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Initial: agent-stack guided tour
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README.md
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---
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title: Agent Stack Tour
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---
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-
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---
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title: Agent Stack Tour
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emoji: πͺ‘
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license: mit
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short_description: "A guided tour of the 5-library Agent Reliability Stack."
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tags:
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- llm
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- agents
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- reliability
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A guided tour of the 5 libraries in the Agent Reliability Stack: fit, guard, snap, vet, cast.
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index.html
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</html>
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<!doctype html>
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<html lang="en">
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<head>
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<meta charset="utf-8">
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<meta name="viewport" content="width=device-width, initial-scale=1">
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<title>The Agent Reliability Stack β Tour</title>
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<style>
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:root {
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--bg: #1a1a1a;
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}
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* { box-sizing: border-box; }
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body {
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font: 16px/1.55 -apple-system, BlinkMacSystemFont, 'SF Pro Text', sans-serif;
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background: var(--bg);
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color: var(--fg);
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margin: 0;
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padding: 2rem 1.25rem;
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}
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main { max-width: 880px; margin: 0 auto; }
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h1 { color: var(--accent); font-size: 2.1rem; margin: 0 0 0.5rem; }
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h2 { color: var(--accent); font-size: 1.4rem; margin: 2.2rem 0 0.6rem; }
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.lede { color: var(--muted); font-size: 1.05rem; max-width: 680px; }
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.pipeline {
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display: flex; gap: 0.4rem; flex-wrap: wrap; align-items: center;
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font-family: ui-monospace, SF Mono, Menlo, monospace;
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padding: 0.9rem 1.1rem; border-radius: 8px; margin: 1.2rem 0;
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}
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.pipeline span { color: var(--accent); font-weight: 600; }
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.pipeline span.arrow { color: var(--muted); font-weight: 400; }
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display: grid; gap: 1rem;
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grid-template-columns: repeat(auto-fit, minmax(260px, 1fr));
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margin: 1.2rem 0;
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.card h3 { margin: 0 0 0.4rem; color: var(--accent); font-size: 1.1rem; }
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.card .one-liner { color: var(--muted); font-size: 0.95rem; margin-bottom: 0.5rem; }
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code { background: var(--card); padding: 0.1rem 0.4rem; border-radius: 4px; font-size: 0.9em; }
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pre { background: var(--card); border: 1px solid var(--border); padding: 1rem; border-radius: 8px; overflow-x: auto; }
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a { color: var(--accent); }
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footer { color: var(--muted); margin-top: 3rem; padding-top: 1.5rem; border-top: 1px solid var(--border); font-size: 0.9rem; }
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</style>
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</head>
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<body>
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<main>
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<h1>The Agent Reliability Stack</h1>
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<p class="lede">Five small, focused libraries that fix the boring problems every long-running AI agent eventually hits. Pure Python, zero runtime deps. BYO LLM.</p>
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<div class="pipeline">
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<span>fit</span><span class="arrow">β</span>
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<span>guard</span><span class="arrow">β</span>
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<span>snap</span><span class="arrow">β</span>
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<span>vet</span><span class="arrow">β</span>
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<span>cast</span>
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</div>
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<h2>The five libraries</h2>
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<div class="grid">
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<div class="card">
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<h3>πͺ fit</h3>
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<div class="one-liner">Fit a chat history into a token budget.</div>
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<p>Drop-oldest, drop-middle, or priority-based truncation. Pluggable tokenizers. Preserves system + last-N messages.</p>
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<a href="https://pypi.org/project/agentfit-py/">PyPI</a> Β· <a href="https://huggingface.co/spaces/mukunda1729/token-counter">Token counter</a>
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</div>
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<div class="card">
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<h3>π‘οΈ guard</h3>
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<div class="one-liner">Network egress firewall for agent tools.</div>
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<p>Declarative allow/deny lists for any URL the agent tries to fetch. Throws on violation, before the request leaves your process.</p>
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<a href="https://pypi.org/project/agentguard-firewall/">PyPI</a>
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</div>
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<div class="card">
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<h3>πΈ snap</h3>
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<div class="one-liner">Diff two tool-call traces.</div>
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<p>Catch silent regressions in agent pipelines: same input, different tools, different output. Snapshot tests for agents.</p>
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<a href="https://pypi.org/project/agentsnap-py/">PyPI</a> Β· <a href="https://huggingface.co/datasets/mukunda1729/agent-trace-samples">Sample traces</a>
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</div>
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<div class="card">
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<h3>β
vet</h3>
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<div class="one-liner">Validate tool-call args before execution.</div>
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<p>Wraps any tool. Returns LLM-friendly retry hints when args are wrong, so the model can self-correct.</p>
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<a href="https://pypi.org/project/agentvet-py/">PyPI</a>
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</div>
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<div class="card">
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<h3>π― cast</h3>
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<div class="one-liner">Extract JSON from messy LLM output.</div>
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<p>Tolerant extractor that handles fenced blocks, prose-wrapped JSON, refusals. Validates against a shape.</p>
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<a href="https://pypi.org/project/agentcast-py/">PyPI</a> Β· <a href="https://huggingface.co/spaces/mukunda1729/json-extractor">JSON extractor</a>
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</div>
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</div>
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<h2>Install</h2>
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<pre>pip install mk-agentkit # all five
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pip install agentfit-py # individual
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npm install @mukundakatta/agentkit # all five
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npm install @mukundakatta/agentfit # individual</pre>
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<h2>Try the live demos</h2>
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<ul>
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<li><a href="https://huggingface.co/spaces/mukunda1729/agent-stack-demo">agent-stack-demo</a> β all 5 libs in one Space</li>
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<li><a href="https://huggingface.co/spaces/mukunda1729/token-counter">token-counter</a> β across 5 model families</li>
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<li><a href="https://huggingface.co/spaces/mukunda1729/json-extractor">json-extractor</a> β for messy LLM text</li>
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<li><a href="https://huggingface.co/spaces/mukunda1729/pii-redactor">pii-redactor</a> β find emails / secrets / IDs</li>
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<li><a href="https://huggingface.co/spaces/mukunda1729/prompt-injection-detector">prompt-injection-detector</a> β heuristic scanner</li>
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<li><a href="https://huggingface.co/spaces/mukunda1729/mcp-config-validator">mcp-config-validator</a> β sanity-check MCP configs</li>
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</ul>
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<h2>Datasets</h2>
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<p>13 public datasets covering agent traces, prompt injections, MCP configs, hallucination cases, and more. <a href="https://huggingface.co/mukunda1729">Browse all on HuggingFace β</a></p>
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<footer>
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Built by <a href="https://github.com/MukundaKatta">Mukunda Katta</a> Β· MIT licensed across the board Β· <a href="https://mukundakatta.github.io/agent-stack/">Landing page</a>
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</footer>
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</main>
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</body>
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