Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add mwillbanks/ast-mcp --skill ast-mcpgit clone --depth 1 https://github.com/mwillbanks/ast-mcpWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/mwillbanks/ast-mcp/ast-mcp)<a href="https://agentmods.dev/skills/mwillbanks/ast-mcp/ast-mcp"><img src="https://agentmods.dev/badge/skills/mwillbanks/ast-mcp/ast-mcp/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/mwillbanks/ast-mcp/ast-mcp"><img src="https://agentmods.dev/badge/skills/mwillbanks/ast-mcp/ast-mcp.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00057 | $0.01115 |
| Opus 5.5 | $0.00023 | $0.00446 |
| Sonnet 5.5 | $0.00011 | $0.00223 |
| Haiku 4.5 | $0.00006 | $0.00112 |
Grade A, and why
ast-mcp scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 89 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AST MCP
Use AST-MCP for local files and local code intelligence. Use web or connector tools for remote content without local-file approval. Apply local file policy when you save remote content locally. Never use direct editors, shell writers, or interpreter writes to bypass this boundary.
Load the correct instructions
The host selects and activates the skill.
For disk delivery, resolve relative links from the active skill directory, whether global or project-local.
For MCP delivery, request each reference through its exact manifest URI.
Do not invent a $ast-mcp/references/... filesystem path.
Reading a resource does not activate a skill.
- Load tool-catalog.md for tool inputs, workspace selection, indexing, retrieval, and graph operations.
- Load patch-state-machine.md before file mutations or recovery from rejected patches.
- Load installation.md for missing tools, disconnections, upgrades, stale instructions, or configuration migration.
- Load configuration.md for path rules, approvals, formatting, telemetry, and CLI output.
Check availability
- Confirm that file tools and direct intelligence tools are callable.
- If tools are missing or disconnected, stop mutation and load the installation reference.
- Let the host reconnect the server, then verify discovery and a bounded read.
- Reinspect pending files after any connection failure. Never switch to another writer.
Explore local code
- Start unfamiliar work with
digest. Usemapfor file structure andshowfor symbols. - Use
searchorfind_relatedfor discovery, andcontextfor nearby calls. - Use
impactbefore shared API changes. Use callers, dependencies, and graph tools to check affected code. - Batch independent reads when schemas permit. Keep overlapping writes and dependent operations sequential.
- Keep native intelligence requests within one project root. Use absolute paths for linked worktrees.
- Use
file_readwith explicitmodewhen intent matters. - Use source
symbols, structured-documentselectors, or bounded text ranges. - Use
document_queryfor bounded JSON, JSONC, TOML, and YAML values.
What ships with it
25 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- agents/openai.yaml 227 B
- evals/batch.evals.json 12 KB
- evals/evals.json 73 KB
- evals/file-hash.evals.json 1.8 KB
- evals/measure.ts 1.2 KB runs code
- evals/results.md 4.7 KB
- evals/score.test.ts 6.6 KB runs code
- evals/score.ts 15 KB runs code
- evals/semantic.test.ts 15 KB runs code
- evals/semantic.ts 20 KB runs code
- evals/shell-policy.ts 13 KB runs code
- evals/source.test.ts 1.6 KB runs code
- evals/source.ts 4.6 KB runs code
- evals/trigger-queries.json 1.4 KB
- evals/validate.ts 3.0 KB runs code
- references/agents-guidance.md 3.2 KB
- references/configuration.md 6.0 KB
- references/hook-source.txt 4.8 KB
- references/installation.md 8.4 KB
- references/managed-hook.ts 116 B runs code
- references/patch-state-machine.md 5.7 KB
- references/tool-catalog.md 23 KB
- scripts/binary-resolution.ts 4.8 KB runs code
- scripts/check-install.ts 33 KB runs code
- scripts/managed-hook.ts 1.8 KB runs code
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2d ago Changed · +2 lines 58a8923c0f26
- 4d ago Changed · -67 lines · -3 tokens per session 59a1fccaa2f3
- 1mo ago Changed · +11 lines 5478ba3e29b7
- 1mo ago First seen · 143 lines · 60 tokens per session scan A 1d83c76a1568
ast-mcp is a skill published in the GitHub repository mwillbanks/ast-mcp (0 stars, last pushed 2d ago), licensed MIT. It adds 57 tokens to every session and 1,115 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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