ ] Add
--auto-approveCLI flag to skip the interactive approval step - [ ] Re-run after rate limit cooldown to complete the full 9-step pipeline
- [ ] Verify the PR creation on GitHub (steps 8-9: Test + CommitAndPR)